
PivotTrace traces metacognitive pivots via attention dynamics to select unlabeled reasoning samples, surpassing fully supervised models with 29.3% annotations and 2.75x faster convergence.
Guangcheng Zhu, Shenzhi Yang, Haobo Wang, Xing Zheng and 6 more
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 0/5