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The Ohio State University
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Open-source QUEST agents, trained solely on 8K synthetic tasks, rival or surpass proprietary research agents, proving that scaling data synthesis can unlock frontier performance.
Chain-of-Thought reasoning in Transformers hits a surprising expressivity ceiling when generalizing to longer sequences, unless you let your vocabulary grow with the problem size and use "signpost" tokens.
