Embedding Models: Using LLMs To Create Synthetic Comparison Data & The Impact Of Textual Length Part 4

Repeating our analysis from earlier today, this time we'll use an LLM to generate passages in three lengths (tweet, long-form social media post, news/op-ed), four styles (tweet, LinkedIn post, news article and op-ed), two levels of formality (tweet vs news) and two different audiences (general versus financial or medical professional) across two different topics (finance and medicine) to test clustering behavior. As before, we'll use our embedding visualization template to cluster the generated passages using six 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.

The prompts used to generate the text were:

Write a tweet about inflation.
Write a tweet about inflation aimed at financial professionals.
Write a LinkedIn post about inflation.
Write a LinkedIn post about inflation aimed at financial professionals.
Write a news article about inflation.
Write a news article about inflation aimed at financial professionals.
Write an op-ed about inflation.
Write an op-ed about inflation aimed at financial professionals.

Write a tweet about weight loss.
Write a tweet about weight loss aimed at medical professionals.
Write a LinkedIn post about weight loss.
Write a LinkedIn post about weight loss aimed at medical professionals.
Write a news article about weight loss.
Write a news article about weight loss aimed at medical professionals.
Write an op-ed about weight loss.
Write an op-ed about weight loss aimed at medical professionals.

And the final generated text is:

sentences = [
    "Inflation seems to be on the rise, squeezing our wallets tighter every day. Prices are soaring, and the purchasing power of our money is dwindling. It's time to buckle up, be savvy with our spending, and seek ways to protect our hard-earned savings. #InflationWoes #FinancialAwareness",
    "Inflation hitting hard these days! Prices soaring, wallets shrinking. Time to tighten our belts and find creative ways to make ends meet. Let's hope for some relief soon. #Inflation #EconomicChallenge",
    " Inflation is on the rise, hitting consumers' wallets harder than ever. Prices are soaring, and it's becoming a struggle to make ends meet. We need effective measures to combat this economic challenge and ensure stability for everyone. #Inflation #EconomicChallenge",

    " Inflation is sending shockwaves through the financial landscape, creating unprecedented challenges for professionals. It's time to reassess investment strategies, hedge against rising prices, and navigate this new economic terrain with prudence and expertise. Stay ahead of the curve! #Inflation #FinancialProfessionals",
    " As financial professionals, we're witnessing the impact of skyrocketing inflation firsthand. It's crucial to stay ahead of the curve and adapt our strategies accordingly. Analyze market trends, diversify portfolios, and explore hedging options to navigate these turbulent times. Let's navigate the storm together! #Inflation #FinancialStrategies",
    " Inflation is reshaping the financial landscape, demanding a strategic approach from professionals. Understanding its impacts on investments, portfolios, and risk management is crucial. Stay ahead of the game with proactive strategies to navigate these challenging times. #Inflation #FinancialProfessionals",

    " Understanding the Impact of Inflation: Navigating Economic Realities As financial professionals, it is crucial for us to stay informed and adapt to the ever-changing economic landscape. Today, I want to shed light on a topic that has been making waves recently: inflation. Inflation, the general increase in prices over time, has been steadily rising, posing challenges for businesses, investors, and consumers alike. It's vital to recognize its potential impact and develop strategies to mitigate its effects. Here are a few key considerations: 1⃣ Portfolio Management: Inflation erodes the purchasing power of money. Diversifying investments across asset classes, such as stocks, real estate, and commodities, can help hedge against inflationary pressures and maintain long-term value. 2⃣ Risk Assessment: Rising prices can influence interest rates and borrowing costs. Assessing your risk exposure and adjusting your financial plans accordingly can help navigate potential market fluctuations and secure financial stability. 3⃣ Pricing and Cost Structures: Businesses must evaluate the impact of rising input costs on their pricing strategies. Adjusting product prices or exploring alternative suppliers can help maintain profitability while managing customer expectations. 4⃣ Consumer Behavior: Inflation affects purchasing power, leading consumers to make more calculated spending decisions. Understanding changing consumer preferences and adapting marketing and sales strategies can help businesses stay competitive. 5⃣ Government Policies: Stay informed about fiscal and monetary policies implemented by governments and central banks to combat inflation. This knowledge will provide insights into potential regulatory changes and economic trends that may impact your industry. Remember, addressing the challenges posed by inflation requires a proactive and informed approach. As financial professionals, we have a responsibility to guide our clients and businesses through these economic realities. Let's continue the conversation and share insights on effective strategies to navigate inflation's impact. Together, we can adapt, innovate, and build resilient financial foundations for the future. #Inflation #FinancialInsights #EconomicLandscape #AdaptandGrow",
    "Inflation has become a significant concern in today's economic landscape, impacting businesses, investments, and personal finances. As financial professionals, it is essential to delve deeper into this topic to better serve our clients and organizations. Here are key considerations to keep in mind: 1⃣ Rising Costs: Inflation drives up the prices of goods and services, directly impacting businesses' input costs. It is crucial to assess the potential effects on supply chains, production costs, and pricing strategies to maintain profitability and competitiveness. 2⃣ Portfolio Diversification: Inflation erodes the purchasing power of money over time. Financial advisors must focus on diversification strategies that include assets with potential inflation hedges such as real estate, commodities, and equities with strong fundamentals. 3⃣ Interest Rate Dynamics: In response to inflationary pressures, central banks may adjust interest rates. Financial professionals must monitor and analyze these changes as they have a profound impact on borrowing costs, bond yields, and equity valuations. 4⃣ Risk Management: Inflation introduces new risks, including higher market volatility and the potential devaluation of fixed-income securities. Assessing and adjusting risk management strategies is crucial to mitigate downside risks and optimize investment outcomes. 5⃣ Communicating with Clients: Transparent and proactive communication is essential during periods of inflation. Educate and update clients on the potential impacts on their investments, provide guidance, and adjust their financial plans accordingly. In these challenging times, our role as financial professionals is more critical than ever. By staying informed, adapting strategies, and effectively communicating with clients, we can help them navigate the complex landscape of inflation and achieve financial resilience. Let's embrace the challenge and continue to provide value and stability in the face of economic headwinds. #Inflation #FinancialProfessionals #EconomicChallenges #RiskManagement",

    " Understanding Inflation: Key Insights for Financial Professionals Inflation has emerged as a pressing concern, demanding the attention and expertise of financial professionals. As we navigate this dynamic economic landscape, it's crucial to equip ourselves with essential knowledge to best serve our clients and organizations. Here are key insights to consider: 1⃣ Economic Indicators: Stay attuned to leading economic indicators that provide insights into inflationary pressures. Monitor factors like consumer price index (CPI), producer price index (PPI), wage growth, and monetary policy announcements. 2⃣ Portfolio Allocation: Inflation can impact asset values and returns. Evaluate portfolio allocations to include a mix of assets that have historically performed well during inflationary periods, such as commodities, inflation-protected securities, and equities of companies with pricing power. 3⃣ Sector Analysis: Assess sectors that may be affected differently by inflation. Some sectors, like energy and materials, tend to benefit from rising prices, while others, like consumer staples and utilities, may face challenges due to increased costs. Tailor investment strategies accordingly. 4⃣ Fixed Income Considerations: Inflation erodes the purchasing power of fixed-income investments. Evaluate the suitability of inflation-linked bonds (TIPS) or adjustable-rate securities to hedge against inflation risks and minimize potential losses. 5⃣ Communication and Education: Proactively educate clients about inflation and its potential impact on their financial goals. Craft transparent and personalized communication, offering strategies to mitigate risks and seize opportunities arising from inflationary trends. 6⃣ Scenario Analysis: Conduct scenario analysis to assess the impact of different inflationary scenarios on investment portfolios. Stress-testing and modeling potential outcomes can inform effective risk management strategies. By proactively addressing the challenges posed by inflation, financial professionals can help clients preserve and grow their wealth in these uncertain times. Continuous learning, staying updated with market trends, and adapting investment approaches will be paramount to success.Let's embrace this opportunity to demonstrate our expertise and guide clients towards financial resilience in the face of inflationary pressures. Together, we can navigate these challenges and achieve sustainable growth. #Inflation #FinancialProfessionals #MarketInsights #RiskManagement",

    "Title: 'Inflation Surges, Straining Global Economy: Experts Urge Vigilance and Strategic Action' Date: June 7, 2023 Inflationary pressures have reached alarming levels, sending shockwaves through the global economy and leaving policymakers, businesses, and consumers grappling with the repercussions. As prices soar and purchasing power weakens, experts warn of the urgent need for vigilance and strategic action to mitigate the effects of this economic challenge. Over the past year, inflation rates have surged across multiple regions, propelled by a complex interplay of factors. Supply chain disruptions, rising commodity prices, labor shortages, and accommodative fiscal and monetary policies have created a perfect storm, fueling a sustained increase in prices. The Consumer Price Index (CPI), a key indicator of inflation, has recorded its highest growth in a decade, with sectors such as energy, housing, and food experiencing significant price spikes. As businesses face escalating input costs, they are compelled to pass these expenses onto consumers, straining household budgets and stifling purchasing power. Central banks worldwide are grappling with the delicate task of managing inflation while preserving economic stability. Some have responded by tightening monetary policy, gradually raising interest rates to curb inflationary pressures. However, this approach carries its own risks, as higher borrowing costs can slow down economic growth and increase the burden on indebted consumers and businesses. Inflation has far-reaching consequences for various stakeholders. Investors and financial institutions are confronted with the challenge of protecting portfolios against eroding value, navigating volatility, and identifying assets that act as inflation hedges. Pension funds and retirement savers are particularly vulnerable, as they must ensure their long-term returns outpace inflation to maintain retirees' financial security. To counteract the impact of inflation, businesses are faced with difficult choices. Some are absorbing the increased costs, leading to squeezed profit margins, while others are passing them onto consumers through price hikes, risking a decline in demand. Striking the right balance is imperative to remain competitive and sustainable in the current economic climate. Experts emphasize the importance of strategic planning and risk management in these inflationary times. Diversifying portfolios, considering assets that historically perform well in inflationary environments (such as real estate and commodities), and engaging in scenario analysis can help mitigate risks and capitalize on potential opportunities. Furthermore, effective communication and education are crucial for individuals and families facing the challenges of inflation. Providing financial literacy, guidance on budgeting, and investment strategies that consider inflation can empower individuals to navigate this period of economic uncertainty and safeguard their financial well-being. Governments, central banks, businesses, and individuals must collaborate to address the complexities of inflation. Policymakers must strike a delicate balance between taming inflation and fostering sustainable economic growth. Businesses need to adapt to changing market dynamics and explore innovative solutions to minimize the impact on consumers. And individuals must stay informed, seek financial advice, and make prudent financial decisions to weather the inflation storm. As the global economy grapples with mounting inflationary pressures, proactive measures and a collective response are crucial to ensure stability, protect livelihoods, and foster long-term economic resilience. The path ahead may be challenging, but by taking decisive action and implementing prudent strategies, we can navigate these turbulent times and emerge stronger. Disclaimer: This article is for informational purposes only and does not constitute financial advice. Please consult a professional advisor for personalized guidance based on your specific circumstances.",

