Using Embedding Ranking To Sort Generative Summaries By “Quality”

Earlier today we demonstrated how scoring LLM-based generative summaries by embedding-based similarity ranking to the original source material can filter out hallucinations and truncations, surfacing the "highest quality" summaries. In that particular example, many of the LLM-generated summaries featured substantial hallucination, necessitating the use of postprocessing filtering to remove them. But, what about the more general case of relatively faithful summarization in which there is no major hallucination, but there is still a desire to sort the generated summaries by "quality"? To explore this further, we'll use ChatGPT to generate 12 summaries of a portion of a CSPAN broadcast (6 large and 6 small summaries) and rank them via each of our embedding models.

For our analysis, we'll use the first six minutes of this agriculture hearing via CSPAN:

let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand these challenges and work diligently to ensure the passage of a strong farmville that addresses the issues highlighted today thank you to the witnesses appearing here before us today i look forward to her testimony. regardless of the challenges and time to retire address shoes and put on her workboots. i will need everyone to be at the table to help us deliver a farmville for the backbone of this country, the american producer. before i recognized the ranking member i would like to note the additional four returning democratic members who are added to the committee roster yesterday evening representative carbajal, soto i'm excited to have all four of you back. thank you for your commitment to do that with that i would like to welcome the distinguished ranking member the gentleman from georgia mr. scott bernie opening remarks that he would like to give. >> thank you i would like to begin my comments by congratulating chairman thompson. as we start to 118 congress and how proud i am of the bipartisan work that are agriculture committee did last congress. we brought in the agriculture secretary under bill sark to discuss the state of the farm economy in january of 2022 and follow that with 19 farmville review hearings which stakeholders and others administration officials. we also held five listening sessions all across the country and we got input from farmers and consumers about how our farmville programs are working for them.

Using the prompt "Summarize the transcript: "" ChatGPT was asked to summarize the text above six times:

The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled "Uncertainty, Inflation, Regulation: Challenges for American Agriculture." The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
The transcript is from a hearing of the House Committee on Agriculture, titled "Uncertainty, Inflation, Regulation: Challenges for American Agriculture." The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled "Uncertainty, Inflation, Regulation: Challenges for American Agriculture." After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
The transcript is from a hearing of the House Committee on Agriculture titled "Uncertainty, Inflation, Regulation: Challenges for American Agriculture." The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.

Six shorter summaries were also generated using the prompt "Summarize the following transcript in 50 words":

The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.
The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.

To explore this question, we'll use our standard embedding visualization template with our standard set of models: the English-only USEv4, the larger English-only USEv5-Large, the 16-language USEv3-Multilingual and the larger 16-language USEv3-Multilingual-Large models (supporting 16 languages: Arabic, Chinese-simplified, Chinese-traditional, English, French, German, Italian, Japanese, Korean, Dutch, Polish, Portuguese, Spanish, Thai, Turkish, Russian), the 100-language LaBSEv2 model optimized for translation-pair scoring and the Vertex AI Embeddings for Text API.

You can access the complete Colab notebook used for this analysis.

How do the different embedding models sort these summaries?

Vertex API

As usual, Vertex exhibits strong length affinity:

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.927) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.924) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.917) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.916) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.912) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.910) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.904) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.899) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.896) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.895) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.872) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.
(0.867) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.

It ranks the following summary as the most similar to the source text:

The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.

And this the least similar:

The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.

USE

USE yields fairly similar results to Vertex:

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.748) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.727) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.699) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.691) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.680) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.672) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.663) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.654) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.622) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.614) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.603) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.558) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.

USE Large

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.711) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.639) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.587) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.565) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.555) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.532) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.416) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.351) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.349) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.343) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.297) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.
(0.293) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.

USE Multilingual

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.756) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.734) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.730) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.718) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.714) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.710) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.696) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.695) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.688) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.658) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.604) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.547) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.

USE Multilingual Large

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.680) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.635) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.602) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.542) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.521) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.518) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.474) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.470) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.408) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.382) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.336) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.
(0.324) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.

