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cs.CL2026
SWE Refactor Bench: Can Coding Agents Complete a Long-Horizon, Whole-Repository Stack Migration?
Deyao Hong, Yizhe Chi, Wenyi Li +7
Modern software systems accumulate technical debt over decades of development, which makes migration expensive and largely manual. As coding agents become increasingly capable at b…
cs.CL2026
SAID: Accelerating Diffusion-Based Language Models via Scaffold-Aware Iterative Decoding
Na Li, Chengda Wang, Mingju Gao +1
Diffusion large language models (DLLMs) enable non-autoregressive generation by iteratively denoising corrupted token sequences with bidirectional context. Despite their ability to…
cs.CL2026
SemBlock: Semantic Boundary Dynamic Blocks for Diffusion LLMs
Xinrui Song, Zhuoran Wang, Mingju Gao +1
Diffusion language models (DLMs) generate text through iterative denoising, and blockwise decoding improves their practicality by committing tokens in local blocks. However, existi…