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Jiaxin Guo

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#natural language process... Preprint Sep 2026

M-SQE: Multilingual Skill Quality Estimation for Enhancing Language Equality in Agentic Skill Use

Agent skills, reusable procedural documents that extend LLM agents beyond their parametric memory, have become an important interface for deploying agents on real-world tasks. Community-maintained skill libraries built around this interface are growing rapidly. However, this ecosystem remains deeply English-centric: ou...

Yi-Lun Liu, Shi-Min Tao, Ming-Gui He et al. · 0 citations

Preprint Aug 2026

Learning from Consensus and Disagreement: Unsupervised On-Policy Self-Distillation with Minority-Trajectory Contrast

CoDA is introduced, a fully unsupervised framework that creates reliable privileged information entirely from the latent uncertainty structure of a model's own unlabeled rollouts and provides robust regularization without requiring the strong assumption that the consensus is the absolute ground truth.

Jiaxin Guo, Yanwei Yue, Xuanbo Fan et al. · 0 citations