    "Title: 'Inflationary Surge Presents Challenges and Opportunities for Financial Professionals' Date: June 7, 2023 Inflationary pressures have intensified, causing ripples across global markets and presenting a unique set of challenges and opportunities for financial professionals. As prices soar and economic dynamics evolve, experts emphasize the need for astute analysis, strategic decision-making, and proactive measures to navigate this complex landscape. Rising costs and supply chain disruptions have propelled inflation rates to multi-year highs, impacting various sectors and asset classes. Financial professionals find themselves at the forefront, entrusted with the task of guiding clients through these turbulent times. Here are key insights and considerations for navigating the inflationary surge: Risk Assessment and Mitigation: Analyzing the impact of inflation on portfolios is paramount. Financial professionals must assess risk exposure, identify potential vulnerabilities, and develop strategies to mitigate inflation-related risks. Diversification across asset classes and geographic regions can provide a buffer against volatility and ensure long-term growth. Asset Allocation Strategies: Inflation challenges traditional investment paradigms. Reviewing asset allocation strategies is essential to identify assets that historically perform well during inflationary periods. Real assets such as real estate, infrastructure, and commodities often serve as effective inflation hedges, while equity investments in companies with pricing power can weather price increases more effectively. Bond Market Considerations: Inflation erodes the purchasing power of fixed-income investments. Financial professionals must carefully assess bond portfolios, considering the potential impact of rising interest rates on bond yields and bond valuations. Incorporating inflation-linked bonds (TIPS) or floating-rate securities can offer protection against inflation risks. Communication and Client Education: Transparent and proactive communication with clients is critical. Educating clients about the implications of inflation on their investments and financial goals fosters trust and enables them to make informed decisions. Develop personalized strategies, provide guidance on adjusting financial plans, and emphasize the long-term perspective to navigate short-term market volatility. Investment Opportunities: Inflationary environments can create unique investment opportunities. Financial professionals should identify sectors that stand to benefit from rising prices, such as energy, commodities, and infrastructure. Additionally, exploring growth potential in emerging markets and disruptive industries can help generate alpha amidst the changing economic landscape. Technological Advancements: Leveraging technological advancements is crucial for financial professionals. Utilize data analytics, artificial intelligence, and machine learning tools to gain insights, monitor market trends, and identify investment opportunities. Embracing digital platforms can enhance operational efficiency and client engagement, fostering a competitive edge. The current inflationary surge poses challenges but also unveils potential opportunities for financial professionals. Proactive risk management, portfolio diversification, and an unwavering focus on client needs are key to navigating these turbulent times. By staying ahead of market trends, leveraging technology, and providing strategic guidance, financial professionals can guide clients toward financial resilience and sustainable growth. It is important to note that individual circumstances vary, and professional advice tailored to specific client needs is crucial. Financial professionals should encourage clients to seek personalized guidance based on their unique financial goals and risk tolerance. As the financial landscape evolves amidst mounting inflationary pressures, financial professionals play a pivotal role in ensuring clients' long-term financial success. By staying informed, embracing innovation, and adapting strategies, they can navigate these challenging times and capitalize on the opportunities that lie within.",

    "Title: 'Inflation: Balancing Economic Realities and Financial Stability' Date: June 7, 2023 Inflation, the persistent rise in prices across sectors, has emerged as a pressing concern in today's economic landscape. As consumers feel the pinch of increasing costs and businesses grapple with higher input expenses, finding the delicate balance between economic realities and financial stability becomes imperative. It is crucial to understand the multifaceted nature of inflation and adopt a measured approach to address its impacts. Inflation, at moderate levels, can be seen as a sign of a healthy economy, reflecting increased consumer spending, wage growth, and business expansion. However, when inflation accelerates beyond manageable levels, it poses challenges to individuals, businesses, and governments alike. Balancing economic growth and stability requires a comprehensive understanding of the underlying factors driving inflation and the implementation of appropriate measures. Several factors have contributed to the current surge in inflation. Global supply chain disruptions, driven by the pandemic and geopolitical tensions, have disrupted the flow of goods and services, resulting in increased costs. Additionally, rising commodity prices, labor shortages, and accommodative fiscal and monetary policies have further fueled inflationary pressures. It is vital to acknowledge these interrelated dynamics and their influence on the overall economic landscape. Governments and central banks play a critical role in managing inflation. Central banks often adjust interest rates and monetary policy to curb inflationary pressures. While such measures aim to stabilize prices, they can also have unintended consequences. Tightening monetary policy too abruptly risks dampening economic growth and exacerbating the burdens on businesses and consumers burdened with debt. Striking the right balance requires prudent decision-making. Policymakers must carefully analyze the current economic conditions and assess the potential impacts of their actions. It is crucial to remain vigilant, continually monitor economic indicators, and be prepared to make necessary adjustments in response to emerging trends. Financial institutions and professionals have a responsibility to guide individuals and businesses through inflationary periods. Offering sound financial advice, tailored investment strategies, and risk management solutions becomes essential to navigate the complexities of a volatile market. Diversification of investment portfolios, evaluating assets with potential inflation hedges, and fostering transparent communication are all critical components of this process. Mitigating the impact of inflation requires a collaborative effort. Governments, businesses, and individuals must work together to find innovative solutions. Governments can focus on enhancing infrastructure, supporting research and development, and fostering entrepreneurship to drive economic growth. Businesses can adapt to changing market dynamics, explore cost-saving measures, and foster innovation to maintain competitiveness. Individuals can seek financial literacy, explore investment options that protect against inflation, and engage in responsible financial planning. Addressing the challenges posed by inflation necessitates a nuanced approach. It requires striking a delicate balance between economic growth, stability, and the well-being of individuals and businesses. By embracing comprehensive analysis, prudent decision-making, and collaborative efforts, we can navigate these uncertain times and build a foundation for sustainable economic growth. It is important to remember that inflation is not a standalone issue but rather a complex phenomenon intertwined with various economic factors. As we collectively face this challenge, open dialogue, informed decision-making, and adaptability will be key in finding the right balance and ensuring a prosperous future for all.",

    "Title: 'Navigating the Inflationary Landscape: A Call to Action for Financial Professionals' Date: June 7, 2023 Inflationary pressures have intensified, leaving financial professionals grappling with the complex task of protecting and growing clients' wealth in an environment of rising prices. As the economic landscape evolves, financial professionals must seize the opportunity to take a proactive and strategic approach to inflation, leveraging their expertise to guide clients through these challenging times. The recent surge in inflation rates has been fueled by a confluence of factors, including supply chain disruptions, increased input costs, and accommodative monetary policies. Such dynamics have reshaped market conditions, introducing new risks and opportunities that demand a measured response from financial professionals. In this rapidly changing environment, financial professionals play a vital role in navigating the inflationary landscape. They are uniquely positioned to provide insight, expertise, and customized solutions to mitigate the impact of inflation on investment portfolios. Here are key considerations for financial professionals to proactively address inflation: Risk Assessment and Diversification: Conduct thorough risk assessments to identify areas of vulnerability within investment portfolios. Diversification across asset classes, sectors, and geographic regions can help hedge against inflationary pressures. Integrate assets that historically perform well in inflationary environments, such as real estate, commodities, and equities with strong fundamentals. Active Portfolio Management: Inflation demands an active management approach. Regularly review and rebalance portfolios to align with changing market dynamics. Monitor key economic indicators, market trends, and central bank policies to adjust investment strategies accordingly. Adopting a forward-looking mindset is crucial to seize opportunities as they arise. Inflation-Linked Securities: Explore investment opportunities in inflation-linked securities, such as Treasury Inflation-Protected Securities (TIPS) and inflation-linked bonds. These instruments provide a hedge against inflation, as their values are adjusted based on changes in inflation rates. Evaluate the suitability of these securities within portfolios to help preserve purchasing power. Communication and Education: Transparent and effective communication is paramount during periods of inflation. Engage clients in thoughtful conversations, educating them about the potential impacts of inflation and discussing strategies to mitigate risks. Provide clarity on the rationale behind investment decisions and outline the long-term benefits of a well-structured financial plan. Technological Advancements: Leverage technology and data analytics to gain insights and make informed investment decisions. Embrace digital platforms that enable efficient client communication, streamline operational processes, and enhance risk management capabilities. Technology can amplify financial professionals' effectiveness, allowing for more personalized and data-driven solutions. As financial professionals, we have a responsibility to guide our clients through these inflationary challenges. By staying informed, adapting investment strategies, and fostering open communication, we can help clients navigate the uncertainties and capitalize on opportunities presented by inflation. Furthermore, collaboration and knowledge-sharing within the financial community are vital. Embrace industry forums, participate in professional networks, and engage in continuous learning to stay at the forefront of industry trends and best practices. By leveraging collective expertise, we can better serve our clients and drive positive outcomes in an evolving economic landscape. Inflation, though challenging, is not insurmountable. It is an opportunity for financial professionals to demonstrate their value and expertise. By proactively addressing inflation risks, implementing strategic investment approaches, and fostering strong client relationships, we can navigate these inflationary times with resilience and deliver meaningful financial outcomes. As we embrace the call to action, let us unite as financial professionals, driving positive change, and empowering clients to achieve financial success in the face of inflationary headwinds. Together, we can navigate this landscape and chart a course towards prosperity.",
    
    "Embarking on a weight loss journey? Remember, it's not just about shedding pounds, but adopting a healthier lifestyle. Focus on nourishing your body with wholesome foods, staying active, and cultivating a positive mindset. The key to success is consistency and self-care. You've got this!  #WeightLossJourney #HealthyLiving",
    "Looking to shed those extra pounds? Remember, sustainable weight loss is a journey, not a sprint. Focus on making healthier choices, nourishing your body, and staying consistent. Small steps add up to big results. You got this!  #WeightLossJourney #HealthAndWellness",
    "Struggling to shed those extra pounds? Remember, sustainable weight loss is a journey, not a race. Focus on small, consistent changes in your lifestyle, embrace balanced eating habits, and stay active. You've got this!  #WeightLossJourney #HealthyLiving #LifestyleChanges",

    "Addressing weight loss requires a holistic approach that goes beyond calorie counting. As medical professionals, let's emphasize personalized care, evidence-based strategies, and sustainable lifestyle changes. Together, we can support patients in achieving long-term health and well-being. #WeightLoss #HolisticHealth #PatientCare",
    "Addressing weight loss requires a holistic approach, combining medical expertise, behavioral interventions, and patient empowerment. As medical professionals, let's guide our patients with evidence-based strategies, personalized plans, and ongoing support to achieve sustainable weight management. Together, we can make a difference!  #WeightManagement #PatientCare #HealthyLifestyle",
    "Addressing weight loss with our patients requires a holistic approach. It's not just about the number on the scale, but promoting sustainable habits and overall well-being. Let's empower individuals with evidence-based strategies, personalized guidance, and a supportive environment to achieve their health goals.  #WeightManagement #PatientCare #LifestyleMedicine",

    "'Unlocking the Path to Sustainable Weight Loss: Embracing a Holistic Approach' Losing weight is a goal that many individuals aspire to achieve, but it's crucial to approach it from a holistic perspective. Weight loss is not just about shedding pounds; it's about adopting healthy habits, nourishing the body, and fostering overall well-being. Let's explore the key components of a successful weight loss journey: 1⃣ Mindset and Motivation: Cultivating a positive mindset is essential. Recognize that weight loss is a personal journey and that sustainable results take time. Stay motivated by setting realistic goals, celebrating small wins, and focusing on the benefits of improved health and vitality. 2⃣ Balanced Nutrition: A healthy, balanced diet forms the foundation of successful weight loss. Embrace whole, nutrient-dense foods, and be mindful of portion sizes. Incorporate a variety of fruits, vegetables, lean proteins, whole grains, and healthy fats. Seek guidance from registered dietitians or nutritionists to develop personalized meal plans. 3⃣ Regular Physical Activity: Engaging in regular exercise not only aids weight loss but also supports overall health and well-being. Find activities you enjoy and make them a part of your daily routine. Aim for a mix of cardiovascular exercises, strength training, and flexibility work to optimize results and maintain muscle mass. 4⃣ Behavior Modification: Sustainable weight loss requires addressing underlying behaviors and habits. Identify triggers for unhealthy eating patterns and develop strategies to overcome them. Practice mindful eating, create a supportive environment, and seek professional help if needed to navigate emotional and psychological factors. 5⃣ Support Network: Surround yourself with a strong support network that encourages and motivates you on your weight loss journey. Connect with like-minded individuals, join support groups, or seek guidance from healthcare professionals who specialize in weight management. Remember, you don't have to go it alone. 6⃣ Long-Term Lifestyle Changes: Achieving and maintaining weight loss requires a commitment to long-term lifestyle changes. Embrace the notion of sustainable habits rather than quick fixes. Focus on building healthy routines that nourish your body, mind, and soul, ensuring lasting results. Remember, weight loss is a deeply personal journey, and there is no one-size-fits-all approach. Seek guidance from healthcare professionals who can provide evidence-based strategies tailored to your individual needs. Together, let's unlock the path to sustainable weight loss, embracing a holistic approach that promotes overall health and well-being.  #WeightLossJourney #HealthyHabits #LifestyleChanges #Wellness",

