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Critical tokens can make or break code generation, and ACToR ensures they receive the precise context needed to succeed.
PTA-IRT reveals that incorporating detailed problem-solving trajectories can dramatically enhance the evaluation accuracy of software engineering agents.
Training on just 10% of carefully curated trajectories can lead to performance improvements of over 24% in software issue resolution tasks.
PhoenixRepair redefines how software agents explore repair strategies, achieving a 76% resolution rate by leveraging multi-location sampling and iterative refinement.
