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Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in
BACKGROUND
1 SIGNALFIRST DETECTED 20 July 2026
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How the story developed
20 Jul
Precise but Uncoupled: Reviewer Precision Does Not Guarantee Critique Uptake in Multi-Agent Math Reasoning
REPORT · WHAT · ArXiv CS.AI
Other feeds and industry voices
5 Sept
More Criticism Does Not Make a Better Review: EquiReview-R
arXiv:2609.03943v1 Announce Type: new Abstract: AI reviewers can now produce many specific criticisms, but more criticism is not necessarily a better review. A review may miss a
REPORT · WHAT · ArXiv CS.AIOPEN STORY
11 May
When Does Critique Improve AI-Assisted Theoretical Physics? SCALAR: Structured Critic--Actor Loop for Agentic Reasoning
arXiv:2605.06772v1 Announce Type: new Abstract: As large language models (LLMs) show increasing promise on research-level physics reasoning tasks and agentic AI becomes more
REPORT · WHEN · ArXiv CS.AIOPEN STORY
6 Oct
Auditing Pairwise Equivalence Judgments: Self-Critique Effects and Diversity Measurement in Multi-Agent Hypothesis Generation
arXiv:2610.04133v1 Announce Type: new Abstract: Multi-agent systems built on large language models (LLMs) are increasingly applied to scientific discovery and hypothesis
REPORT · HOW · ArXiv CS.AIOPEN STORY
Sources
ArXiv CS.AI
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