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A Fluent LLM Answer Is Not the Same as an Inspected Answer

BACKGROUND
1 SIGNALFIRST DETECTED 11 June 2026
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How the story developed
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We audited LoCoMo: 6.4% of the answer key is wrong and the judge accepts up to 63% of intentionally wrong answers

<!-- SC_OFF --><div class="md"><p>Projects are <a href="https://github.com/snap-research/locomo/issues/31">still submitting new scores on LoCoMo as of March 2026.</a> but the

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I kept rewriting the same regex passes against LLM output. So I made a library.

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