Model: dataera2013/midterm-ft-2
Author: dataera2013
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:238, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Snowflake/snowflake-arctic-embed-l, base_model:finetune:Snowflake/snowflake-arctic-embed-l, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Snowflake/snowflake-arctic-embed-l
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:238, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: Balancing Profit  Sustainability Ensuring profitability while prioritizing sustainability goals can be a delicate balance.
sentences: may use sustainable initiatives as a marketing tactic without meaningful change. 2. Complex Supply Chains Implementing sustainable practices across intricate supply chains poses challenges. 3. Balancing Profit  Sustainability Ensuring profitability while prioritizing sustainability goals can be a delicate balance. 4. Regulatory Compliance Meeting evolving environmental regulations adds complexity and costs.  Questions 1. How can the industry ensure transparent and authentic sustainability practices to avoid greenwashing? 2. What strategies can be implemented to address the complexities of sustainable supply chains effectively? 3. How can brands balance financial viability with long-term sustainability goals? 4. What role should governments, to increase participation in clinical trials for diverse populations? 5. How can disparities in genetic data availability and interpretation be addressed in personalized treatments? 6. What measures are needed to facilitate the adoption of new surgical technologies in healthcare settings? 7. How can healthcare systems adapt to incorporate these advancements and ensure optimal patient outcomes?  Solutions 1. Develop policies to address accessibility and affordability of advanced treatments. 2. Establish clear ethical frameworks for the use of gene editing technology in cancer treatment. 3. Implement robust monitoring and support systems to manage side effects of novel therapies. 4. Enhance awareness and engagement strategies to increase, may use sustainable initiatives as a marketing tactic without meaningful change. 2. Complex Supply Chains Implementing sustainable practices across intricate supply chains poses challenges. 3. Balancing Profit  Sustainability Ensuring profitability while prioritizing sustainability goals can be a delicate balance. 4. Regulatory Compliance Meeting evolving environmental regulations adds complexity and costs.  Questions 1. How can the industry ensure transparent and authentic sustainability practices to avoid greenwashing? 2. What strategies can be implemented to address the complexities of sustainable supply chains effectively? 3. How can brands balance financial viability with long-term sustainability goals? 4. What role should governments, source_sentence: Solar Technology Advancements - Promise of clean, affordable energy. - Increased competitiveness with traditional sources.
sentences: {"text": "What are the latest developments in autonomous vehicle technology?", "response": "Opportunities 1. Collaborative Innovation Collaboration between universities and industry fosters cutting-edge advancements and cultivates a talent pool for sustained innovation. 2. Safety  Sustainability Integration of location data enhances safety, reduces accidents, and paves the way for a more sustainable transportation ecosystem. 3. Transport Optimization Machine learning and smart city integration offer benefits like reduced congestion, improved traffic flow, and enhanced efficiency. 4. Enhanced Passenger Experience Focus on Level 2 and Level 3 autonomy brings innovative features for safer, more comfortable, and engaging journeys. 5., Questions - How can we ensure a smooth transition for workers displaced by AI automation? - What measures can be implemented to bridge the skill gap in AI-related fields? - Are there initiatives to make AI education more inclusive and accessible to a broader audience?  Solutions - Implement retraining programs for workers affected by AI-driven automation. - Foster partnerships between industries and educational institutions to address skill mismatches. - Promote inclusive AI education opportunities, scholarships, and online learning platforms to enhance accessibility.", "metadata": {"timestamp": "2025-02-24T18:46:01.028365", "type": "supervisor_response"}}, {"text": "What are the latest breakthroughs in renewable energy technology?", "response": "Opportunities 1. Solar Technology Advancements - Promise of clean, affordable energy. - Increased competitiveness with traditional sources. 2. Green Hydrogen - Reduced dependence on fossil fuels. - Contribution to a sustainable energy future. 3. Integration of AI in Green Energy - Revolutionizing energy production and distribution. - Enhanced efficiency and resilience. 4. Innovations in Renewable Energy - Shift towards carbon-free future. - Acceleration of sustainable energy systems. 5. Renewable Energy Impact - Environmental and economic benefits. - Improved sustainability and resilience.  Risks - Over-reliance on unproven technologies. -, source_sentence: Integration of AI in Green Energy - Revolutionizing energy production and distribution. - Enhanced efficiency and resilience.
sentences: {"text": "What are the most promising advances in medical research for treating cancer?", "response": "Opportunities 1. Immunotherapy Targeted approach with fewer side effects. 2. Precision Medicine Tailored treatments based on genetic profiles. 3. Gene Editing Technology Enhanced precision and efficacy. 4. Clinical Trials Access to cutting-edge therapies and global progress. 5. Genomic Data Integration Personalized and targeted therapies. 6. Surgical Advances Improved decision-making and patient outcomes. 7. Novel Therapies Setting new standards of care and improving survival rates.  Risks 1. Ensuring accessibility and affordability of these advanced treatments. 2. Ethical considerations regarding gene editing technology. 3. Managing, Growing awareness of quantum threats can drive proactive cybersecurity strategies.  Risks 1. Quantum Threat to Cryptography RSA and ECDSA face vulnerability once quantum computers reach a certain scale. 2. Decryption of Current Data Encrypted data today may become susceptible to decryption in the future. 3. Potential Threats Shors algorithm and the wide-scale compromise of public-key encryption methods pose significant risks. 4. Challenges in Quantum Computing Scalability issues and efficient error correction methods are challenges in quantum computing.  Questions 1. How fast can organizations transition to post-quantum cryptography to mitigate quantum threats effectively? 2. What are the specific vulnerabilities of current encryption, {"text": "What are the latest breakthroughs in renewable energy technology?", "response": "Opportunities 1. Solar Technology Advancements - Promise of clean, affordable energy. - Increased competitiveness with traditional sources. 2. Green Hydrogen - Reduced dependence on fossil fuels. - Contribution to a sustainable energy future. 3. Integration of AI in Green Energy - Revolutionizing energy production and distribution. - Enhanced efficiency and resilience. 4. Innovations in Renewable Energy - Shift towards carbon-free future. - Acceleration of sustainable energy systems. 5. Renewable Energy Impact - Environmental and economic benefits. - Improved sustainability and resilience.  Risks - Over-reliance on unproven technologies. -, source_sentence: Collaborate with regulatory agencies to develop appropriate guidelines and oversight mechanisms for genetic engineering research and implementation.
