Automating Dataset Updates Towards Reliable and Timely Evaluation of Large Language Models

Neural Information Processing Systems 

There are two updating strategies: 1) mimicking strategy to generate similar samples based on original data, preserving stylistic and contextual essence, and 2) extending strategy that further expands existing samples at varying cognitive levels by adapting Bloom's taxonomy of educational objectives.

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