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alphaXiv@askalphaxiv
read more: https://www.alphaxiv.org/abs/2605.30290
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Training AI Models to Verify Errors Doubles Math Accuracy, Boosts Reasoning 14x
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Users are praising the self-trained verifier for matching the importance of the generator in AI models that double hard math accuracy and boost science reasoning.
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Guilherme O'Tina@guilhermeotina
the reference-asymmetry trick is clever for verifier training. but i wonder how this plays out beyond math where theres one right answer. for code gen or open-ended tasks with valid alternative solutions, does 'pretend you have the answer' still work or does it penalize valid approaches?
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David Geoghegan@Dave_Geoghegan_
@askalphaxiv matches what i see with agents, they catch errors fine in someone elses output and sail straight past their own
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Kamesh 🇺🇸@ElangovanKamesh
@askalphaxiv The verifier is starting to look just as important as the generator.
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