Topic: rlvr

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Monday, August 24, 2026

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Multilingual Verifier Bias in RLVR: Benchmark, Rollout Diagnosis, and the Cross-Lingual Selection Bottleneck

The study reveals biases in multilingual verifiers used in reinforcement learning for language models, challenging the assumption of language-neutrality and highlighting limitations in cross-lingual training. This matters because it underscores the need for more robust verification mechanisms to ensure fair and effective model training across languages.

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