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20232025
most citedThe Daunting Dilemma with Sentence Encoders: Success on Standard Benchmarks, Failure in Capturing Basic Semantic Properties

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cs.CL2025

Pitfalls of Evaluating Language Models with Open Benchmarks

Md. Najib Hasan, Md Mahadi Hassan Sibat, Mohammad Fakhruddin Babar +3

Open Large Language Model (LLM) benchmarks, such as HELM and BIG-Bench, provide standardized and transparent evaluation protocols that support comparative analysis, reproducibility…