Challenges and Considerations in Language Model Evaluation and Benchmarking

Challenges and Considerations in Language Model Evaluation and Benchmarking

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- A Key Challenge in LM Evaluation

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- A Key Challenge in LM Evaluation

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Challenges and Considerations in Language Model Evaluation and Benchmarking

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  1. 1 - Introduction
  2. 2 - A Key Challenge in LM Evaluation
  3. 3 - What do we want to evaluate?
  4. 4 - LM - Specific Complications
  5. 5 - Evaluating Models vs Systems
  6. 6 - Life of a Benchmark
  7. 7 - Overfitting
  8. 8 - Addressing Evaluation Pitfalls
  9. 9 - LM Evaluation is Challenging

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