A framework decomposes LLM papers into idea atoms, trains coherence and availability models over the resulting vocabulary, and samples atom combinations that are coherent yet unlikely under existing author communities.
Instead of guessing if an intermediate reasoning step is good, we useMonte Carlo Rollouts
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The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions
A framework decomposes LLM papers into idea atoms, trains coherence and availability models over the resulting vocabulary, and samples atom combinations that are coherent yet unlikely under existing author communities.