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Review history

arxiv: 2604.18419 · 4 revisions

Knowing When to Quit: A Principled Framework for Dynamic Abstention in LLM Reasoning

1. 2026-07-12 CONDITIONAL HIGH v1.1.0-grok45 novelty 7.0
   33124 ms 37230 in 3197 out 2026-07-12T18:57:51.398919+00:00
2. 2026-07-05 CONDITIONAL MODERATE v1.1.0-glm novelty 5.0
   213093 ms 34737 in 5992 out 2026-07-05T12:09:24.525862+00:00
3. 2026-05-15 UNVERDICTED LOW v0.9.0 novelty 7.0
   32783 ms 5488 in 1328 out 2026-05-15T06:16:18.039847+00:00
4. 2026-05-10 UNVERDICTED LOW v0.9.0 novelty 7.0
   56804 ms 5488 in 1289 out 2026-05-10T04:47:39.642811+00:00