sentences: {"text": "What are the most promising advances in medical research for treating cancer?", "response": "Opportunities 1. Immunotherapy Targeted approach with fewer side effects. 2. Precision Medicine Tailored treatments based on genetic profiles. 3. Gene Editing Technology Enhanced precision and efficacy. 4. Clinical Trials Access to cutting-edge therapies and global progress. 5. Genomic Data Integration Personalized and targeted therapies. 6. Surgical Advances Improved decision-making and patient outcomes. 7. Novel Therapies Setting new standards of care and improving survival rates.  Risks 1. Ensuring accessibility and affordability of these advanced treatments. 2. Ethical considerations regarding gene editing technology. 3. Managing, 3. How can the scientific community navigate safety concerns and minimize risks associated with genetic engineering applications? 4. What role should regulatory bodies play in overseeing genetic engineering research and applications?  Solutions 1. Establish clear and comprehensive ethical guidelines for the use of genetic engineering technologies. 2. Promote access to genetic engineering advancements through equitable distribution and affordability measures. 3. Prioritize rigorous safety assessments and continuous monitoring of genetic engineering applications. 4. Collaborate with regulatory agencies to develop appropriate guidelines and oversight mechanisms for genetic engineering research and implementation. 5. Foster public engagement, Growing awareness of quantum threats can drive proactive cybersecurity strategies.  Risks 1. Quantum Threat to Cryptography RSA and ECDSA face vulnerability once quantum computers reach a certain scale. 2. Decryption of Current Data Encrypted data today may become susceptible to decryption in the future. 3. Potential Threats Shors algorithm and the wide-scale compromise of public-key encryption methods pose significant risks. 4. Challenges in Quantum Computing Scalability issues and efficient error correction methods are challenges in quantum computing.  Questions 1. How fast can organizations transition to post-quantum cryptography to mitigate quantum threats effectively? 2. What are the specific vulnerabilities of current encryption, source_sentence: QUESTION #2\n...\n\nContext:\nadults. - Impact on Self-Esteem Social media can trigger anxiety and depression. - Need for Mindful Usage Highlighting the importance of monitoring social media habits. - Complex Impacts Positive and negative effects on mental health require further exploration.  Questions - How can we balance the benefits of social media with its potential risks on mental health? - What role can regulations play in promoting healthier social media environments? - How can we measure the effectiveness of digital literacy programs in mitigating mental health issues? - What ethical considerations should be taken into account when leveraging AI for mental well-being on social media? - How can we ensure inclusivity and accessibility in peer support networks for\n', additional_kwargs={}, response_metadata={})]
sentences: adults. - Impact on Self-Esteem Social media can trigger anxiety and depression. - Need for Mindful Usage Highlighting the importance of monitoring social media habits. - Complex Impacts Positive and negative effects on mental health require further exploration.  Questions - How can we balance the benefits of social media with its potential risks on mental health? - What role can regulations play in promoting healthier social media environments? - How can we measure the effectiveness of digital literacy programs in mitigating mental health issues? - What ethical considerations should be taken into account when leveraging AI for mental well-being on social media? - How can we ensure inclusivity and accessibility in peer support networks for, current encryption methods to quantum attacks, and how can they be addressed? 3. How can the balance between advancing encryption techniques and potential quantum vulnerabilities be maintained? 4. What strategies can organizations adopt to proactively address the risks posed by quantum computing in cryptography? 5. How can collaborative efforts between disciplines be optimized to drive innovation in quantum-safe encryption solutions?  Solutions 1. Adopt Post-Quantum Cryptography Embrace PQC to develop resilient cryptographic solutions against quantum attacks. 2. Enhance Encryption Techniques Focus on strengthening symmetric encryption algorithms and developing quantum-safe protocols. 3. Innovate Quantum-Safe Solutions Explore hybrid, 3. Managing potential side effects and long-term impacts of novel therapies. 4. Balancing the pace of innovation with rigorous testing in clinical trials. 5. Addressing disparities in access to personalized treatments based on genetic data. 6. Ensuring sufficient training and adoption of new surgical technologies. 7. Integrating these advancements into existing healthcare systems effectively.  Questions 1. How can healthcare systems ensure equitable access to these advanced treatments? 2. What ethical guidelines should govern the use of gene editing technology in cancer treatment? 3. How can potential side effects and long-term impacts of novel therapies be effectively managed? 4. What strategies can be implemented to increase
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: SentenceTransformer based on Snowflake/snowflake-arctic-embed-l
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: Unknown
type: unknown
metrics: type: cosine_accuracy@1
value: 0.751937984496124
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8217054263565892
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8372093023255814
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8837209302325582
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.751937984496124
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27390180878552967
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16744186046511625
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0883720930232558
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.751937984496124
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8217054263565892
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8372093023255814
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8837209302325582
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8140594804862895
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7924080226405809
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7996785576382114
name: Cosine Map@100
verified: no
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Created: 2025-02-25 04:31:48