Author

Zinan Sheng

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#software testing Book Oct 2026

Revisiting LLMs on New Feature Implementation in Real-World Software Development Practices

A systematic evaluation of the capability of large language models (LLMs) in new feature implementation, with a task setup strictly aligned with real-world software development practices, shows that new feature implementation of LLMs adhering to real-world world software development practices remains challenges.

Jia Li, Ting-Xuan Huang, Tian-Kuo Zhao et al. · 0 citations

Preprint Aug 2026

Archer: Adaptive Reuse of Cached Hidden States for Efficient Rollback in Diffusion Language Models

Adaptive Reuse of Cached Hidden States for Efficient Rollback (Archer) is introduced, a training-free KV caching method for rollback-capable DLMs that characterizes prompt reuse as a reversibility-aligned cache boundary, bounds its state-dependent approximation error, and gives a decoder-margin condition for preserving...

Xuning He, Zinan Sheng, Yong-Ding Tao et al. · 1 citation · ⚡1