LLM-mined commit histories reveal ~24% of research decisions in 599 NeurIPS projects were abandoned

ChenhaoTan · x · 2026-10-15

A new study uses LLMs to read commit histories of 599 NeurIPS papers' code repos, grouping 13,271 commits into research decisions (method changes, new experiments, ablations). About 24% of decisions were later replaced or dropped — the kind of winding path papers never show. ChenhaoTan noted his team is working on related directions.

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