Even at temperature 0, 45 of 1,273 LLM answers changed between runs

MaziyarPanahi · x · 2026-10-25

Maziyar Panahi shares methodology details behind an eval run: temperature 0, reasoning on, and forcing each answer to end with "Answer: X" for parsing.

Even so, 45 of the 1,273 answers changed between runs, so the setup runs 3 times and takes the median, with the score ranging from 94.1% to 95.0%. Serving was handled by Baseten at roughly 2.8 seconds per question.

A concrete reminder that temperature 0 doesn't guarantee deterministic LLM outputs, and rigorous eval reports need to disclose run counts and aggregation methods.

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