LLM judges for entity alignment evaluation show anchor bias, where decision label visibility can invert discrimination, raising concerns about their reliability as a scalable alternative to expert annotation in structured…

#LLMasJudge #EntityAlignment #AIEval
https://arxiv.org/abs/2610.09554

Imagine code reviews run by AI judges that actually pull in execution traces and docs as evidence. Multi‑agent LLMs are now doing real verification, not just guesses. Curious how retrieval‑augmented judges work? Dive in! #MultiAgentCodeJudges #LLMasJudge #RetrievalAugmented

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A Taxonomy of #EpistemicFailure Modes in #LargeLanguageModels — see #PerformativeHedging
hermes-labs.ai/research/tax...
doi.org/10.5281/zeno...

Prior Beliefs Prejudice #LLMasJudge — on #TruthRhetoricConflation
aclanthology.org/2026.finding...