AAAI Alignment track reviews caught being LLM one-shotted; authors refuse to engage

sethlazar · x · 2026-11-03

Researcher Seth Lazar reports that 3 reviews for his AAAI Alignment track submission were clearly one-shotted with LLMs contrary to policy (and not part of the official experiment), prompted to act like the worst kind of reviewer 2 — no real human engagement, yet none of the judgment of a good reviewer. The team's rebuttal stated they won't engage with LLM-produced reviews. A third, clearly human review offered sensible critique, which they salute. Lazar warns that a very significant fraction of reviewers now use LLMs, destroying the intellectual infrastructure that makes academic work possible: if you don't have time, decline the review.

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