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SARL: Label-Free Reinforcement Learning by Rewarding Reasoning Topology
SARL improves reasoning via label-free reinforcement learning that rewards reasoning topology over outcomes, outperforming supervised and preference-based methods on math and open-ended tasks with more stable training.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 3/5