EvoEval introduces evolved benchmarks to better evaluate LLMs’ ability to handle different coding tasks.
Changes in benchmarking are crucial for a more accurate assessment of LLMs, highlighting the gap between observed performance on standard tests versus more varied and evolving benchmarks.
This approach can help mitigate overfitting and promote a more genuine appraisal of LLM capabilities.