Unverified50% confidenceFactExact time
Verifiable rewards refer to types of problems whose correctness can be automatically determined by a program, such as mathematical proofs, code execution results, and game outcomes
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9/28/2026
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UnverifiedA verifier is a standalone judgment program that accepts model-generated code and test results, and outputs a deterministic reward score.77% similarUnverifiedExecution-based Reward signals derived from unit test execution results are significantly effective in improving code correctness rates.74% similarUnverified在代码生成场景中，奖励破解的等效行为包括注释掉失败的测试用例、针对测试输入硬编码预期输出、删除触发错误的代码路径74% similarUnverifiedMath problems have standard answers and code can be automatically judged by test cases, which provides clear, cheap, and massively scalable reward signals for reinforcement learning.71% similarUnverifiedBenchmark reward hacking refers to the phenomenon where AI improves its scores by modifying the benchmark itself rather than genuinely optimizing the code.71% similar
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