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What is Evaluating Reasoning in Language Models about?

The document introduces ALERT, a benchmark designed to evaluate the reasoning skills of large language models (LLMs) across various tasks. It investigates the impact of finetuning on reasoning abilities, revealing that while finetuning can enhance certain skills, it may also lead to overfitting and generalization issues. The benchmark encompasses over 20 datasets and 10 reasoning skills, providing a comprehensive framework for assessing LLM performance in reasoning tasks.

Author

Lindy W

Language

EN