    "'Empowering Patients: Taking a Comprehensive Approach to Weight Loss' As medical professionals, we have a unique opportunity to support and empower our patients on their weight loss journeys. Recognizing that weight management goes beyond simply shedding pounds, we can guide individuals toward sustainable lifestyle changes that prioritize overall health and well-being. Here are key considerations for medical professionals in supporting patients on their weight loss endeavors: ⃣ Establishing Trust and Open Communication: Build a strong foundation of trust with patients, creating a safe space for open dialogue. Encourage them to share their weight loss goals, concerns, and past experiences. Listen attentively, validate their experiences, and collaborate on personalized strategies for success. 2⃣ Evidence-Based Education: Provide patients with accurate, evidence-based information on weight loss strategies. Educate them about the science behind weight management, including the role of nutrition, physical activity, and behavior modification. Address common misconceptions and debunk fad diets, fostering a foundation of knowledge and informed decision-making. 3⃣ Individualized Approaches: Recognize that weight loss is highly individualized, and a one-size-fits-all approach does not exist. Tailor interventions to meet each patient's unique needs, considering their medical history, lifestyle, cultural background, and preferences. Personalize recommendations to maximize long-term adherence and success. 4⃣ Collaborative Goal Setting: Involve patients in goal-setting discussions, focusing on realistic and achievable targets. Break down larger goals into smaller, attainable milestones, celebrating each step of progress. Foster patient autonomy and ownership of their journey, empowering them to take charge of their health. 5⃣ Multidisciplinary Approach: Embrace a multidisciplinary approach to weight management, collaborating with dietitians, psychologists, exercise specialists, and other healthcare professionals. Draw upon their expertise to provide comprehensive care that addresses not only weight loss but also underlying psychological, nutritional, and lifestyle factors. 6⃣ Long-Term Support and Follow-Up: Recognize that sustainable weight loss requires ongoing support. Regularly schedule follow-up appointments to monitor progress, provide guidance, and adjust strategies as needed. Offer continued support through educational resources, counseling, and group programs to help patients maintain their achievements. By adopting a comprehensive and patient-centered approach to weight loss, medical professionals can have a lasting impact on the lives of their patients. Let's empower individuals to make informed choices, establish healthy habits, and achieve their weight loss goals while prioritizing their overall well-being. Together, we can make a difference in the fight against obesity and improve the health of our communities.  #WeightManagement #PatientCare #HolisticHealth #HealthcareProfessionals",

    "Title: 'Unlocking the Secrets of Sustainable Weight Loss: A Journey Towards Health and Well-being' Subtitle: Understanding the Science, Strategies, and Support Behind Successful Weight Management Date: June 7, 2023 In a society increasingly focused on health and well-being, weight loss remains a topic of great interest and importance. As individuals strive to achieve their weight loss goals, understanding the science, strategies, and support systems behind sustainable weight management becomes essential. Let's delve into the key aspects of successful weight loss and the transformative impact it can have on one's health and overall quality of life. Science Behind Weight Loss: Weight loss is a complex physiological process influenced by numerous factors, including genetics, metabolism, and lifestyle choices. When energy expenditure exceeds energy intake, the body taps into its fat stores, leading to weight loss. However, sustaining these changes requires adopting healthy habits and a long-term commitment to overall well-being. Strategies for Success: While quick-fix diets and trendy weight loss programs often promise rapid results, they rarely lead to sustained success. Embracing a holistic approach that prioritizes balanced nutrition, regular physical activity, and behavior modification is key. Individualized meal plans, portion control, mindful eating practices, and setting realistic goals are vital components of a successful weight loss strategy. Support Systems: Embarking on a weight loss journey can be challenging, and having a support system in place significantly increases the chances of success. Support can come in various forms, including healthcare professionals, registered dietitians, personal trainers, and support groups. These resources provide guidance, accountability, and a safe space for individuals to share their experiences, challenges, and triumphs. Behavioral Changes: Recognizing and addressing the underlying behavioral patterns and emotional connections to food is crucial for sustainable weight loss. Uncovering triggers, developing coping mechanisms, and fostering a positive relationship with food are essential steps. By adopting new, healthier habits and replacing detrimental behaviors, individuals can cultivate a positive mindset and lay the foundation for long-term success. Embracing a Sustainable Lifestyle: Sustainable weight loss goes beyond the numbers on the scale. It encompasses a shift towards a healthier lifestyle that promotes overall well-being. Regular physical activity, including both cardiovascular exercise and strength training, helps build lean muscle mass, improves metabolic health, and enhances mental well-being. Prioritizing self-care, stress management, and quality sleep further support a balanced and healthy life. The Psychological Impact: Weight loss is not solely a physical transformation—it also profoundly impacts an individual's psychological well-being. Increased self-confidence, improved body image, and enhanced overall self-esteem often accompany successful weight loss journeys. However, it is crucial to recognize and address the emotional and psychological aspects of weight loss, ensuring a holistic approach to well-being. Challenges and Pitfalls: Weight loss journeys are not without challenges and setbacks. Plateaus, temptations, and moments of self-doubt can occur along the way. It is important to approach these obstacles with resilience, seeking support and making necessary adjustments to regain momentum. Building a positive support network, practicing self-compassion, and celebrating small victories can help individuals overcome these hurdles. Looking Ahead: Weight loss is a lifelong journey, requiring ongoing commitment and self-reflection. Embracing a healthy lifestyle, rather than focusing solely on weight, leads to long-lasting results and improved overall health. As individuals continue on their weight loss journeys, it is essential to prioritize self-care, seek support when needed, and celebrate the progress made along the way. Weight loss is not a one-size-fits-all endeavor, and what works for one person may not work for another. It is important to approach weight loss with patience, understanding, and a commitment to sustainable changes. By embracing evidence-based strategies, building a strong support system, and fostering a positive mindset, individuals",

    "Title: 'Empowering Medical Professionals: Guiding Patients Towards Sustainable Weight Loss' Subtitle: The Role of Evidence-Based Approaches, Collaboration, and Patient-Centered Care in Achieving Healthy Outcomes Date: June 7, 2023 As medical professionals, the responsibility of guiding patients towards sustainable weight loss falls upon our shoulders. Understanding the complexities of weight management and staying up-to-date with evidence-based approaches are vital in supporting patients on their transformative journeys to improved health. Let's delve into the key considerations and strategies medical professionals can employ to empower patients towards successful and lasting weight loss. Understanding the Complexity: Weight management is a multifaceted process that involves physiological, psychological, and social factors. Medical professionals must recognize that each patient's journey is unique, influenced by factors such as genetics, metabolism, underlying medical conditions, and lifestyle choices. Taking a holistic view enables healthcare providers to create personalized strategies tailored to individual needs. Evidence-Based Approaches: Keeping abreast of the latest scientific research on weight loss is essential for medical professionals. Evidence-based approaches provide a foundation for informed decision-making and allow for the implementation of strategies with proven effectiveness. Staying informed about topics such as nutritional science, behavior modification, and physical activity guidelines ensures that healthcare providers can offer the most up-to-date recommendations to their patients. Collaborative Care: Weight loss success often requires a multidisciplinary approach, involving collaboration between medical professionals, registered dietitians, psychologists, exercise specialists, and other healthcare experts. By pooling their expertise and working as a cohesive team, medical professionals can address the various dimensions of weight management comprehensively. This collaborative care approach allows for tailored interventions, individualized treatment plans, and holistic support. Personalized Treatment Plans: Recognizing that a one-size-fits-all approach does not apply to weight loss, medical professionals must develop personalized treatment plans that address the unique needs and circumstances of each patient. Conducting a thorough assessment of medical history, lifestyle, cultural background, and individual preferences allows healthcare providers to tailor interventions and set realistic goals. This patient-centered approach enhances engagement, motivation, and adherence to treatment plans. Behavioral Modification: Addressing the underlying behaviors and habits that contribute to weight gain is crucial for long-term success. Medical professionals can guide patients in identifying triggers, developing coping strategies, and cultivating healthier habits. Behavioral modification techniques, such as cognitive-behavioral therapy, motivational interviewing, and goal-setting, play a vital role in empowering patients to make sustainable lifestyle changes. Monitoring and Support: Regular monitoring and follow-up appointments provide medical professionals with an opportunity to assess patient progress, offer guidance, and modify treatment plans as necessary. Monitoring metrics such as weight, body composition, and metabolic markers can help gauge the effectiveness of interventions. Additionally, ongoing support through educational resources, counseling, and support groups can help patients navigate challenges and maintain motivation. Addressing Underlying Medical Conditions: It is essential for medical professionals to identify and address any underlying medical conditions that may contribute to weight gain or hinder weight loss efforts. Conditions such as hypothyroidism, polycystic ovary syndrome (PCOS), and insulin resistance require targeted interventions to optimize weight management outcomes. By taking a comprehensive medical approach, healthcare providers can improve overall health and facilitate weight loss. Long-Term Maintenance: Equipping patients with the tools and knowledge needed for long-term weight maintenance is crucial. Medical professionals should educate patients on sustainable lifestyle habits, stress the importance of continued physical activity, and emphasize the role of ongoing support systems. Encouraging patients to establish a positive relationship with food, engage in regular self-monitoring, and seek ongoing guidance promotes sustained success beyond initial weight loss.As medical professionals, our role extends beyond diagnosing and treating medical conditions; we have the power to positively impact patients' lives by empowering them on their weight loss journeys.",

    "Title: 'Beyond the Scale: Redefining the Narrative of Weight Loss' Subtitle: Embracing Health, Well-being, and Self-compassion in the Pursuit of a Balanced Life Date: June 7, 2023 In a society obsessed with weight loss and external appearances, it is time to shift the narrative surrounding this deeply personal and often challenging journey. Rather than focusing solely on numbers on a scale, let us embrace a holistic approach that prioritizes health, well-being, and self-compassion. It is time to redefine our perception of weight loss and empower individuals to embark on a transformative path towards a balanced life. Weight loss, when pursued with a healthy mindset and sustainable strategies, can undoubtedly have profound benefits. However, the relentless pursuit of an idealized body image can lead to harmful practices, distorted self-perceptions, and even contribute to the development of eating disorders. It is high time we acknowledge the complexities surrounding weight loss and advocate for a more compassionate and inclusive approach. First and foremost, we must recognize that weight is not the sole determinant of an individual's worth or health. Each person's body is unique, influenced by genetics, metabolism, and a myriad of other factors beyond their control. We must move away from the notion that a specific weight or body shape equates to success or happiness. True success lies in cultivating a positive relationship with oneself, embracing self-care, and nurturing overall well-being. A holistic approach to weight loss encompasses not only physical health but also mental and emotional well-being. It involves adopting sustainable lifestyle changes that prioritize balanced nutrition, regular physical activity, and self-care practices. This approach promotes long-term success and fosters a healthier mindset towards body image. Equally important is self-compassion throughout the weight loss journey. It is natural to encounter setbacks, plateaus, and moments of self-doubt. However, self-criticism and guilt only hinder progress. Let us shift our focus towards self-acceptance, celebrating small victories, and practicing kindness towards ourselves. By fostering self-compassion, we create an environment conducive to sustainable change and personal growth. Moreover, it is essential to recognize that weight loss does not define a person's worth or value. It is merely one aspect of a person's overall health and well-being. Embracing body diversity and promoting inclusivity are crucial steps towards building a more accepting and compassionate society. Let us celebrate diverse bodies, challenging societal standards, and embracing the beauty of all shapes, sizes, and backgrounds. As healthcare professionals, it is our duty to advocate for evidence-based approaches and support individuals on their weight loss journeys. We must prioritize education, providing individuals with the knowledge and tools to make informed decisions. However, it is equally important to listen attentively, understand their unique experiences, and work collaboratively to set realistic goals that align with their physical and emotional well-being. Let us encourage a shift in the conversation surrounding weight loss, empowering individuals to pursue health and well-being rather than a number on a scale. By prioritizing balanced lifestyles, promoting self-compassion, and fostering a supportive environment, we can create a society that celebrates the beauty and diversity of every individual. Ultimately, weight loss should be viewed as part of a broader journey towards a balanced and fulfilling life. It is about embracing our uniqueness, nourishing our bodies, and finding joy in the pursuit of overall well-being. Let us redefine the narrative of weight loss and embark on a path that celebrates health, self-love, and the transformative power of holistic living.",

