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EngineeringSoftware/PLSemanticsBench

The 43rd International Conference on Machine Learning (ICML 2026), Seoul, South Korea LLMs Lean on Priors, Not Programming Language Semantics by Aditya Thimmaiah1, Jiyang Zhang1, Jayanth Srinivasa2, Junyi Jessy Li1, Milos Gligoric1 1The University of Texas at Austin     2Cisco Research TLDR: Frontier LLMs execute programs with up to 90–100% accuracy when symbols retain their usual… See the full description on the dataset page: https://huggingface.co/datasets/EngineeringSoftware/PLSemanticsBench.

sourceHugging Facecc-by-4.0updated 6d agoView on Hugging Face
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fileK_NonStandard_Fuzzer_Generated-00000-of-00001.parquet5.1 MBdownload
fileK_NonStandard_Human_Written-00000-of-00001.parquet63 KBdownload
fileK_NonStandard_LLM_Translated-00000-of-00001.parquet263 KBdownload
fileK_Standard_Fuzzer_Generated-00000-of-00001.parquet3.3 MBdownload
fileK_Standard_Human_Written-00000-of-00001.parquet46 KBdownload
fileK_Standard_LLM_Translated-00000-of-00001.parquet189 KBdownload
fileS_NonStandard_Fuzzer_Generated-00000-of-00001.parquet5.1 MBdownload
fileS_NonStandard_Human_Written-00000-of-00001.parquet70 KBdownload
fileS_NonStandard_LLM_Translated-00000-of-00001.parquet270 KBdownload
fileS_Standard_Fuzzer_Generated-00000-of-00001.parquet3.3 MBdownload
fileS_Standard_Human_Written-00000-of-00001.parquet52 KBdownload
fileS_Standard_LLM_Translated-00000-of-00001.parquet195 KBdownload

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