code summarization

ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization ACL 2026 ETF: An Entity Tracing Framework for Hallucination Detection in Code Summaries ACL 2025 HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection EMNLP 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025 Rethinking-based Code Summarization with Chain of Comments COLING 2025 SPE Attention: Making Attention Equivariant to Semantic-Preserving Permutation for Code Processing EMNLP 2025 Transforming Code Understanding: Clustering-Based Retrieval for Improved Summarization in Domain-Specific Languages COLING 2025 Analyzing the Performance of Large Language Models on Code Summarization COLING 2024 Distantly Supervised Contrastive Learning for Low-Resource Scripting Language Summarization COLING 2024 DocChecker: Bootstrapping Code Large Language Model for Detecting and Resolving Code-Comment Inconsistencies EACL 2024 HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations EACL 2024 ProConSuL: Project Context for Code Summarization with LLMs EMNLP 2024 Read between the lines - Functionality Extraction From READMEs NAACL 2024 Reduce Redundancy Then Rerank: Enhancing Code Summarization with a Novel Pipeline Framework COLING 2024 Source Code Foundation Models are Transferable Binary Analysis Knowledge Bases NeurIPS 2024 Better Language Models of Code through Self-Improvement ACL 2023 BLOCSUM: Block Scope-based Source Code Summarization via Shared Block Representation ACL 2023 CodeAttack: Code-Based Adversarial Attacks for Pre-trained Programming Language Models AAAI 2023 CP-BCS: Binary Code Summarization Guided by Control Flow Graph and Pseudo Code EMNLP 2023 Exploring Data Augmentation for Code Generation Tasks EACL 2023 Exploring Distributional Shifts in Large Language Models for Code Analysis EMNLP 2023 MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation Learning AAAI 2023 On-the-Fly Adapting Code Summarization on Trainable Cost-Effective Language Models NeurIPS 2023 Robust Code Summarization EMNLP 2023