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[Codefuse开源轻训营] Add papers from FSE 2024, 2025 #222

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[Codefuse开源轻训营] Add papers from FSE 2024, 2025#222
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@Geralt-Targaryen
Geralt-Targaryen
opened on Oct 30, 2025

Your task is to find code LLM papers from FSE 2024 and FSE 2025, and add them to the most relevant section following the format of existing entries.

The criteria for inclusion are:

The paper makes non-trivial contributions to the field of natural language processing, artificial intelligence, or software engineering in one of the following aspects: 1) publicly accessible models, 2) new data resources, 3) novel training/inference algorithms, 4) empirical analysis with novel insights, 5) application to novel tasks.

Use the URL for arXiv abstract page (in the format https://arxiv.org/abs/xxxx.xxxxx) whenever available, since papers from conference sites are not always accessible to everyone.

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  1. Geralt-Targaryen
    added
    OSS-Easy
    on Oct 30, 2025

  2. jingjin-dev commented on Dec 2, 2025

    @jingjin-dev
    jingjin-dev
    on Dec 2, 2025
    Date Venue Benchmark/Keywords Source
    2024-03 FSE 2025 large language model, LLM, language model, AI, SE, ide "ChatDBG: Augmenting Debugging with Large Language Models" [paper]
    2024-12 33rd ACM International Conference on the Foundations of Software Engineering (FSE Companion '25), June 23--28, 2025, Trondheim, Norway LLM, software engineering, SE, software engineering "Quantifying the benefits of code hints for refactoring deprecated Java APIs" [paper]
    2025-04 Companion Proceedings of the 33rd ACM International Conference on the Foundations of Software Engineering (FSE'25 Industry Track), June 2025 code LLM, large language model, LLM, language model, code llm, pre-training, AI, software engineering, SE, programming languages, source code, software engineering, ide "Risk Assessment Framework for Code LLMs via Leveraging Internal States" [paper]

  3. fluoryyn-art commented on Dec 5, 2025

    @fluoryyn-art
    fluoryyn-art
    on Dec 5, 2025

    Decoder

    • "ChatCoder: Chat-based Refine Requirement Improves LLMs' Code Generation" [2024-11] [paper]

    Code Translation

    • "Exploring Parameter-Efficient Fine-Tuning of Large Language Models for Code Generation" [2024-12] [paper]

    Code Review

    • "Evaluating Large Language Models for Code Review" [2025-05] [paper]

  4. bbkx226 commented on Dec 7, 2025

    @bbkx226
    bbkx226
    on Dec 7, 2025
    Date Venue Benchmark/Keywords Source
    2025-03 FSE 2025 - "Collaboration is all you need: LLM Assisted Safe Code Translation" [paper]
    2025-04 FSE 2025 Software Engineering, Programming Languages, Large Language Models (LLMs) "Harden and Catch for Just-in-Time Assured LLM-Based Software Testing: Open Research Challenges" [paper]
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