    "Title: 'Shifting Paradigms: A Call for Compassionate and Evidence-Based Approaches to Weight Loss' Subtitle: Redefining Our Role as Medical Professionals in Empowering Patients on Their Weight Loss Journeys Date: June 7, 2023 As medical professionals, we play a critical role in guiding patients on their weight loss journeys. However, it is time to challenge the traditional approach and adopt a more compassionate and evidence-based perspective. By shifting our paradigms, we can empower patients to achieve sustainable weight loss while prioritizing their overall health and well-being. First and foremost, it is crucial to move away from a one-size-fits-all mentality when it comes to weight loss. Recognizing that each patient is unique, with individual genetic makeups, physiological variations, and personal circumstances, is essential. Tailoring interventions to meet their specific needs and preferences allows for more personalized and successful outcomes. Embracing a holistic view of weight loss is vital. Instead of focusing solely on numbers on a scale, we must consider the broader aspects of health, including physical, mental, and emotional well-being. This comprehensive approach recognizes that weight loss is not an isolated goal but rather a part of a broader journey towards improved quality of life. Education is key. Providing patients with evidence-based information on nutrition, physical activity, and behavior modification empowers them to make informed choices. Debunking misconceptions and discouraging fad diets is crucial in fostering a foundation of knowledge and promoting sustainable practices. By equipping patients with the tools they need to make long-term lifestyle changes, we set them up for success. In our interactions with patients, it is imperative to cultivate a supportive and non-judgmental environment. Shaming or stigmatizing individuals based on their weight only perpetuates negative self-perceptions and undermines the therapeutic relationship. Instead, let us foster empathy, understanding, and open communication. By actively listening to patients' concerns, addressing their fears, and validating their experiences, we can build trust and create a safe space for growth and change. Collaboration is key in the pursuit of successful weight loss outcomes. By working in multidisciplinary teams that include dietitians, psychologists, exercise specialists, and other healthcare professionals, we can provide comprehensive care. This collaborative approach allows for a holistic assessment of patients' needs and the development of well-rounded treatment plans. By pooling our expertise, we can address not only the physical aspects of weight loss but also the psychological and behavioral factors that contribute to success. A focus on long-term sustainability should guide our interventions. It is essential to help patients set realistic goals and expectations. Celebrating small victories and emphasizing progress over perfection instills a sense of achievement and motivates individuals to continue their efforts. By promoting gradual changes and encouraging a balanced approach to weight loss, we can mitigate the risks associated with rapid weight fluctuations and yo-yo dieting. Furthermore, we must be mindful of underlying medical conditions that may impact weight loss efforts. Medical professionals should screen for and address conditions such as hormonal imbalances, metabolic disorders, and mental health issues that may influence weight management outcomes. By adopting a comprehensive and integrated approach, we can support patients in overcoming potential barriers and optimizing their success. In conclusion, it is time for medical professionals to redefine our role in weight loss management. By embracing compassionate, evidence-based, and patient-centered approaches, we can empower individuals to achieve sustainable weight loss while prioritizing their overall health and well-being. Let us shift our paradigms, challenge societal norms, and advocate for a new standard of care that promotes long-term success and enhances the lives of our patients.",

]

Vertex AI

Vertex strongly cleaves the two topics, with inflation-related coverage clearly distinct from weight loss-related coverage. However, within those two clusters, passages are strongly stratified by length, with passages clustering largely by length within the two topical volumes. Note that in the cases below in the 2D projection where longer and shorter passages appear to be fairly close, the two different 3D projection angles and the original similarity scores in the table show that this is merely an artifact of the dimensionality collapse and that they are actually scored fairly dissimilarly.

As an example of how strongly length influences similarity scores and how this can violate topical stratification, take the last passage in the list above, about weight loss: "Title: 'Shifting Paradigms: A Call for Compassionate and Evidence-Based Approaches to Weight Loss' Subtitle: Redefining Our Role as Medical Professionals in Empowering Patients on Their Weight Loss Journeys…". This lengthy passage is scored as more similar to the entirely unrelated lengthy inflation passage: "Title: 'Navigating the Inflationary Landscape: A Call to Action for Financial Professionals' Date: June 7, 2023 Inflationary pressures have intensified, leaving financial professionals" at 0.801 than the three general-audience weight loss tweets (0.799, 0.763 and 0.765, respectively). It does score highly similarly to the three tweets aimed at financial professionals, which more closely match the language used in that passage, which was also aimed at financial professionals. At the same time, the second-to-last general audience passage scores almost as similarly on one of the general audience weight loss tweets (0.804) as it does with the lengthy passages about inflation. In short, the impact of passage length can be as powerful, or even more powerful, than the actual semantic similarity of the text in some cases.

[[0.99999727 0.92097119 0.8786276 0.86392667 0.84891987 0.83925055 0.85569188 0.84625088 0.83906982 0.85128265 0.81407801 0.82154931 0.81798741 0.66766325 0.69464233 0.70385678 0.60636352 0.60662199 0.62078648 0.64200704 0.62223107 0.63620403 0.6123123 0.65696777 0.62893111]
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[0.84891987 0.84790061 0.85299555 0.92878802 0.99999737 0.93573784 0.90148763 0.89740214 0.90001934 0.865605 0.89311027 0.85440435 0.89449263 0.66915993 0.68667048 0.69488185 0.7010219 0.70537573 0.69158049 0.66588725 0.6821981 0.65309899 0.6862482 0.69872599 0.70273624]
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[0.85569188 0.8375864 0.87742346 0.90958084 0.90148763 0.9279655 0.99999578 0.95854814 0.95478283 0.93060407 0.9310405 0.93521494 0.93433967 0.73053587 0.73199481 0.73766028 0.72372146 0.72964601 0.72707734 0.74410094 0.73862192 0.7489056 0.75931113 0.76227253 0.75315335]
[0.84625088 0.83095141 0.86357176 0.90955402 0.89740214 0.91948858 0.95854814 0.99999572 0.97067648 0.92363052 0.94952561 0.9212764 0.94855977 0.72341781 0.72406208 0.72364618 0.74436979 0.73819656 0.73465173 0.7367081 0.7619417 0.73346796 0.77052972 0.76438115 0.76623606]
[0.83906982 0.80507024 0.84139775 0.90225512 0.90001934 0.90914612 0.95478283 0.97067648 0.99999527 0.92392731 0.96322518 0.91697592 0.95976744 0.71228925 0.72116631 0.71485414 0.73989151 0.73835258 0.73494901 0.73697206 0.76264739 0.74206826 0.77528453 0.75965615 0.7652539 ]
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[0.81407801 0.80428642 0.83079224 0.89943621 0.89311027 0.90763674 0.9310405 0.94952561 0.96322518 0.93143183 0.99999505 0.9179394 0.97707173 0.7015414 0.71271968 0.70527802 0.73507409 0.73451043 0.72439015 0.73934899 0.76624376 0.74955921 0.78677196 0.76391445 0.78401246]
[0.82154931 0.82850653 0.87311653 0.85258793 0.85440435 0.87048207 0.93521494 0.9212764 0.91697592 0.96455029 0.9179394 0.99999464 0.90948155 0.71698765 0.70586481 0.71237223 0.72529967 0.7284944 0.73158105 0.7550619 0.75439123 0.77269637 0.78297779 0.79525924 0.78243284]
[0.81798741 0.79858065 0.82203228 0.88867474 0.89449263 0.901395 0.93433967 0.94855977 0.95976744 0.92292678 0.97707173 0.90948155 0.99999488 0.71231702 0.70919553 0.70590719 0.74671305 0.75558417 0.74039882 0.7512413 0.78808712 0.75267495 0.80311386 0.77870918 0.80128939]
[0.66766325 0.65118481 0.70121426 0.65806544 0.66915993 0.68266091 0.73053587 0.72341781 0.71228925 0.70800286 0.7015414 0.71698765 0.71231702 0.99999811 0.91412703 0.91726899 0.8419538 0.82597015 0.86555659 0.91029623 0.82622492 0.8716196 0.79275636 0.8567844 0.79974798]
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[0.70385678 0.6928435 0.74086034 0.69058558 0.69488185 0.70918468 0.73766028 0.72364618 0.71485414 0.71806267 0.70527802 0.71237223 0.70590719 0.91726899 0.97183236 0.9999983 0.80135554 0.7920602 0.81637934 0.88862271 0.79158277 0.84685743 0.76126077 0.81496138 0.76516589]
[0.60636352 0.59320152 0.67626733 0.66748244 0.7010219 0.70558053 0.72372146 0.74436979 0.73989151 0.71052707 0.73507409 0.72529967 0.74671305 0.8419538 0.80759249 0.80135554 0.99999829 0.95317802 0.95577658 0.87120143 0.91349801 0.82859896 0.88760543 0.86797171 0.88742884]
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[0.62078648 0.60010756 0.69001697 0.65763726 0.69158049 0.69487301 0.72707734 0.73465173 0.73494901 0.71665677 0.72439015 0.73158105 0.74039882 0.86555659 0.81957213 0.81637934 0.95577658 0.94927447 0.99999829 0.88567472 0.91761366 0.85583275 0.87933491 0.89245935 0.88496468]
[0.64200704 0.63109644 0.68679467 0.64902112 0.66588725 0.6812812 0.74410094 0.7367081 0.73697206 0.75646262 0.73934899 0.7550619 0.7512413 0.91029623 0.88634999 0.88862271 0.87120143 0.87429549 0.88567472 0.99999462 0.91303018 0.9589223 0.8961506 0.90688364 0.88857355]
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[0.63620403 0.62180569 0.67295845 0.63037947 0.65309899 0.65901951 0.7489056 0.73346796 0.74206826 0.77424352 0.74955921 0.77269637 0.75267495 0.8716196 0.84566359 0.84685743 0.82859896 0.83925717 0.85583275 0.9589223 0.89894869 0.99999204 0.90349377 0.92386597 0.90080325]
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[0.65696777 0.6539112 0.70232693 0.66765955 0.69872599 0.6931998 0.76227253 0.76438115 0.75965615 0.78133616 0.76391445 0.79525924 0.77870918 0.8567844 0.80478776 0.81496138 0.86797171 0.85683618 0.89245935 0.90688364 0.90733275 0.92386597 0.8881335 0.99999275 0.93736192]
[0.62893111 0.62080237 0.67308246 0.66222154 0.70273624 0.69209975 0.75315335 0.76623606 0.7652539 0.77726295 0.78401246 0.78243284 0.80128939 0.79974798 0.76379696 0.76516589 0.88742884 0.9037649 0.88496468 0.88857355 0.95177255 0.90080325 0.95884363 0.93736192 0.99999332]]

