Exploring Long Context Language Models - MLOps Reading Group August 2024

Exploring Long Context Language Models - MLOps Reading Group August 2024

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[] Loft benchmark to evaluate LCLM performance

2 of 16

2 of 16

[] Loft benchmark to evaluate LCLM performance

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Exploring Long Context Language Models - MLOps Reading Group August 2024

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  1. 1 [] LCLMs are language models with a larger context
  2. 2 [] Loft benchmark to evaluate LCLM performance
  3. 3 [] Evaluation of multimodal data for SQL task
  4. 4 [] Efficiency in computational analysis and semantic search
  5. 5 [] Papers discuss the potential shift to in-context learning
  6. 6 [] Understanding and utilizing multi-hop in LLM applications
  7. 7 [] Chain of thought improves model reasoning and performance
  8. 8 [] Limited improvement; fancy analysis, but room for growth
  9. 9 [] Query improvement leads to better performance accuracy
  10. 10 [] Pause, listen, share, question, gather insights, react
  11. 11 [] Importance of considering evaluation techniques in research
  12. 12 [] Different conclusions have varying levels of defensibility
  13. 13 [] Explore LLMs for product-market fit and optimization
  14. 14 [] Celebrating pioneers and acknowledging those still learning
  15. 15 [] Link to Slack channel for questions and suggestions
  16. 16 [] Wrap up

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