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Decoding the Critique Mechanism in Large Reasoning Models

Large reasoning models use hidden critique abilities to recover from uncorrected reasoning errors, and steering with critique vectors improves error detection and test-time scaling without training.

Hoang Phan, Nguyen Hung-Quang, Thanh Quoc Hung Le, Xiusi Chen and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · Code ★ 1

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 2/5