Universal Sentence Encoder

USE results in a similar topical separation with length affinity:

[[0.9999997 0.79062283 0.6883246 0.5581296 0.5445278 0.36912864 0.51244646 0.4693951 0.474445 0.52100056 0.36667657 0.45572126 0.4147731 0.18581995 0.23984495 0.26293343 0.1737623 0.15208435 0.19730315 0.1529241 0.14619319 0.16976032 0.11868861 0.19128506 0.14407909]
[0.79062283 0.9999995 0.72045934 0.517766 0.50789356 0.330297 0.46724996 0.44090635 0.46454263 0.48538172 0.33018568 0.42518264 0.38180625 0.20336968 0.23628804 0.27082992 0.1703508 0.12513359 0.13541289 0.17872009 0.1564384 0.182602 0.15607746 0.17986575 0.15765165]
[0.6883246 0.72045934 1. 0.6037231 0.5369278 0.42493019 0.5360358 0.53391755 0.5079136 0.6074496 0.42659453 0.58327806 0.47528055 0.20922059 0.18449311 0.26306874 0.22809368 0.20564319 0.26925176 0.21155241 0.24389733 0.23745725 0.23101324 0.2382937 0.25930157]
[0.5581296 0.517766 0.6037231 0.9999999 0.670797 0.6798527 0.5573262 0.58693385 0.5727998 0.588408 0.5265572 0.53498685 0.5730032 0.14657414 0.12855284 0.16435343 0.18240629 0.16043268 0.20917839 0.14072677 0.18661462 0.16357486 0.17927688 0.15224853 0.17628989]
[0.5445278 0.50789356 0.5369278 0.670797 0.99999964 0.6583644 0.6272689 0.67702615 0.6302671 0.57320035 0.59690624 0.52094114 0.63909256 0.10404702 0.10588579 0.13990587 0.21746388 0.2120186 0.2335523 0.18073206 0.23773949 0.18107839 0.24628578 0.14161101 0.21129647]
[0.36912864 0.330297 0.42493019 0.6798527 0.6583644 1. 0.54889333 0.6404532 0.5793139 0.50438344 0.56238127 0.52399373 0.61503386 0.12965651 0.09433664 0.14097469 0.24923009 0.29416776 0.25319597 0.19723898 0.24707446 0.20726542 0.2980764 0.15935493 0.2368887 ]
[0.51244646 0.46724996 0.5360358 0.5573262 0.6272689 0.54889333 0.99999976 0.85280997 0.8516021 0.8236327 0.78054446 0.79493916 0.78543735 0.17626035 0.11092842 0.12906396 0.22760797 0.2555564 0.24704847 0.3418256 0.4316111 0.4147464 0.47982574 0.34832078 0.43047464]
[0.4693951 0.44090635 0.53391755 0.58693385 0.67702615 0.6404532 0.85280997 0.9999997 0.8769669 0.81640255 0.8773273 0.80601144 0.88305426 0.15286161 0.1014066 0.1162266 0.2251926 0.25583357 0.23337364 0.3285172 0.4120667 0.40645623 0.45636967 0.33249304 0.42603952]
[0.474445 0.46454263 0.5079136 0.5727998 0.6302671 0.5793139 0.8516021 0.8769669 1.0000001 0.79736567 0.8504338 0.7695302 0.87852013 0.16361925 0.10148741 0.10240686 0.23532937 0.30236116 0.24451533 0.33200327 0.43940684 0.39518023 0.4773892 0.32652503 0.43177694]
[0.52100056 0.48538172 0.6074496 0.588408 0.57320035 0.50438344 0.8236327 0.81640255 0.79736567 0.9999999 0.769081 0.87447894 0.79369605 0.15710637 0.1260874 0.14129591 0.24301472 0.26219302 0.2597282 0.34061298 0.43139428 0.42610377 0.43296686 0.3494702 0.45839608]
[0.36667657 0.33018568 0.42659453 0.5265572 0.59690624 0.56238127 0.78054446 0.8773273 0.8504338 0.769081 0.9999999 0.7529148 0.9206079 0.13564937 0.08995154 0.08379463 0.23487522 0.28680485 0.24967545 0.3488075 0.46288124 0.43455285 0.52864397 0.35865772 0.48207235]
[0.45572126 0.42518264 0.58327806 0.53498685 0.52094114 0.52399373 0.79493916 0.80601144 0.7695302 0.87447894 0.7529148 0.9999995 0.7756423 0.14411618 0.1041776 0.16215846 0.24701653 0.25376323 0.25964832 0.3655181 0.4403171 0.4492402 0.45603907 0.41262114 0.474746 ]
[0.4147731 0.38180625 0.47528055 0.5730032 0.63909256 0.61503386 0.78543735 0.88305426 0.87852013 0.79369605 0.9206079 0.7756423 0.9999999 0.13123009 0.08385345 0.08716419 0.25899357 0.34912893 0.29086208 0.32772204 0.47584647 0.4081629 0.5139233 0.34328663 0.48234087]
[0.18581995 0.20336968 0.20922059 0.14657414 0.10404702 0.12965651 0.17626035 0.15286161 0.16361925 0.15710637 0.13564937 0.14411618 0.13123009 0.9999999 0.6798128 0.69185865 0.5249477 0.33715937 0.49962258 0.6690887 0.5073508 0.612044 0.39843172 0.6073905 0.5023867 ]
[0.23984495 0.23628804 0.18449311 0.12855284 0.10588579 0.09433664 0.11092842 0.1014066 0.10148741 0.1260874 0.08995154 0.1041776 0.08385345 0.6798128 0.9999995 0.80021894 0.57234573 0.3082114 0.41388792 0.6022816 0.3914312 0.53613365 0.29203957 0.49020052 0.38461545]
[0.26293343 0.27082992 0.26306874 0.16435343 0.13990587 0.14097469 0.12906396 0.1162266 0.10240686 0.14129591 0.08379463 0.16215846 0.08716419 0.69185865 0.80021894 1. 0.53776574 0.28631318 0.40177822 0.5771929 0.38087392 0.50973 0.29599226 0.51268065 0.3807013 ]
[0.1737623 0.1703508 0.22809368 0.18240629 0.21746388 0.24923009 0.22760797 0.2251926 0.23532937 0.24301472 0.23487522 0.24701653 0.25899357 0.5249477 0.57234573 0.53776574 0.9999999 0.7257326 0.7889191 0.67271847 0.7050271 0.617576 0.6282388 0.62536174 0.6571588 ]
[0.15208435 0.12513359 0.20564319 0.16043268 0.2120186 0.29416776 0.2555564 0.25583357 0.30236116 0.26219302 0.28680485 0.25376323 0.34912893 0.33715937 0.3082114 0.28631318 0.7257326 0.9999995 0.74743164 0.49565727 0.685674 0.47892207 0.6867482 0.50993615 0.64067596]
[0.19730315 0.13541289 0.26925176 0.20917839 0.2335523 0.25319597 0.24704847 0.23337364 0.24451533 0.2597282 0.24967545 0.25964832 0.29086208 0.49962258 0.41388792 0.40177822 0.7889191 0.74743164 0.9999999 0.5816803 0.70179534 0.5544962 0.5832648 0.6251628 0.65970206]
[0.1529241 0.17872009 0.21155241 0.14072677 0.18073206 0.19723898 0.3418256 0.3285172 0.33200327 0.34061298 0.3488075 0.3655181 0.32772204 0.6690887 0.6022816 0.5771929 0.67271847 0.49565727 0.5816803 1. 0.77025694 0.88953876 0.6580003 0.7994348 0.73385954]
[0.14619319 0.1564384 0.24389733 0.18661462 0.23773949 0.24707446 0.4316111 0.4120667 0.43940684 0.43139428 0.46288124 0.4403171 0.47584647 0.5073508 0.3914312 0.38087392 0.7050271 0.685674 0.70179534 0.77025694 0.9999999 0.7968633 0.8642619 0.7593306 0.91221654]
[0.16976032 0.182602 0.23745725 0.16357486 0.18107839 0.20726542 0.4147464 0.40645623 0.39518023 0.42610377 0.43455285 0.4492402 0.4081629 0.612044 0.53613365 0.50973 0.617576 0.47892207 0.5544962 0.88953876 0.7968633 1. 0.69645524 0.82599103 0.80773586]
[0.11868861 0.15607746 0.23101324 0.17927688 0.24628578 0.2980764 0.47982574 0.45636967 0.4773892 0.43296686 0.52864397 0.45603907 0.5139233 0.39843172 0.29203957 0.29599226 0.6282388 0.6867482 0.5832648 0.6580003 0.8642619 0.69645524 0.99999976 0.66912794 0.84892535]
[0.19128506 0.17986575 0.2382937 0.15224853 0.14161101 0.15935493 0.34832078 0.33249304 0.32652503 0.3494702 0.35865772 0.41262114 0.34328663 0.6073905 0.49020052 0.51268065 0.62536174 0.50993615 0.6251628 0.7994348 0.7593306 0.82599103 0.66912794 1. 0.82543594]
[0.14407909 0.15765165 0.25930157 0.17628989 0.21129647 0.2368887 0.43047464 0.42603952 0.43177694 0.45839608 0.48207235 0.474746 0.48234087 0.5023867 0.38461545 0.3807013 0.6571588 0.64067596 0.65970206 0.73385954 0.91221654 0.80773586 0.84892535 0.82543594 1.0000001 ]]

Universal Sentence Encoder Large

USE Large is significantly impacted by length, with strong length-based clustering:

