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cs.CL2026
Token Signatures of Code: Comparing Coding Behaviors Across Large Language Models
Junpeng Wang, Yuzhong Chen, Menghai Pan +2
The evaluation of large language models (LLMs) on coding tasks has primarily focused on performance metrics such as pass@k. As LLMs continue to advance, many models now meet baseli…
cs.CL2026
TAG-DLM: Diffusion Language Models for Text-Attributed Graph Learning
Lingjie Chen, Yuanchen Bei, Haobo Xu +3
Text-attributed graphs (TAGs), where each node carries a natural language description, require models to jointly reason over text and graph topology. Existing approaches often hand…