Skip to content

Author

Jin-Kai Liu

3 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#natural language process... Preprint Sep 2026

HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness?

It is found that generated harnesses remain substantially behind mature human-engineered references on code and on search and research, while matching or exceeding the selected references on writing and machine-learning experimentation, with large variation in execution cost.

Yu-Hao Wu, Jingyuan Zhang, Jia-Jun Shi et al. · 2 citations
#natural language process... Preprint Aug 2026

Aspire: Can Models Self-Evolve from Vague Goals?

This work introduces ASPIRE, a benchmark for vague-goal-driven self-evolution and shows that vague goals redirect search effort toward goal interpretation, and evaluates the resulting systems on a hidden, expert-authored set of 520 items spanning six goals.

Yu-Hao Wu, Jingyuan Zhang, Jia-Jun Shi et al. · 0 citations
#natural language process... Preprint Aug 2026

S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?

These findings show that recognizing successful actions is insufficient; agents must also transform feedback into executable and transferable policies, and provide a unified framework for diagnosing this process and identifying the bottlenecks that prevent agents from translating interaction experience into reliable self-improvement.

Jia-Jun Shi, Siyang Tao, Yu-Hao Wu et al. · 1 citation

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.