Unverified50% confidenceFactExact time
The critique stage once contained a branch that could catch misreadings, causing the ablation contribution of the understand stage to be 0; only after removing that branch did the responsibilities of the two stages stop overlapping.
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10/12/2026
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UnverifiedAblation experiments show that removing the understand stage only loses fixes for misreading-type tasks, removing the critique stage only loses fixes for rule-omission-type tasks, and the sum of the two gains equals the total gain with no overlapping attribution.80% similarUnverifiedTypical generation-stage failures include hallucinations caused by ignoring context, middle-content forgetting due to context overflow, insufficient multi-hop reasoning capability, and instruction-following deviation.71% similarUnverifiedExperiments found that generic stopword lists fell below the 'no removal' baseline in every single test, actually dragging down classification performance.67% similarUnverifiedOn the low-error-rate subset, representational consensus did not outperform paraphrase consensus and instead produced significantly more false positives.67% similarUnverified对边缘分数论文，建议完整走完rebuttal观察分数走向，若分数无实质提升且无缘主会与Findings则撤稿转投对口workshop67% similar
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