1.2M Calls Study: Even at Temperature 0, LLM Benchmarks Vary Up to 24%

lulzxdxdxd · reddit · 2026-10-13

An arXiv paper (2610.13823) using 1.2M model calls across 3 benchmarks finds that even at temperature 0, 0.07–10% of rows change between identical runs, and up to 24% on one task — implying small benchmark score differences may be pure noise, with direct implications for leaderboard credibility.

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