LaBSE

(1.000) (ID 0) (Len: 4445): let's do this. the committee will now come to order. welcome and thank you for joining the hearing entitled uncertainty, inflation, regulation, challenges for american agriculture. after brief opening remarks members will receive testimony from the witnesses today and in the hearing will be open to questions. once again good morning, everybody and welcome to the first house committee on agriculture hearing of 118 congress. our focus will be on the headwinds making production agriculture without encumbrance of understanding of the industry challenges we cannot write an impactful farmville hoodlum addresses those who grow, progress and consume the fuel, we are blessed to produce here in the united states. as we seek my vision that this committee will provide the necessary tools to the farmers and ranchers to ease the barriers to production fell in recent years i chair each to view all policies through the lens of science, technology and innovation. and identify forward-looking solutions throughout our work. in the forrester's are exceptional in the increased fiber production nearly threefold since the 1940s, they have done so with no relative increase in input, serving the shining stars of sustainability and practices read the uncertainty caused by a global pandemic in assessing government intrusion had led to a modest production decline into recent years. during production agriculture policies are essential to the national security maintained in a safe abundant and affordable food supply equally essential as meeting the needs of the perennial global food crisis. over the last several years i traveled to 40 states and heard firsthand from our farmers on issues related to labor, fuel, fertilizer, inflation and interest rates, the average cost of diesel they will increase 95% to 2020 twomac 2022 the 2022 average. phosphorus potassium the increased 20% additional 30% the first five months of 2022 alone. the most applied nitrogen fertilizer increased 205% price between 2020 in 2022. last week marked one year of russia's invasion of ukraine which perpetuated the slope under disruptive supply system resulting in continued increase energy prices, fertilizer costs bites and worsening food scarcity in developing countries. at the same from american consumers are watching in dismay as a grocery and energy bill skyrocket the biden administration continues to ignore the crises neglecting americans producers and consumers. in the administration continues to promote regulations and policies to create needless uncertainty for farmers, ranchers and working families. and that meet the growing food in demands of radiation in the world. the challenges facing our many one of the few silver linings may be the only silver lining is american tightened awareness of the importance of a reliable domestic food supply and the producers who provided, as members of the house committee on agriculture in a farmville reauthorization cycle it is our mandate to fully understand thes
(0.826) (ID 6) (Len: 2520): The transcript is from a hearing of the House Committee on Agriculture titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The hearing begins with the committee coming to order and welcoming everyone. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The committee members will receive testimony from witnesses, and the hearing will be open to questions. The chair emphasizes the importance of understanding the challenges faced by farmers and ranchers and providing them with the necessary tools and solutions. They emphasize the need to view policies through the lens of science, technology, and innovation. The chair mentions the exceptional progress in fiber production in recent years without a significant increase in input, highlighting sustainability practices. However, they note that the uncertainty caused by the global pandemic and government intrusion has led to a modest production decline. They stress that agricultural policies are essential for national security and meeting global food needs. The chair shares their firsthand experiences from visiting 40 states and hearing from farmers about issues such as labor, fuel, fertilizer, inflation, and interest rates. They highlight the significant increases in diesel, phosphorus, potassium, and nitrogen fertilizer prices in recent years. They also mention the impact of Russia's invasion of Ukraine, which has led to increased energy prices, fertilizer costs, and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations and policies that create uncertainty. They stress the importance of a reliable domestic food supply and the role of American producers. The chair expresses the committee's commitment to understanding and addressing these challenges through the farm bill reauthorization cycle. The chair recognizes the ranking member and expresses appreciation for the bipartisan work done by the committee in the previous Congress. They mention the discussions with the agriculture secretary, farm bill review hearings, and listening sessions held across the country to gather input from farmers and consumers. Overall, the transcript sets the stage for a hearing focused on the challenges faced by American agriculture, highlighting issues such as uncertainty, inflation, regulation, and the importance of supporting farmers and ranchers.
(0.825) (ID 3) (Len: 1456): The transcript is from a hearing of the House Committee on Agriculture. The committee is discussing the challenges faced by American agriculture, including uncertainty, inflation, and regulation. The chairman emphasizes the importance of understanding the industry challenges in order to support farmers and ranchers effectively. They highlight the need to view policies through the lens of science, technology, and innovation, and to find forward-looking solutions. The chairman also mentions the increase in fiber production with no relative increase in input, showcasing sustainable practices in the industry. However, the global pandemic and government intrusion have led to a modest decline in production in recent years. The transcript also mentions issues related to labor, fuel, fertilizer, inflation, and interest rates, with significant increases in the cost of diesel and fertilizers. The chairman criticizes the Biden administration for neglecting American producers and consumers while promoting regulations that create uncertainty. The transcript acknowledges the importance of a reliable domestic food supply and the need to address the challenges in the upcoming Farm Bill reauthorization cycle. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and stakeholder input through hearings and listening sessions.
(0.791) (ID 1) (Len: 1513): The transcript is from a hearing of the House Committee on Agriculture. The chairman opens the hearing and thanks everyone for joining. The focus of the hearing is on the challenges faced by American agriculture, including uncertainty, inflation, and regulation. Witnesses will provide testimony, followed by a question-and-answer session. The chairman expresses the committee's commitment to supporting farmers and ranchers and addressing industry challenges through science, technology, and innovation. The transcript highlights the impact of the global pandemic, government intrusion, and the need for agricultural policies to ensure national security and a stable food supply. The chairman discusses issues such as labor, fuel, fertilizer, inflation, and interest rates, citing the significant increase in input costs. The transcript also mentions the impact of Russia's invasion of Ukraine on energy prices, fertilizer costs, and food scarcity in developing countries. The chairman criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty. The importance of a reliable domestic food supply and the need for a strong Farm Bill are emphasized. The ranking member congratulates the chairman and highlights the bipartisan work done by the committee in the previous Congress, including discussions with the agriculture secretary and various hearings and listening sessions to gather input from farmers and consumers about farm programs.
