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Code Summarization

Papers archive 2025-07-28

archive papers tagged: 163 · with a code link: 82 · where Syntology ran a sample: 15 (14 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (15 of 163 tagged: 14 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 163 of 163, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.

Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.

• Do Current Language Models Support Code Intelligence for R Programming Language?
  10 Oct 2024 0 repositories listed
• TACO-RL: Task Aware Prompt Compression Optimization with Reinforcement Learning
  19 Sep 2024 0 repositories listed
• Icing on the Cake: Automatic Code Summarization at Ericsson
  19 Aug 2024 0 repositories listed
• DeepCodeProbe: Towards Understanding What Models Trained on Code Learn
  11 Jul 2024 0 repositories listed
• An Empirical Study on Capability of Large Language Models in Understanding Code Semantics
  4 Jul 2024 0 repositories listed
• ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization
  1 Jul 2024 0 repositories listed
• MALSIGHT: Exploring Malicious Source Code and Benign Pseudocode for Iterative Binary Malware Summarization
  26 Jun 2024 0 repositories listed
• Large Language Models for Code Summarization
  29 May 2024 0 repositories listed
• Calibration of Large Language Models on Code Summarization
  30 Apr 2024 0 repositories listed
• On Training a Neural Network to Explain Binaries
  30 Apr 2024 0 repositories listed
• Genetic Auto-prompt Learning for Pre-trained Code Intelligence Language Models
  20 Mar 2024 0 repositories listed
• Read between the lines -- Functionality Extraction From READMEs
  15 Mar 2024 0 repositories listed
• Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarization
  22 Feb 2024 0 repositories listed
• Transfer Attacks and Defenses for Large Language Models on Coding Tasks
  22 Nov 2023 0 repositories listed
• DocGen: Generating Detailed Parameter Docstrings in Python
  11 Nov 2023 0 repositories listed
• Exploring Large Language Models for Code Explanation
  25 Oct 2023 0 repositories listed
• Leveraging Deep Learning for Abstractive Code Summarization of Unofficial Documentation
  23 Oct 2023 0 repositories listed
• An Assessment of ChatGPT on Log Data
  14 Sep 2023 0 repositories listed
• Laminar: A New Serverless Stream-based Framework with Semantic Code Search and Code Completion
  1 Sep 2023 0 repositories listed
• EditSum: A Retrieve-and-Edit Framework for Source Code Summarization
  26 Aug 2023 0 repositories listed
• Benchmarking Causal Study to Interpret Large Language Models for Source Code
  23 Aug 2023 0 repositories listed
• AST-MHSA : Code Summarization using Multi-Head Self-Attention
  10 Aug 2023 0 repositories listed
• Natural Language Generation and Understanding of Big Code for AI-Assisted Programming: A Review
  4 Jul 2023 0 repositories listed
• Automatic Code Summarization via ChatGPT: How Far Are We?
  22 May 2023 0 repositories listed
• Towards Modeling Human Attention from Eye Movements for Neural Source Code Summarization
  16 May 2023 0 repositories listed
• Is ChatGPT the Ultimate Programming Assistant -- How far is it?
  24 Apr 2023 0 repositories listed
• Automatic Semantic Augmentation of Language Model Prompts (for Code Summarization)
  13 Apr 2023 0 repositories listed
• Exploring Distributional Shifts in Large Language Models for Code Analysis
  16 Mar 2023 0 repositories listed
• Greener yet Powerful: Taming Large Code Generation Models with Quantization
  9 Mar 2023 0 repositories listed
• Demystifying What Code Summarization Models Learned
  4 Mar 2023 0 repositories listed
• A Survey on Pretrained Language Models for Neural Code Intelligence
  20 Dec 2022 0 repositories listed
• Pre-Training Representations of Binary Code Using Contrastive Learning
  11 Oct 2022 0 repositories listed
• Towards Code Summarization of APIs Based on Unofficial Documentation Using NLP Techniques
  12 Aug 2022 0 repositories listed
• Few-shot training LLMs for project-specific code-summarization
  9 Jul 2022 0 repositories listed
• Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection
  17 Jun 2022 0 repositories listed
• Learning code summarization from a small and local dataset
  2 Jun 2022 0 repositories listed
• HierarchyNet: Learning to Summarize Source Code with Heterogeneous Representations
  31 May 2022 0 repositories listed
• Modeling Hierarchical Syntax Structure with Triplet Position for Source Code Summarization
  1 May 2022 0 repositories listed
• An Exploratory Study on Code Attention in BERT
  5 Apr 2022 0 repositories listed
• On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages
  5 Apr 2022 0 repositories listed
• Meta Learning for Code Summarization
  20 Jan 2022 0 repositories listed
• Code Summarization: Do Transformers Really Understand Code?
  16 Jan 2022 0 repositories listed
• Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages
  16 Jan 2022 0 repositories listed
• Multilingual training for Software Engineering
  3 Dec 2021 0 repositories listed
• AST-Transformer: Encoding Abstract Syntax Trees Efficiently for Code Summarization
  2 Dec 2021 0 repositories listed
• Can Neural Networks Understand Programs like Humans?
  16 Nov 2021 0 repositories listed
• Meta Learning for Code Summarization
  16 Nov 2021 0 repositories listed
• Retrieval-based Layer-wise Adaptive Transformer for Source Code Summarization
  16 Nov 2021 0 repositories listed
• Code Representation Learning with Prüfer Sequences
  14 Nov 2021 0 repositories listed
• Novel Natural Language Summarization of Program Code via Leveraging Multiple Input Representations
  1 Nov 2021 0 repositories listed
• Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy
  17 Sep 2021 0 repositories listed
• Learning Sequential and Structural Information for Source Code Summarization
  1 Aug 2021 0 repositories listed
• Cross-Lingual Transfer Learning for Statistical Type Inference
  1 Jul 2021 0 repositories listed
• Code Structure Guided Transformer for Source Code Summarization
  19 Apr 2021 0 repositories listed
• Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach
  21 Mar 2021 0 repositories listed
• WheaCha: A Method for Explaining the Predictions of Models of Code
  9 Feb 2021 0 repositories listed
• GN-Transformer: Fusing AST and Source Code information in Graph Networks
  1 Jan 2021 0 repositories listed
• Automatic Source Code Summarization via Reinforcement Learning
  14 Dec 2020 0 repositories listed
• Self-Supervised Contrastive Learning for Code Retrieval and Summarization via Semantic-Preserving Transformations
  6 Sep 2020 0 repositories listed
• A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks
  4 Jun 2020 0 repositories listed
• Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning
  24 Feb 2020 0 repositories listed
• A Convolutional Neural Network for Language-Agnostic Source Code Summarization
  29 Mar 2019 0 repositories listed
• Learning to Mine Aligned Code and Natural Language Pairs from Stack Overflow
  23 May 2018 0 repositories listed