Unverified50% confidenceFactExact time
ProVe is evaluated on six benchmarks using a 32B proposer.
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50%
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Long-term
Relevance
10/21/2026
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UnverifiedIn the enterprise payment approval system project, the definition of the six full test suites is located at line 154 of the project test specification.72% similarUnverifiedThe experiments were tested across six heterogeneous benchmarks.70% similarVerifiedStandard AI benchmarks include MMLU (a comprehensive knowledge test covering 57 subjects), GPQA (graduate-level professional question answering), SWE-bench (real-world software engineering tasks), HumanEval and MBPP (programming ability), and MATH and GSM8K (mathematical reasoning)69% similarUnverifiedA second engineering implementation recommendation: when evaluating fine-tuned checkpoints, not only test the target capability B₁ but also test against a decoupled matrix of adversarial behaviors, making 'whether unrelated capability drift appears after fine-tuning' a routine metric.69% similarUnverifiedIn testing, the generated code passed 6 unit tests, the CTF tutorial problem received the correct answer, and error messages in screenshots were correctly identified.69% similar
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