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Institute of Software, Chinese Academy of Sciences
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Bash-Commenter achieves a remarkable 33.40% BLEU-4 score, setting a new benchmark for automated comment generation in Bash scripting.
SR-PPO achieves significant gains in reasoning tasks by effectively assigning credit to individual tokens from a single rollout, transforming how we approach reinforcement learning in language models.
AI can now autonomously solve open math problems, cracking 9 Erd艖s problems and 44 OEIS conjectures at a reasonable cost.
Plug-and-play multi-agent systems are now a reality: OxyGent's "Lego-like" abstraction lets you compose agents, tools, and LLMs into scalable systems with unprecedented observability and evolvability.
Training LLMs on data detoxified with HSPD slashes toxicity by more than half, outperforming existing methods that only address toxicity during or after training.
Training speculative decoding models just got an order of magnitude faster, unlocking real-world deployment with a new open-source framework and a suite of production-ready draft models.
