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Detecting RLVR Training Data via Structural Convergence of Reasoning

RLVR training causes reasoning outputs to structurally converge on seen prompts, and Min-kNN Distance detects this collapse via black-box sampling to identify contamination.

Hongbo Zhang, Leyang Cui, Jianhao Yan, Guangsheng Bao and 3 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026 · ▲ 2 on Hugging Face · Code ★ 8

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 0/5