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Atria Dawn Preview is introduced, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world.
SWE-Bench Pro Verified offers a more trustworthy benchmark for assessing software engineering agents, with safeguards that eliminate major leakage channels without disrupting normal agent functionality, and a task refinement that minimally corrects inconsistencies within flawed instances.
Stop evaluating papers in isolation: GraphReview's graph-based LLM framework boosts paper evaluation accuracy by nearly 30% by explicitly modeling relationships between papers.
LLMs can generate significantly more novel and technically rigorous scientific ideas by explicitly learning to reason from motivations to methodologies.
Stop training LLMs to assign arbitrary scores to papers in isolation; comparison-based ranking unlocks significantly better generalization and accuracy in paper evaluation.
