Model: dataera2013/midterm-ft-1
Author: dataera2013
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:197, 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:197, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: Snowflake/snowflake-arctic-embed-l
widget: source_sentence: Economic Considerations Balancing the costs of space exploration with tangible\n', additional_kwargs={}, response_metadata={})]
sentences: technology development.  Risks 1. Ethical Implications Concerns about the ethical use of CRISPR technology in human germline cells and embryos. 2. Safety Concerns Risks of unforeseen effects in clinical applications and the potential for exploitation for eugenics. 3. Access Disparities Unequal access to genetic engineering technologies in healthcare, agriculture, and the environment. 4. Regulatory Challenges Restrictions on federal funding for certain genetic engineering research.  Questions 1. How can ethical frameworks be effectively implemented and monitored to ensure responsible genetic engineering practices? 2. What strategies can be employed to address disparities in access to genetic engineering technologies? 3. How can the, should governments play in regulating and incentivizing sustainable practices in the fashion industry?  Solutions 1. Establish clear sustainability standards and certifications to verify authenticity. 2. Collaborate with suppliers to trace and optimize sustainable sourcing and production. 3. Integrate sustainability metrics into business models and incentivize eco-friendly practices. 4. Advocate for supportive policies and regulations to drive industry-wide sustainability efforts.", "metadata": {"timestamp": "2025-02-24T18:45:05.200602", "type": "supervisor_response"}}, {"text": "How does space exploration benefit everyday life on Earth?", "response": "Opportunities 1. Health Innovations Space research offers insights for revolutionary healthcare solutions. 2. Sustainable Technologies Space tech can drive environmental sustainability on Earth. 3. Climate Change Solutions Enhancing space exploration can aid in monitoring and combating climate change. 4. Resource Exploration Discoveries in space could alleviate resource scarcity on Earth. 5. International Collaboration Space missions can promote global unity and cooperation. 6. Space Tourism and Education Inspiring space exploration can fuel interest in STEM fields.  Risks 1. Economic Considerations Balancing the costs of space exploration with tangible, source_sentence: QUESTION #2\n...\n\nContext:\n{"text": "Explain the environmental impact of fast fashion and sustainable alternatives", "response": "Opportunities
sentences: {"text": "Explain the environmental impact of fast fashion and sustainable alternatives", "response": "Opportunities 1. Consumer Awareness Growing awareness among consumers can drive demand for sustainable fashion, influencing industry practices. 2. Shift to Sustainability Momentum towards sustainable practices allows brands to differentiate themselves and meet consumer preferences. 3. Innovative Technologies Adoption of technologies like AI can enhance efficiency, minimize waste, and improve overall sustainability. 4. Microplastic Trapping Initiatives targeting specific environmental concerns, such as microplastic pollution, demonstrate potential solutions for mitigating impact.  Risks 1. Greenwashing Some brands may use sustainable, 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 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, source_sentence: QUESTION #2\n...\n\nContext:\nof physical damage and toxicity to marine life.
sentences: 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, of physical damage and toxicity to marine life. 2. Disturbance of Ecosystem Balance Contamination can disrupt marine ecosystems delicate balance. 3. Impact on Carbon Transport Altering carbon transport may affect the biological carbon pump and climate. 4. Complex Danger Microplastic contamination presents a complex and escalating risk to aquatic ecosystems. 5. Entanglement and Ingestion The entanglement and ingestion of microplastics can be lethal to marine biota.  Questions 1. How can innovative cleanup technologies be scaled up and made more accessible globally? 2. What strategies can be employed to accelerate the adoption of biodegradable alternatives on a large scale? 3. How can public awareness campaigns be tailored to effectively, {"text": "Explain the environmental impact of fast fashion and sustainable alternatives", "response": "Opportunities 1. Consumer Awareness Growing awareness among consumers can drive demand for sustainable fashion, influencing industry practices. 2. Shift to Sustainability Momentum towards sustainable practices allows brands to differentiate themselves and meet consumer preferences. 3. Innovative Technologies Adoption of technologies like AI can enhance efficiency, minimize waste, and improve overall sustainability. 4. Microplastic Trapping Initiatives targeting specific environmental concerns, such as microplastic pollution, demonstrate potential solutions for mitigating impact.  Risks 1. Greenwashing Some brands may use sustainable, source_sentence: QUESTION #1\n
sentences: of physical damage and toxicity to marine life. 2. Disturbance of Ecosystem Balance Contamination can disrupt marine ecosystems delicate balance. 3. Impact on Carbon Transport Altering carbon transport may affect the biological carbon pump and climate. 4. Complex Danger Microplastic contamination presents a complex and escalating risk to aquatic ecosystems. 5. Entanglement and Ingestion The entanglement and ingestion of microplastics can be lethal to marine biota.  Questions 1. How can innovative cleanup technologies be scaled up and made more accessible globally? 2. What strategies can be employed to accelerate the adoption of biodegradable alternatives on a large scale? 3. How can public awareness campaigns be tailored to effectively, sustainable practices in space missions to minimize environmental impact.", "metadata": {"timestamp": "2025-02-24T18:50:04.420957", "type": "supervisor_response"}}, {"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, source_sentence: Shift to Sustainability Momentum towards sustainable practices allows brands to differentiate themselves and meet consumer preferences.
sentences: {"text": "Explain the environmental impact of fast fashion and sustainable alternatives", "response": "Opportunities 1. Consumer Awareness Growing awareness among consumers can drive demand for sustainable fashion, influencing industry practices. 2. Shift to Sustainability Momentum towards sustainable practices allows brands to differentiate themselves and meet consumer preferences. 3. Innovative Technologies Adoption of technologies like AI can enhance efficiency, minimize waste, and improve overall sustainability. 4. Microplastic Trapping Initiatives targeting specific environmental concerns, such as microplastic pollution, demonstrate potential solutions for mitigating impact.  Risks 1. Greenwashing Some brands may use sustainable, 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, {"text": "What are the ethical implications of genetic engineering and CRISPR technology?", "response": "Opportunities 1. Precision Medicine The ability to tailor treatments to individual genetic profiles can revolutionize healthcare effectiveness. 2. Agricultural Advancements Enhancing crop characteristics can address food security challenges sustainably. 3. Environmental Conservation Genetic engineering can aid in ecosystem restoration and biodiversity preservation. 4. Ethical Frameworks Establishing robust ethical guidelines can ensure responsible and transparent use of genetic engineering technologies. 5. Public Engagement Informed discussions involving diverse stakeholders can lead to more inclusive and responsible technology
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: 0.7553191489361702
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7978723404255319
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8191489361702128
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.851063829787234
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7553191489361702
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26595744680851063
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1638297872340425
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08510638297872339
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7553191489361702
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7978723404255319
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8191489361702128
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.851063829787234
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8001900641018239
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.784462597095576
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7919458814258571
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2025-02-25 05:53:17