Small open-source LLMs give inconsistent answers on 20% to 50% of multiple-choice questions even at low temperature, while 50B-80B models are consistent on over 90% of questions.
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The Non-Determinism of Small LLMs: Evidence of Low Answer Consistency in Repetition Trials of Standard Multiple-Choice Benchmarks
Small open-source LLMs give inconsistent answers on 20% to 50% of multiple-choice questions even at low temperature, while 50B-80B models are consistent on over 90% of questions.