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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.
Mainstream LLMs miss 40% of defects in multi-round code reviews, revealing their limitations in real-world software development contexts.
Ditch the synchronization bottleneck: DWDP unlocks faster LLM inference by letting GPUs work independently, boosting throughput by 8.8% on NVL72.
