Coding agents can generate code that appears correct but implements behavior the user never intended. This mismatch can arise when an agent silently resolves underspecified requirements through its own assumptions. As subsequent development builds on these assumptions, correcting the resulting behavior can become incre...
Zheng Fang, Yong-Ming Li, Yi-Chang Zhang et al.· 0 citations
The proposed PSC, a novel grammar-constrained decoding method, can compute the complete vocabulary mask by checking the parser stack exactly once per decoding step, with time complexity independent of the vocabulary size.
Yong-Ming Li, Yihong Dong, Jia Li et al.· Proceedings of the ACM on So...· 0 citations
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
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