From RLVR to RLSVR: Inducing Self-Verifiable Rewards for LLM Self-Improvement

_akhaliq · x · 2026-08-04

This paper explores extending Reinforcement Learning with Verifiable Rewards (RLVR) into RLSVR (Reinforcement Learning with Self-Verifiable Rewards).

The authors propose a task transformation mechanism that induces LLMs to generate self-verifiable reward signals in open-ended scenarios. This approach aims to overcome the limitations of traditional RLVR when dealing with open-ended tasks that lack explicit external verification standards, ultimately enhancing the efficiency and generalization of LLM self-improvement.

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From RLVR to RLSVR: Inducing Self-Verifiable Rewards for LLM Self-Improvement

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