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papersTODAY 04:00 UTC

arXiv Paper Audits Commonsense Reasoning Benchmarks Used for LLM Evaluation

A new arXiv paper argues that commonsense reasoning in language models is typically measured with multiple-choice benchmarks such as HellaSwag and PIQA, yet these benchmarks themselves are rarely scrutinized. The authors propose a more comprehensive approach to evaluating the benchmarks, questioning how well they actually capture the capability they claim to test. The work is framed as a meta-evaluation of standard commonsense reasoning tests.

arXiv HellaSwag PIQA LLM evaluation benchmark auditing commonsense reasoning

COVERAGE · 1 REPORT · LINKS GO TO THE ORIGINAL OUTLETS

arXiv cs.CLWho Benchmarks the Benchmarks? Towards Comprehensive Evaluation of Commonsense Reasoning Benchmarks ↗TODAY 04:00 UTC