Language models show a scale-dependent switch from anticorrelated to correlated reasoning-truthfulness coupling at a family-specific critical parameter count, with architecture and data choices shifting the transition point.
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GoLongRL releases a 23K-sample open long-context RL dataset spanning 9 tasks and introduces TMN-Reweight to improve multitask optimization, achieving performance comparable to much larger models under GRPO.
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Frontier models show positive capability coupling (r=0.72) across SWE-bench and GPQA, with lab-specific emphasis shifts measured by an h-field residual that distinguishes permanent pretraining changes from reversible post-training ones.
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Towards an AI co-scientist
A multi-agent AI system generates novel biomedical hypotheses that show promising experimental validation in drug repurposing for leukemia, new targets for liver fibrosis, and a bacterial gene transfer mechanism.