(0.789) (ID 5) (Len: 1956): The transcript is from a congressional hearing of the House Committee on Agriculture. The committee chair welcomes everyone and thanks them for attending the hearing, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' After opening remarks, the witnesses will provide testimony, and the hearing will be open for questions. The chair expresses the committee's focus on understanding the challenges faced by the agriculture industry and aims to provide necessary tools and solutions to farmers and ranchers. The importance of science, technology, and innovation is emphasized. The transcript mentions the increased fiber production in forestry with no relative increase in input, highlighting sustainable practices. The impact of the global pandemic and government intrusion on agriculture is discussed, noting a modest production decline in recent years. The transcript emphasizes the essential role of agricultural policies for national security and meeting global food needs. The chair mentions personal experiences from visiting different states and hearing concerns about labor, fuel, fertilizer, inflation, and interest rates. The rising costs of diesel, phosphorus, potassium, and nitrogen fertilizers are highlighted. The transcript also mentions the Russian invasion of Ukraine and its impact on energy prices, fertilizer costs, and food scarcity. Criticism is directed at the Biden administration for neglecting American producers and consumers and creating unnecessary uncertainty through regulations and policies. The transcript concludes by emphasizing the importance of a reliable domestic food supply and the need for a strong Farm Bill. The ranking member congratulates the chair and highlights the bipartisan work of the committee in the previous Congress, including discussions with the Agriculture Secretary and stakeholders, as well as listening sessions across the country to gather input on farm programs.
(0.782) (ID 4) (Len: 1474): The transcript is from a hearing of the House Committee on Agriculture, titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair opens the hearing, expressing gratitude to the witnesses and emphasizing the importance of understanding and addressing the challenges faced by the agriculture industry. The chair highlights the need for policies that consider science, technology, and innovation while supporting farmers and ranchers. The chair also mentions the impact of the global pandemic, government intrusion, and declining production in recent years. The chair emphasizes the significance of agricultural policies for national security and meeting global food needs. The chair shares statistics on rising costs of labor, fuel, and fertilizers, as well as the impact of Russia's invasion of Ukraine on energy prices and food scarcity in developing countries. The chair criticizes the Biden administration for neglecting American producers and consumers, promoting uncertain regulations and policies. The chair concludes by stressing the importance of a reliable domestic food supply and the role of the committee in addressing these challenges through a strong Farm Bill. The ranking member congratulates the chairman and highlights the bipartisan work of the committee in the previous Congress, including discussions with the agriculture secretary, farm bill review hearings, and listening sessions with farmers and consumers.
(0.781) (ID 2) (Len: 1601): The transcript is from a hearing of the House Committee on Agriculture. The hearing is titled 'Uncertainty, Inflation, Regulation: Challenges for American Agriculture.' The committee chair welcomes everyone to the hearing, emphasizing the importance of understanding the challenges faced by the agriculture industry and providing necessary tools to farmers and ranchers. The chair also mentions the need to view policies through the lens of science, technology, and innovation. During the hearing, the committee discusses various challenges affecting production agriculture, including the impacts of the global pandemic, government intrusion, and labor, fuel, and fertilizer costs. There are concerns about the increase in energy prices, fertilizer costs, and food scarcity in developing countries, partially influenced by Russia's invasion of Ukraine. The chair criticizes the Biden administration for neglecting American producers and consumers and promoting regulations that create uncertainty for farmers and ranchers. However, there is recognition of the importance of a reliable domestic food supply and awareness of the challenges faced by the agriculture industry. The ranking member of the committee congratulates the chairman and highlights the bipartisan work done in the previous Congress, including discussions with agriculture stakeholders and listening sessions across the country to gather input on farm bill programs. Overall, the focus of the hearing is on understanding the challenges faced by American agriculture and working towards a strong farm bill that addresses these issues.
(0.764) (ID 11) (Len: 1020): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.
(0.761) (ID 9) (Len: 844): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair addresses the challenges in American agriculture, emphasizes the importance of understanding industry challenges, and mentions the need for science, technology, and innovation. They discuss the increase in fiber production, the impact of the global pandemic, and government intrusion on agriculture. The chair highlights the essential role of agriculture policies for national security and meeting global food demands. They criticize the Biden administration for neglecting farmers and consumers and promoting regulations that create uncertainty. The ranking member congratulates the chair and mentions previous bipartisan work, including discussions with the agriculture secretary and listening sessions with farmers and consumers.
(0.706) (ID 8) (Len: 748): The transcript is from the first House Committee on Agriculture hearing of the 118th Congress. It addresses the challenges in American agriculture, including uncertainty, inflation, and regulation. The chair emphasizes the importance of understanding industry challenges and providing solutions. They discuss the increase in fiber production and the impact of the pandemic and government intrusion on agriculture. The chair criticizes the Biden administration's neglect of American producers and consumers and the promotion of uncertain policies. The ranking member praises the bipartisan work of the agriculture committee in the previous Congress, including discussions with stakeholders and input from farmers and consumers on farm bill programs.
(0.667) (ID 7) (Len: 616): The committee opens the hearing on uncertainty, inflation, regulation, and challenges in American agriculture. They emphasize the importance of understanding industry challenges and providing tools for farmers. The chair discusses increased fiber production and the impact of the pandemic on agriculture. They criticize the Biden administration for neglecting farmers and consumers and promoting uncertain policies. The ranking member commends the committee's bipartisan work in the previous Congress, including discussions with stakeholders and listening sessions with farmers and consumers regarding farm programs.
(0.647) (ID 12) (Len: 532): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.
(0.582) (ID 10) (Len: 525): The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, discusses the need for understanding industry challenges and providing tools for farmers, and criticizes the Biden administration for neglecting farmers and consumers. The ranking member praises the committee's bipartisan work in the previous Congress and mentions discussions with the agriculture secretary and listening sessions with farmers and consumers.