[[0.99999976 0.77096164 0.71385956 0.49668503 0.5060774 0.43259552 0.39692995 0.48636276 0.41496173 0.3892659 0.3045646 0.3424464 0.32506597 0.20839573 0.20203671 0.22532633 0.12721536 0.08730026 0.13646641 0.1152066 0.05650885 0.10867742 0.04694106 0.07847129 0.06098032]
[0.77096164 0.9999996 0.70302665 0.4261994 0.41647512 0.34856972 0.308429 0.37808463 0.32976604 0.30617443 0.24476874 0.2774951 0.25063848 0.09320424 0.09190288 0.12696812 0.09242301 0.04918799 0.06095971 0.03980046 0.00831532 0.04341114 0.02097837 0.03046921 0.02244523]
[0.71385956 0.70302665 0.99999994 0.512163 0.49096346 0.47481698 0.40361458 0.45187914 0.41428143 0.42204833 0.3608101 0.39745414 0.3611798 0.16442163 0.13237205 0.15391767 0.1980885 0.18628453 0.20624566 0.1224793 0.09911151 0.13470004 0.10678044 0.0952668 0.09721704]
[0.49668503 0.4261994 0.512163 0.99999964 0.64577276 0.72942555 0.42206973 0.47711125 0.478954 0.45599 0.4884506 0.41477495 0.4776413 0.10251211 0.08415978 0.09781936 0.2790668 0.275905 0.22268477 0.09583147 0.11184013 0.10456587 0.14255391 0.09524463 0.12755942]
[0.5060774 0.41647512 0.49096346 0.64577276 0.9999999 0.69834894 0.4401685 0.4900111 0.48883724 0.40153244 0.4673483 0.36820906 0.46852946 0.13375391 0.11474548 0.1367414 0.287135 0.30075663 0.22008406 0.11552592 0.11189758 0.11422747 0.13265987 0.04800896 0.09398 ]
[0.43259552 0.34856972 0.47481698 0.72942555 0.69834894 1. 0.4386539 0.48358303 0.5211457 0.44332847 0.5084598 0.4147995 0.5184783 0.12567943 0.0923277 0.1323423 0.3158036 0.33552215 0.24954298 0.14484873 0.17984861 0.16730528 0.21634655 0.1280129 0.18023612]
[0.39692995 0.308429 0.40361458 0.42206973 0.4401685 0.4386539 1. 0.8731916 0.8919854 0.84643835 0.78040624 0.81453305 0.7967587 0.0672207 0.05010057 0.05694385 0.06987748 0.10780393 0.08502136 0.3068656 0.40211517 0.39388138 0.4372021 0.41301137 0.43822473]
[0.48636276 0.37808463 0.45187914 0.47711125 0.4900111 0.48358303 0.8731916 0.99999976 0.8872396 0.86056083 0.7810701 0.8287566 0.8008538 0.05612925 0.03714724 0.03340106 0.04397184 0.05139839 0.05102618 0.25435206 0.31956828 0.33324718 0.37541252 0.31618088 0.34361368]
[0.41496173 0.32976604 0.41428143 0.478954 0.48883724 0.5211457 0.8919854 0.8872396 0.99999994 0.86854744 0.82800746 0.8433329 0.84524095 0.05893703 0.03409822 0.03974177 0.08271027 0.10771127 0.0651232 0.29215935 0.37345877 0.401581 0.46020454 0.38499874 0.4236896 ]
[0.3892659 0.30617443 0.42204833 0.45599 0.40153244 0.44332847 0.84643835 0.86056083 0.86854744 1.0000001 0.8903229 0.9567467 0.89887047 0.06062253 0.04978533 0.0403432 0.09360777 0.11493641 0.08173846 0.3191369 0.4150177 0.4878931 0.55184335 0.46500447 0.5084193 ]
[0.3045646 0.24476874 0.3608101 0.4884506 0.4673483 0.5084598 0.78040624 0.7810701 0.82800746 0.8903229 0.99999994 0.8780168 0.96514034 0.07957091 0.06589507 0.04455663 0.15458685 0.190958 0.12155868 0.33339942 0.4642142 0.5168773 0.62201846 0.4862547 0.5609567 ]
[0.3424464 0.2774951 0.39745414 0.41477495 0.36820906 0.4147995 0.81453305 0.8287566 0.8433329 0.9567467 0.8780168 1.0000004 0.8849318 0.04265897 0.03676982 0.02444461 0.08061763 0.09750775 0.0692713 0.29756582 0.39580727 0.4744016 0.5503309 0.46639383 0.5020065 ]
[0.32506597 0.25063848 0.3611798 0.4776413 0.46852946 0.5184783 0.7967587 0.8008538 0.84524095 0.89887047 0.96514034 0.8849318 1. 0.06366819 0.04704311 0.03166954 0.15328279 0.1872728 0.12333977 0.31711784 0.46217585 0.48887745 0.6179687 0.47467047 0.55560327]
[0.20839573 0.09320424 0.16442163 0.10251211 0.13375391 0.12567943 0.0672207 0.05612925 0.05893703 0.06062253 0.07957091 0.04265897 0.06366819 0.9999999 0.82827115 0.84034026 0.5340132 0.46041515 0.5630294 0.70737517 0.53246427 0.5671451 0.3771547 0.5188981 0.43873045]
[0.20203671 0.09190288 0.13237205 0.08415978 0.11474548 0.0923277 0.05010057 0.03714724 0.03409822 0.04978533 0.06589507 0.03676982 0.04704311 0.82827115 0.99999976 0.91288704 0.5397689 0.4410209 0.5471106 0.6695998 0.48547998 0.52373004 0.34278584 0.45916724 0.39420456]
[0.22532633 0.12696812 0.15391767 0.09781936 0.1367414 0.1323423 0.05694385 0.03340106 0.03974177 0.0403432 0.04455663 0.02444461 0.03166954 0.84034026 0.91288704 0.9999999 0.51404876 0.4212923 0.52074456 0.6106324 0.4574944 0.4695282 0.31442493 0.42949542 0.36443412]
[0.12721536 0.09242301 0.1980885 0.2790668 0.287135 0.3158036 0.06987748 0.04397184 0.08271027 0.09360777 0.15458685 0.08061763 0.15328279 0.5340132 0.5397689 0.51404876 0.99999976 0.83224833 0.83396304 0.5551466 0.5831001 0.47509348 0.50451833 0.4866344 0.5172633 ]
[0.08730026 0.04918799 0.18628453 0.275905 0.30075663 0.33552215 0.10780393 0.05139839 0.10771127 0.11493641 0.190958 0.09750775 0.1872728 0.46041515 0.4410209 0.4212923 0.83224833 1. 0.7990792 0.484057 0.587463 0.4545421 0.53272676 0.44597805 0.5274143 ]
[0.13646641 0.06095971 0.20624566 0.22268477 0.22008406 0.24954298 0.08502136 0.05102618 0.0651232 0.08173846 0.12155868 0.0692713 0.12333977 0.5630294 0.5471106 0.52074456 0.83396304 0.7990792 0.9999999 0.5633348 0.61171675 0.48037487 0.47661892 0.52262187 0.52723396]
[0.1152066 0.03980046 0.1224793 0.09583147 0.11552592 0.14484873 0.3068656 0.25435206 0.29215935 0.3191369 0.33339942 0.29756582 0.31711784 0.70737517 0.6695998 0.6106324 0.5551466 0.484057 0.5633348 1. 0.83884436 0.88869023 0.69084466 0.79285204 0.767197 ]
[0.05650885 0.00831532 0.09911151 0.11184013 0.11189758 0.17984861 0.40211517 0.31956828 0.37345877 0.4150177 0.4642142 0.39580727 0.46217585 0.53246427 0.48547998 0.4574944 0.5831001 0.587463 0.61171675 0.83884436 1.0000002 0.8528339 0.87545073 0.8741205 0.9305133 ]
[0.10867742 0.04341114 0.13470004 0.10456587 0.11422747 0.16730528 0.39388138 0.33324718 0.401581 0.4878931 0.5168773 0.4744016 0.48887745 0.5671451 0.52373004 0.4695282 0.47509348 0.4545421 0.48037487 0.88869023 0.8528339 1. 0.8187884 0.88175213 0.87204254]
[0.04694106 0.02097837 0.10678044 0.14255391 0.13265987 0.21634655 0.4372021 0.37541252 0.46020454 0.55184335 0.62201846 0.5503309 0.6179687 0.3771547 0.34278584 0.31442493 0.50451833 0.53272676 0.47661892 0.69084466 0.87545073 0.8187884 0.99999964 0.8020942 0.91872716]
[0.07847129 0.03046921 0.0952668 0.09524463 0.04800896 0.1280129 0.41301137 0.31618088 0.38499874 0.46500447 0.4862547 0.46639383 0.47467047 0.5188981 0.45916724 0.42949542 0.4866344 0.44597805 0.52262187 0.79285204 0.8741205 0.88175213 0.8020942 0.9999998 0.9193631 ]
[0.06098032 0.02244523 0.09721704 0.12755942 0.09398 0.18023612 0.43822473 0.34361368 0.4236896 0.5084193 0.5609567 0.5020065 0.55560327 0.43873045 0.39420456 0.36443412 0.5172633 0.5274143 0.52723396 0.767197 0.9305133 0.87204254 0.91872716 0.9193631 1. ]]

Universal Sentence Encoder Multilingual

USE Multilingual offers a blend of USE Large and Vertex, with the more diffuse arraying of Vertex with the strongly length-based clustering of USE Large:

