most citedSeeing is Coding: On the Effectiveness of Vision Language Models in Code Understanding

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cs.CL2026

Code Is More Than Text: Uncertainty Estimation for Code Generation

Yuling Shi, Caiqi Zhang, Yuexian Li +4

Large language models (LLMs) are increasingly deployed as code generators, where silently wrong programs pose real safety and reliability risks. Reliable uncertainty estimation (UE…

cs.CL2026★ 1 cited

Seeing is Coding: On the Effectiveness of Vision Language Models in Code Understanding

Yuling Shi, Chaoxiang Xie, Zhensu Sun +7

Large Language Models (LLMs) have achieved remarkable success in source code understanding, yet as software systems grow in scale, computational efficiency has become a critical bo…