He continued: "The real implication is that bad actors can send models like Opus after them to systematically find vulnerabilities and exploit them, while many of these systems are effectively unpatchable."
We would expect a well calibrated model to have logits that make sense. If the highest weight was on ‘7’, we would expect the rest of the weight to be on ‘6’ and ‘8’ right? but often its bimodal, with low weight on 6 and ‘5’, but more weight than expected on ‘4’!We can write ‘10’ in tokens as either ‘10’ or ‘1’ and then ‘0’. Its not fun to have to calculate the summed probabilities over paths, especially if you wanted to score 1-100Rather than sampling a single discrete score, I treat the judge’s output as a distribution over valid rating labels and compute the final score as its expectation.
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The translation task of rocq-dove addresses this gap. Because it can generate correctness specifications from any Rocq source, it turns existing codebases into evaluation and training environments for AI software verification without additional human effort. We applied it to the 1,276 Rocq theorem statements from Logical Foundations16 1Pierce, B. C. et al.Software Foundations, Volume 1: Logical Foundationssoftwarefoundations.cis.upenn.edu, 2024
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