Unverified50% confidenceFactExact time
Approximately 10–15% of papers receive a score increase after rebuttal, but the number that ultimately reverse a rejection is even smaller.
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9/18/2026
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UnverifiedResearch shows that approximately 15–25% of papers experience score changes after rebuttal, with positive changes slightly outnumbering negative ones79% similarUnverifiedOn the news classification task, few-shot prompting achieved an average improvement of +24 percentage points; on the legal text task the improvement was only +3.4 percentage points, with two models showing performance degradation.71% similarUnverifiedrebuttal带来的分数提升往往集中于原始评分本已较高（3.5分以上）的论文68% similarUnverified当相关文档被放置在上下文中间位置时，模型正确回答率相比放在首尾位置下降高达20-30个百分点67% similarUnverifiedIn document deskewing, even a tilt of 3–5 degrees can cause recognition rates to drop by more than 10%.67% similar
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