AINeutralarXiv – CS AI · 18h ago6/10
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Understanding Benchmark Language Under Weakened Formal Semantics
Researchers propose a method to improve NLP benchmark understanding by extracting executable representations (computables) that provide operational evidence of semantic adequacy beyond traditional text-based reasoning. The approach demonstrates consistent improvements over baseline methods across mathematical reasoning, legal, and biomedical benchmarks while offering inspectable semantic evidence.