code understanding

CTX-Coder: Cross-Attention Architectures Empower LLMs for Long-Context Vulnerability Detection AAAI 2026 RECoRD: A Multi-Agent LLM Framework for Reverse Engineering Codebase to Relational Diagram AAAI 2026 Sense and Sensitivity: Examining the Influence of Semantic Recall on Long Context Code Understanding ACL 2026 The Path Not Taken: Duality in Reasoning about Program Execution ACL 2026 Towards Better Code Understanding in Decoder-Only Models with Contrastive Learning AAAI 2026 Benchmarking Long-Context Language Models on Long Code Understanding ACL 2025 CodeJudge-Eval: Can Large Language Models be Good Judges in Code Understanding? COLING 2025 CodeMMLU: A Multi-Task Benchmark for Assessing Code Understanding & Reasoning Capabilities of CodeLLMs ICLR 2025 CodeSSM: Towards State Space Models for Code Understanding EMNLP 2025 CoIR: A Comprehensive Benchmark for Code Information Retrieval Models ACL 2025 DecompileBench: A Comprehensive Benchmark for Evaluating Decompilers in Real-World Scenarios ACL 2025 DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model ICLR 2025 DependEval: Benchmarking LLMs for Repository Dependency Understanding ACL 2025 EquiBench: Benchmarking Large Language Models’ Reasoning about Program Semantics via Equivalence Checking EMNLP 2025 GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding ACL 2025 How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code EMNLP 2025 Mastering the Craft of Data Synthesis for CodeLLMs NAACL 2025 McEval: Massively Multilingual Code Evaluation ICLR 2025 NLP+Code: Code Intelligence in Language Models EMNLP 2025 Reliable Inline Code Documentation with LLMs: Fine-Grained Evaluation of Comment Quality and Coverage AACL 2025 RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph ICLR 2025 Turning the Tide: Repository-based Code Reflection EMNLP 2025 What can Large Language Models Capture about Code Functional Equivalence? NAACL 2025 A Critical Study of What Code-LLMs (Do Not) Learn ACL 2024 Code Defect Detection Using Pre-trained Language Models with Encoder-Decoder via Line-Level Defect Localization COLING 2024