Author

Tian-Fu Wang

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#artificial intelligence Preprint Oct 2026

ImproveAnyTask: An Autonomous Post-Training Harness for Iterative Model Self-Improvement

Adapting general-purpose large language models to specific tasks requires substantial human effort in designing data and training strategies. Sustaining improvement is especially challenging because model updates change the error distribution, requiring strategies to be continually refined. We introduce ImproveAnyTask,...

Xing-Bo Yao, Xiao-Man Wang, Zheng-Wu Lei et al. · 0 citations

#natural language process... Preprint Sep 2026

Towards Communication-Efficient Social Intelligence in Language Agents

This paper designs TACT to revise student-generated actions, test the revisions through partner responses, and distill useful feedback into the student, which helps improve social goal attainment while reducing communication cost.

Lin-Xiao Gong, Yijie Xu, Tian-Fu Wang et al. · 0 citations