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cs.CL2025
Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding
Adam Štorek, Mukur Gupta, Samira Hajizadeh +2
Large language models (LLMs) are increasingly deployed for understanding large codebases, but whether they understand operational semantics of long code context or rely on pattern…
cs.CL2025
CodeSCM: Causal Analysis for Multi-Modal Code Generation
Mukur Gupta, Noopur Bhatt, Suman Jana
In this paper, we propose CodeSCM, a Structural Causal Model (SCM) for analyzing multi-modal code generation using large language models (LLMs). By applying interventions to CodeSC…