[[ 0.9999999 0.7359424 0.6797897 0.46244344 0.51576483 0.34883678 0.45080686 0.37009382 0.44566756 0.46619248 0.28117073 0.36822173 0.3537402 0.21325405 0.19679204 0.2617165 0.20646797 0.13895246 0.1946462 0.17623913 0.14000188 0.15166786 0.05310734 0.15087055 0.14403933]
[ 0.7359424 0.9999999 0.6838396 0.43713233 0.47076914 0.25645918 0.32461733 0.2469092 0.32904667 0.31910667 0.19531873 0.2313373 0.24804015 0.17814872 0.21300709 0.2612315 0.20954451 0.13283134 0.16760327 0.16232982 0.11501223 0.09919716 0.04410387 0.08757742 0.11103259]
[ 0.6797897 0.6838396 1.0000002 0.51871 0.54093236 0.36759907 0.48119515 0.39857632 0.43016684 0.503768 0.33618855 0.45658365 0.3656662 0.19767293 0.19790742 0.25546524 0.2197581 0.15764631 0.273076 0.19456336 0.17934167 0.21829098 0.12374207 0.18266875 0.21019495]
[ 0.46244344 0.43713233 0.51871 1. 0.7199404 0.7531141 0.5807034 0.54459476 0.56342953 0.5501753 0.5582234 0.45476082 0.56750154 0.11204363 0.1044853 0.17679916 0.17323512 0.1439939 0.1517581 0.15238465 0.17381167 0.18080348 0.14128603 0.09480947 0.18712711]
[ 0.51576483 0.47076914 0.54093236 0.7199404 1. 0.7107856 0.624732 0.5727647 0.59778225 0.51813066 0.56891686 0.46163702 0.56780154 0.14316985 0.13499646 0.20232207 0.2544415 0.2546726 0.25958532 0.21651495 0.24006695 0.24297917 0.2132943 0.18739241 0.28731418]
[ 0.34883678 0.25645918 0.36759907 0.7531141 0.7107856 0.99999994 0.5894371 0.60733867 0.60003906 0.5330306 0.6110771 0.46441078 0.6245022 0.10028866 0.0456829 0.11364711 0.23707685 0.2773193 0.22755274 0.19505638 0.27560568 0.27919766 0.28118932 0.1530214 0.2960053 ]
[ 0.45080686 0.32461733 0.48119515 0.5807034 0.624732 0.5894371 1. 0.8655875 0.87732005 0.8265632 0.7938586 0.7820852 0.82826555 0.13429677 0.06925809 0.14894858 0.23799092 0.27428395 0.25769207 0.2871096 0.3630687 0.35056904 0.36220485 0.26300102 0.4016338 ]
[ 0.37009382 0.2469092 0.39857632 0.54459476 0.5727647 0.60733867 0.8655875 0.9999999 0.87820995 0.81817096 0.8796108 0.7932348 0.88171566 0.08621766 0.02427069 0.0872341 0.20492557 0.23619202 0.20429969 0.24715796 0.35245436 0.35893765 0.3837768 0.2534184 0.41791207]
[ 0.44566756 0.32904667 0.43016684 0.56342953 0.59778225 0.60003906 0.87732005 0.87820995 0.99999976 0.84088564 0.8643259 0.78540885 0.8995291 0.08194603 0.028773 0.07234503 0.21326602 0.24973856 0.20654559 0.22690773 0.3149038 0.29877388 0.34714586 0.22651471 0.36873567]
[ 0.46619248 0.31910667 0.503768 0.5501753 0.51813066 0.5330306 0.8265632 0.81817096 0.84088564 1.0000001 0.7802805 0.8918114 0.8049888 0.08246407 0.04107346 0.08907086 0.21675627 0.19674818 0.19896461 0.23676431 0.29698393 0.3407366 0.3261181 0.24859098 0.37086445]
[ 0.28117073 0.19531873 0.33618855 0.5582234 0.56891686 0.6110771 0.7938586 0.8796108 0.8643259 0.7802805 0.9999995 0.746629 0.92827165 0.03368949 -0.01035453 0.03133386 0.21122406 0.22690281 0.1931147 0.21431015 0.31453073 0.3132012 0.40070984 0.21952197 0.3886719 ]
[ 0.36822173 0.2313373 0.45658365 0.45476082 0.46163702 0.46441078 0.7820852 0.7932348 0.78540885 0.8918114 0.746629 0.99999976 0.7801306 0.06313132 0.01590774 0.0623601 0.17008805 0.20347111 0.19243355 0.20980206 0.28267828 0.325924 0.3319968 0.27415287 0.37149653]
[ 0.3537402 0.24804015 0.3656662 0.56750154 0.56780154 0.6245022 0.82826555 0.88171566 0.8995291 0.8049888 0.92827165 0.7801306 1. 0.05730319 0.00219575 0.04926322 0.20753893 0.24355078 0.19282779 0.22077551 0.31983614 0.31538635 0.38391042 0.22983557 0.3938849 ]
[ 0.21325405 0.17814872 0.19767293 0.11204363 0.14316985 0.10028866 0.13429677 0.08621766 0.08194603 0.08246407 0.03368949 0.06313132 0.05730319 0.9999995 0.79663527 0.80072486 0.5339591 0.41175905 0.54413277 0.701317 0.4921463 0.5907427 0.30552334 0.5785762 0.4664989 ]
[ 0.19679204 0.21300709 0.19790742 0.1044853 0.13499646 0.0456829 0.06925809 0.02427069 0.028773 0.04107346 -0.01035453 0.01590774 0.00219575 0.79663527 1. 0.8434212 0.5145631 0.40032285 0.5035478 0.65204823 0.43324858 0.4939685 0.2576787 0.46894246 0.39045823]
[ 0.2617165 0.2612315 0.25546524 0.17679916 0.20232207 0.11364711 0.14894858 0.0872341 0.07234503 0.08907086 0.03133386 0.0623601 0.04926322 0.80072486 0.8434212 1. 0.48924685 0.38557774 0.48383904 0.6300249 0.4208399 0.48625934 0.2535914 0.4713767 0.37748596]
[ 0.20646797 0.20954451 0.2197581 0.17323512 0.2544415 0.23707685 0.23799092 0.20492557 0.21326602 0.21675627 0.21122406 0.17008805 0.20753893 0.5339591 0.5145631 0.48924685 0.9999999 0.84753853 0.86298764 0.71871066 0.7737823 0.7063308 0.7208227 0.66339016 0.7720429 ]
[ 0.13895246 0.13283134 0.15764631 0.1439939 0.2546726 0.2773193 0.27428395 0.23619202 0.24973856 0.19674818 0.22690281 0.20347111 0.24355078 0.41175905 0.40032285 0.38557774 0.84753853 1.0000001 0.81796944 0.6032317 0.79612166 0.594254 0.79537946 0.57055724 0.74062455]
[ 0.1946462 0.16760327 0.273076 0.1517581 0.25958532 0.22755274 0.25769207 0.20429969 0.20654559 0.19896461 0.1931147 0.19243355 0.19282779 0.54413277 0.5035478 0.48383904 0.86298764 0.81796944 1.0000001 0.7014849 0.77689326 0.6664407 0.64580166 0.67414105 0.7279369 ]
[ 0.17623913 0.16232982 0.19456336 0.15238465 0.21651495 0.19505638 0.2871096 0.24715796 0.22690773 0.23676431 0.21431015 0.20980206 0.22077551 0.701317 0.65204823 0.6300249 0.71871066 0.6032317 0.7014849 0.99999964 0.7814996 0.8380898 0.5951731 0.7552737 0.7456721 ]
[ 0.14000188 0.11501223 0.17934167 0.17381167 0.24006695 0.27560568 0.3630687 0.35245436 0.3149038 0.29698393 0.31453073 0.28267828 0.31983614 0.4921463 0.43324858 0.4208399 0.7737823 0.79612166 0.77689326 0.7814996 0.9999998 0.7755128 0.8110105 0.75420624 0.8826597 ]
[ 0.15166786 0.09919716 0.21829098 0.18080348 0.24297917 0.27919766 0.35056904 0.35893765 0.29877388 0.3407366 0.3132012 0.325924 0.31538635 0.5907427 0.4939685 0.48625934 0.7063308 0.594254 0.6664407 0.8380898 0.7755128 0.9999999 0.66964793 0.8025267 0.8365669 ]
[ 0.05310734 0.04410387 0.12374207 0.14128603 0.2132943 0.28118932 0.36220485 0.3837768 0.34714586 0.3261181 0.40070984 0.3319968 0.38391042 0.30552334 0.2576787 0.2535914 0.7208227 0.79537946 0.64580166 0.5951731 0.8110105 0.66964793 0.99999976 0.59198296 0.82956415]
[ 0.15087055 0.08757742 0.18266875 0.09480947 0.18739241 0.1530214 0.26300102 0.2534184 0.22651471 0.24859098 0.21952197 0.27415287 0.22983557 0.5785762 0.46894246 0.4713767 0.66339016 0.57055724 0.67414105 0.7552737 0.75420624 0.8025267 0.59198296 1.0000002 0.81348264]
[ 0.14403933 0.11103259 0.21019495 0.18712711 0.28731418 0.2960053 0.4016338 0.41791207 0.36873567 0.37086445 0.3886719 0.37149653 0.3938849 0.4664989 0.39045823 0.37748596 0.7720429 0.74062455 0.7279369 0.7456721 0.8826597 0.8365669 0.82956415 0.81348264 1. ]]

Universal Sentence Encoder Multilingual Large

The Large edition is highly similar to USE Large:

[[ 0.9999999 0.8171927 0.8385097 0.7608819 0.73191106 0.49024522 0.5768399 0.62538725 0.53095233 0.4408267 0.34036213 0.44276118 0.35844508 0.1795784 0.18176502 0.21413913 0.13771108 0.14353882 0.13380387 0.03067223 0.02674763 0.03436516 0.00924197 0.06416583 0.05031491]
[ 0.8171927 0.9999999 0.82196355 0.6310041 0.61059594 0.37539268 0.47107273 0.48566645 0.40111303 0.34388265 0.249325 0.35262528 0.27218965 0.19973424 0.22397754 0.2429839 0.16354427 0.17790872 0.1597404 0.07315011 0.05551063 0.05817647 0.02274884 0.06820066 0.06497096]
[ 0.8385097 0.82196355 0.9999997 0.7179967 0.6562084 0.48094732 0.5296271 0.5304507 0.45758992 0.3714744 0.25106066 0.38858914 0.26276925 0.19547719 0.17680952 0.22416425 0.17853346 0.19146368 0.20321658 0.08086723 0.08061269 0.06297614 0.03512375 0.05788014 0.06130055]
[ 0.7608819 0.6310041 0.7179967 0.99999964 0.80575687 0.7328799 0.6055412 0.65734017 0.597755 0.50448143 0.4538765 0.4747536 0.45965797 0.13407324 0.13175525 0.152911 0.14418027 0.18493494 0.15189703 0.02986312 0.0858245 0.06593933 0.09349155 0.05907056 0.11228719]
[ 0.73191106 0.61059594 0.6562084 0.80575687 0.99999964 0.69164085 0.60955954 0.60378516 0.5996845 0.46406066 0.45062858 0.4433492 0.45921606 0.15616572 0.14432952 0.16525856 0.15657929 0.1921249 0.178907 0.02940483 0.07564694 0.0560052 0.08041007 0.07403072 0.11709611]
[ 0.49024522 0.37539268 0.48094732 0.7328799 0.69164085 0.9999997 0.5251292 0.572616 0.5415034 0.43674552 0.44524568 0.42123052 0.45033848 0.06600994 0.04497706 0.07179664 0.1032007 0.14243263 0.10639044 -0.01431357 0.06575193 0.04313516 0.09876129 0.03502424 0.09912507]
[ 0.5768399 0.47107273 0.5296271 0.6055412 0.60955954 0.5251292 0.9999999 0.9068167 0.91344255 0.8216156 0.77754825 0.79523927 0.7845342 0.18587664 0.12911168 0.12088752 0.12227027 0.19806254 0.14510182 0.2351363 0.2869348 0.31704408 0.32559744 0.30279845 0.33698702]
[ 0.62538725 0.48566645 0.5304507 0.65734017 0.60378516 0.572616 0.9068167 0.99999976 0.8997625 0.7895126 0.76224554 0.7729872 0.77073395 0.15951174 0.09760898 0.08915403 0.06950116 0.14608361 0.09870857 0.18351933 0.21304733 0.2517553 0.24951944 0.2514475 0.27745503]
[ 0.53095233 0.40111303 0.45758992 0.597755 0.5996845 0.5415034 0.91344255 0.8997625 0.99999976 0.8248725 0.82209504 0.7820939 0.82946646 0.16988307 0.09878089 0.08086405 0.11059614 0.19126923 0.14206219 0.24222453 0.30517003 0.33104497 0.3528005 0.32636723 0.36951625]
[ 0.4408267 0.34388265 0.3714744 0.50448143 0.46406066 0.43674552 0.8216156 0.7895126 0.8248725 0.99999964 0.874931 0.949909 0.8681543 0.16047533 0.1187695 0.11487975 0.12781158 0.18505974 0.13532473 0.2732838 0.32876396 0.42305315 0.42706233 0.42001995 0.45247057]
[ 0.34036213 0.249325 0.25106066 0.4538765 0.45062858 0.44524568 0.77754825 0.76224554 0.82209504 0.874931 0.9999998 0.82783127 0.96666384 0.15218902 0.09479768 0.08710512 0.12203689 0.19039136 0.12771174 0.26629817 0.32870406 0.43561617 0.45803195 0.42247698 0.46026802]
[ 0.44276118 0.35262528 0.38858914 0.4747536 0.4433492 0.42123052 0.79523927 0.7729872 0.7820939 0.949909 0.82783127 0.9999999 0.8335719 0.14828742 0.10050888 0.09740599 0.11085765 0.16111314 0.12152109 0.24500252 0.2870916 0.40488464 0.3865445 0.4172061 0.42375177]
[ 0.35844508 0.27218965 0.26276925 0.45965797 0.45921606 0.45033848 0.7845342 0.77073395 0.82946646 0.8681543 0.96666384 0.8335719 1.0000001 0.14870515 0.09210297 0.07836077 0.11692628 0.18278494 0.12212521 0.24476326 0.3146016 0.41997752 0.44918215 0.42820406 0.47474813]
[ 0.1795784 0.19973424 0.19547719 0.13407324 0.15616572 0.06600994 0.18587664 0.15951174 0.16988307 0.16047533 0.15218902 0.14828742 0.14870515 0.9999999 0.73306704 0.75573826 0.62743247 0.67694324 0.62183064 0.58904576 0.56936735 0.5541206 0.4215511 0.5588092 0.49520886]
[ 0.18176502 0.22397754 0.17680952 0.13175525 0.14432952 0.04497706 0.12911168 0.09760898 0.09878089 0.1187695 0.09479768 0.10050888 0.09210297 0.73306704 1. 0.8972021 0.6213063 0.6469125 0.6039194 0.57376146 0.53512436 0.5385362 0.44715127 0.48832488 0.47966152]
[ 0.21413913 0.2429839 0.22416425 0.152911 0.16525856 0.07179664 0.12088752 0.08915403 0.08086405 0.11487975 0.08710512 0.09740599 0.07836077 0.75573826 0.8972021 1.0000001 0.59332097 0.61572176 0.56958926 0.52806747 0.49042904 0.4884902 0.38877952 0.4595787 0.43298322]
[ 0.13771108 0.16354427 0.17853346 0.14418027 0.15657929 0.1032007 0.12227027 0.06950116 0.11059614 0.12781158 0.12203689 0.11085765 0.11692628 0.62743247 0.6213063 0.59332097 1.0000002 0.9110869 0.9018477 0.630698 0.7297702 0.6065695 0.63946676 0.5988538 0.6614194 ]
[ 0.14353882 0.17790872 0.19146368 0.18493494 0.1921249 0.14243263 0.19806254 0.14608361 0.19126923 0.18505974 0.19039136 0.16111314 0.18278494 0.67694324 0.6469125 0.61572176 0.9110869 0.99999976 0.8930057 0.6640258 0.78784287 0.65178156 0.6726384 0.61823606 0.69801927]
[ 0.13380387 0.1597404 0.20321658 0.15189703 0.178907 0.10639044 0.14510182 0.09870857 0.14206219 0.13532473 0.12771174 0.12152109 0.12212521 0.62183064 0.6039194 0.56958926 0.9018477 0.8930057 1. 0.5809329 0.73271203 0.5692712 0.6205993 0.57157946 0.6595153 ]
[ 0.03067223 0.07315011 0.08086723 0.02986312 0.02940483 -0.01431357 0.2351363 0.18351933 0.24222453 0.2732838 0.26629817 0.24500252 0.24476326 0.58904576 0.57376146 0.52806747 0.630698 0.6640258 0.5809329 1. 0.8347751 0.8593638 0.66272026 0.7024561 0.67893386]
[ 0.02674763 0.05551063 0.08061269 0.0858245 0.07564694 0.06575193 0.2869348 0.21304733 0.30517003 0.32876396 0.32870406 0.2870916 0.3146016 0.56936735 0.53512436 0.49042904 0.7297702 0.78784287 0.73271203 0.8347751 0.99999964 0.8437815 0.8695863 0.7646579 0.87371904]
[ 0.03436516 0.05817647 0.06297614 0.06593933 0.0560052 0.04313516 0.31704408 0.2517553 0.33104497 0.42305315 0.43561617 0.40488464 0.41997752 0.5541206 0.5385362 0.4884902 0.6065695 0.65178156 0.5692712 0.8593638 0.8437815 1. 0.8196813 0.8827516 0.8489436 ]
[ 0.00924197 0.02274884 0.03512375 0.09349155 0.08041007 0.09876129 0.32559744 0.24951944 0.3528005 0.42706233 0.45803195 0.3865445 0.44918215 0.4215511 0.44715127 0.38877952 0.63946676 0.6726384 0.6205993 0.66272026 0.8695863 0.8196813 0.9999999 0.7731967 0.92222434]
[ 0.06416583 0.06820066 0.05788014 0.05907056 0.07403072 0.03502424 0.30279845 0.2514475 0.32636723 0.42001995 0.42247698 0.4172061 0.42820406 0.5588092 0.48832488 0.4595787 0.5988538 0.61823606 0.57157946 0.7024561 0.7646579 0.8827516 0.7731967 0.9999995 0.8694538 ]
[ 0.05031491 0.06497096 0.06130055 0.11228719 0.11709611 0.09912507 0.33698702 0.27745503 0.36951625 0.45247057 0.46026802 0.42375177 0.47474813 0.49520886 0.47966152 0.43298322 0.6614194 0.69801927 0.6595153 0.67893386 0.87371904 0.8489436 0.92222434 0.8694538 1.0000002 ]]

