Unverified70% confidenceOpinionExact time
High-confidence negative reviews are harder to overturn through rebuttal because the reviewer believes they fully understand the paper.
2
Sources
70%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen a review combines a low score with high confidence and the criticism is unjustified, it amplifies the gap between the review opinion and the actual evidence, making it easier for the AC to identify it as a review quality issue.79% similarUnverifiedReviewers with lower confidence are often the most likely targets to be persuaded by a rebuttal.78% similarUnverifiedCritics point out that reusing review comments may lead to the problem of "one bad review, repeated suffering across multiple venues."78% similarUnverifiedAnother camp of commenters worries about "same-origin blind spots": if the reviewer and the author are the same kind of model using similar prompting approaches, mistakes the author would make will most likely also slip past the reviewer.78% similarUnverifiedHaving authors verbally explain their own papers is difficult to scale, as it requires a substantial time investment and raises fairness concerns regarding oral defense.75% similar
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