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News/SUPERNOVA: Eliciting General Reasoning in LLMs with Reinforcement Learning on Natural Instructions
arxiv
PublishedJune 6, 2026 at 4:00 AM
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SUPERNOVA: Eliciting General Reasoning in LLMs with Reinforcement Learning on Natural Instructions

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arXiv:2604.08477v2 Announce Type: replace Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has substantially improved reasoning in formal domains such as mathematics and code, but extending these gains beyond STEM remains challenging. Extending RLVR beyond STEM is fundamentally constr

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