Comparison

Five of the six models returned this as the most similar summary, while USE returned it as a the second-most-similar:

For the shorter summaries, the majority winner was this one:

The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. It mentions the focus on challenges in American agriculture, including uncertainty, inflation, and regulation. The chair expresses the committee's commitment to understanding these challenges and providing tools to ease production barriers for farmers and ranchers. The chair also discusses the increase in fiber production, the impact of the global pandemic and government intrusion, and the importance of agricultural policies for national security and food supply. There are concerns about rising costs, energy prices, and food scarcity, with criticism directed at the Biden administration for neglecting producers and consumers. The committee aims to address these challenges and ensure a strong farm bill. The ranking member congratulates the chair and highlights the previous bipartisan work of the agriculture committee, including discussions with stakeholders and listening sessions with farmers and consumers.

Both of these contain substantial detail and call-outs to the specific issues and topics mentioned in the original text.

Across the six models the two summaries that were scored least similar were:

The transcript is from the first hearing of the House Committee on Agriculture in the 118th Congress. The chair emphasizes the challenges facing American agriculture, such as uncertainty, inflation, and regulation. They express the committee's commitment to understanding these challenges and providing tools and solutions for farmers and ranchers. The ranking member praises the bipartisan work of the previous Congress and the committee's efforts to gather input from farmers and consumers through hearings and listening sessions.

And:

Note that both of these lack any real detail, speaking only in the most vague terms about the hearing and conveying little useful information beyond noting that there was a hearing on agricultural challenges that criticized the Biden administration and thanked the previous congress.

LLMs are highly unpredictable, outputting a wide range of summaries and levels of detail with few means of constraining or controlling their outputs beyond inference parameters and prompts that do not always have the intended effect on their results. The workflow here successfully stratifies these results, sifting the summaries that provide the most detail and are the most faithful to the original text to the top, while scoring the lowest-similarity results to the bottom.

Putting this all together, the same embedding-based filtering that works for eliminating hallucinated and truncated summaries also works for cases where all the generated summaries are faithful to identify the "highest quality" summaries from the list. For any passage, the LLM can simply be instructed to generate multiple summaries and the workflow here used to surface the "best" out of the results.

The GDELT Project

Using Embedding Ranking To Sort Generative Summaries By "Quality"