LaBSE

LaBSE also yields similarity scores that are highly sensitive to length:

[[1.0000002 0.80550706 0.7650367 0.58877254 0.6182671 0.50220287 0.54973567 0.5040574 0.48834485 0.55866647 0.49373806 0.55803555 0.47085783 0.40463036 0.39920935 0.4119235 0.36267805 0.3556409 0.3490377 0.35729975 0.35323715 0.38855004 0.3341664 0.39251834 0.35808688]
[0.80550706 1. 0.7578331 0.6167329 0.61738443 0.49561763 0.41743574 0.37621492 0.3760903 0.47559065 0.41257715 0.44444877 0.41454658 0.30919695 0.35324126 0.37776858 0.25079617 0.2611558 0.25442162 0.24136713 0.22816522 0.29760563 0.22047865 0.29560995 0.23198709]
[0.7650367 0.7578331 0.99999994 0.70146215 0.67293036 0.6038056 0.58907795 0.52353686 0.53594136 0.6197678 0.50023866 0.6032472 0.49779165 0.3394786 0.39736718 0.39400628 0.38110277 0.39073533 0.42040902 0.37856904 0.3813627 0.3864644 0.35452354 0.36411506 0.36718497]
[0.58877254 0.6167329 0.70146215 1.0000002 0.8305214 0.8563218 0.58015096 0.5752095 0.57138383 0.5094978 0.5761888 0.47704646 0.6050191 0.3010535 0.27562392 0.338438 0.33553505 0.39789337 0.3474119 0.31455034 0.34983426 0.2944131 0.32497078 0.2534287 0.2747375 ]
[0.6182671 0.61738443 0.67293036 0.8305214 1. 0.8016913 0.6571557 0.6177894 0.6300965 0.5181609 0.6180975 0.5063957 0.65281755 0.37998533 0.34306052 0.4152285 0.43668148 0.48074853 0.44893458 0.3979983 0.45674542 0.38769844 0.41494924 0.33278054 0.36230955]
[0.50220287 0.49561763 0.6038056 0.8563218 0.8016913 1.0000002 0.59915924 0.60449785 0.57416475 0.43836632 0.56790805 0.41554582 0.6143533 0.33817738 0.2958576 0.3523929 0.38747936 0.4524694 0.38671473 0.3447494 0.38258797 0.3579083 0.37863874 0.2731175 0.29915464]
[0.54973567 0.41743574 0.58907795 0.58015096 0.6571557 0.59915924 1. 0.9435214 0.909608 0.7314013 0.80089784 0.7590626 0.77958167 0.41628575 0.36256993 0.40905526 0.44437355 0.47258884 0.46907264 0.6220935 0.709587 0.6065408 0.6455896 0.5570488 0.5772292 ]
[0.5040574 0.37621492 0.52353686 0.5752095 0.6177894 0.60449785 0.9435214 1.0000001 0.9011723 0.7307358 0.8141296 0.7457775 0.805567 0.3667475 0.29957804 0.34964696 0.39340487 0.42024413 0.40854716 0.56364894 0.66244435 0.5566921 0.59727234 0.5265418 0.5448823 ]
[0.48834485 0.3760903 0.53594136 0.57138383 0.6300965 0.57416475 0.909608 0.9011723 1. 0.7563425 0.7974701 0.75897247 0.7787008 0.38684595 0.29491955 0.3311181 0.39877585 0.4314343 0.43410462 0.60396004 0.66606706 0.55890906 0.60839915 0.52331305 0.556392 ]
[0.55866647 0.47559065 0.6197678 0.5094978 0.5181609 0.43836632 0.7314013 0.7307358 0.7563425 0.9999999 0.83116794 0.90197635 0.8067539 0.36253572 0.3180884 0.330616 0.41271156 0.3833282 0.42042583 0.51270604 0.5518866 0.6500846 0.653213 0.63858604 0.6432179 ]
[0.49373806 0.41257715 0.50023866 0.5761888 0.6180975 0.56790805 0.80089784 0.8141296 0.7974701 0.83116794 1. 0.8291224 0.9446782 0.31569004 0.27428156 0.29832494 0.3954245 0.4025675 0.426673 0.52644527 0.6059768 0.64786404 0.6835313 0.65204525 0.6701578 ]
[0.55803555 0.44444877 0.6032472 0.47704646 0.5063957 0.41554582 0.7590626 0.7457775 0.75897247 0.90197635 0.8291224 0.99999994 0.7979915 0.37223998 0.32661104 0.34791586 0.38674754 0.3810334 0.41300562 0.52539426 0.5477024 0.64755964 0.6529155 0.68410355 0.66319966]
[0.47085783 0.41454658 0.49779165 0.6050191 0.65281755 0.6143533 0.77958167 0.805567 0.7787008 0.8067539 0.9446782 0.7979915 1. 0.29047924 0.22571501 0.2826055 0.3747492 0.40733555 0.4065489 0.4720304 0.6099627 0.5758745 0.6760284 0.6000202 0.6457379 ]
[0.40463036 0.30919695 0.3394786 0.3010535 0.37998533 0.33817738 0.41628575 0.3667475 0.38684595 0.36253572 0.31569004 0.37223998 0.29047924 1.0000001 0.84842724 0.84449035 0.6856892 0.6122577 0.6976691 0.76650393 0.6002074 0.706508 0.56467944 0.64299124 0.5880629 ]
[0.39920935 0.35324126 0.39736718 0.27562392 0.34306052 0.2958576 0.36256993 0.29957804 0.29491955 0.3180884 0.27428156 0.32661104 0.22571501 0.84842724 0.99999976 0.89791465 0.64550966 0.56672686 0.62542146 0.70797646 0.5252785 0.67097056 0.5047085 0.58696675 0.5546913 ]
[0.4119235 0.37776858 0.39400628 0.338438 0.4152285 0.3523929 0.40905526 0.34964696 0.3311181 0.330616 0.29832494 0.34791586 0.2826055 0.84449035 0.89791465 0.99999976 0.65331113 0.587723 0.6216126 0.6824405 0.5545593 0.6495343 0.49773097 0.5543748 0.5125031 ]
[0.36267805 0.25079617 0.38110277 0.33553505 0.43668148 0.38747936 0.44437355 0.39340487 0.39877585 0.41271156 0.3954245 0.38674754 0.3747492 0.6856892 0.64550966 0.65331113 1.0000002 0.8645233 0.8636182 0.6459602 0.6883551 0.6850666 0.7028159 0.63061035 0.69160974]
[0.3556409 0.2611558 0.39073533 0.39789337 0.48074853 0.4524694 0.47258884 0.42024413 0.4314343 0.3833282 0.4025675 0.3810334 0.40733555 0.6122577 0.56672686 0.587723 0.8645233 1. 0.8410344 0.6229316 0.72713315 0.61396617 0.7145772 0.5458845 0.6450259 ]
[0.3490377 0.25442162 0.42040902 0.3474119 0.44893458 0.38671473 0.46907264 0.40854716 0.43410462 0.42042583 0.426673 0.41300562 0.4065489 0.6976691 0.62542146 0.6216126 0.8636182 0.8410344 1. 0.68860066 0.72522414 0.67281866 0.69155914 0.64616215 0.71290463]
[0.35729975 0.24136713 0.37856904 0.31455034 0.3979983 0.3447494 0.6220935 0.56364894 0.60396004 0.51270604 0.52644527 0.52539426 0.4720304 0.76650393 0.70797646 0.6824405 0.6459602 0.6229316 0.68860066 1.0000001 0.81035423 0.8280374 0.7154945 0.7268836 0.7189434 ]
[0.35323715 0.22816522 0.3813627 0.34983426 0.45674542 0.38258797 0.709587 0.66244435 0.66606706 0.5518866 0.6059768 0.5477024 0.6099627 0.6002074 0.5252785 0.5545593 0.6883551 0.72713315 0.72522414 0.81035423 1.0000002 0.7563134 0.85289925 0.73372114 0.7923018 ]
[0.38855004 0.29760563 0.3864644 0.2944131 0.38769844 0.3579083 0.6065408 0.5566921 0.55890906 0.6500846 0.64786404 0.64755964 0.5758745 0.706508 0.67097056 0.6495343 0.6850666 0.61396617 0.67281866 0.8280374 0.7563134 1.0000001 0.84770304 0.8633863 0.82424843]
[0.3341664 0.22047865 0.35452354 0.32497078 0.41494924 0.37863874 0.6455896 0.59727234 0.60839915 0.653213 0.6835313 0.6529155 0.6760284 0.56467944 0.5047085 0.49773097 0.7028159 0.7145772 0.69155914 0.7154945 0.85289925 0.84770304 0.9999999 0.81307125 0.8960367 ]
[0.39251834 0.29560995 0.36411506 0.2534287 0.33278054 0.2731175 0.5570488 0.5265418 0.52331305 0.63858604 0.65204525 0.68410355 0.6000202 0.64299124 0.58696675 0.5543748 0.63061035 0.5458845 0.64616215 0.7268836 0.73372114 0.8633863 0.81307125 1. 0.9128023 ]
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