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README.md

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[![Forks](https://img.shields.io/github/forks/DeepSoftwareAnalytics/Awesome-Issue-Resolution?style=for-the-badge&logo=github&color=blue)](https://github.com/DeepSoftwareAnalytics/Awesome-Issue-Resolution/fork)
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[![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)
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[![Paper](https://img.shields.io/badge/PAPER-PDF-4285F4?style=for-the-badge&logo=googledocs&logoColor=white)](https://deepsoftwareanalytics.github.io/Awesome-Issue-Resolution/paper/)
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[![arXiv](https://img.shields.io/badge/arXiv-2501.XXXXX-B31B1B?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/abs/XXXX.XXXXX)
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[![arXiv](https://img.shields.io/badge/arXiv-2601.11655-B31B1B?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2601.11655)
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[![Hugging Face](https://img.shields.io/badge/🤗_HF_Paper-2601.11655-FFD21E?style=for-the-badge&logo=huggingface&logoColor=000)](https://huggingface.co/papers/2601.11655)
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[![Tables](https://img.shields.io/badge/TABLES-Statistics-blue?style=for-the-badge&logo=databricks)](https://deepsoftwareanalytics.github.io/Awesome-Issue-Resolution/tables/)
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[![Contributors](https://img.shields.io/github/contributors/DeepSoftwareAnalytics/Awesome-Issue-Resolution?style=for-the-badge&color=green&logo=github)](https://github.com/DeepSoftwareAnalytics/Awesome-Issue-Resolution/graphs/contributors)
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![Papers Count](https://img.shields.io/badge/papers-176-green?style=for-the-badge&logo=googlescholar&logoColor=white)
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[**📖 Documentation Website**](https://deepsoftwareanalytics.github.io/Awesome-Issue-Resolution/) | [**📄 Full Paper**](https://deepsoftwareanalytics.github.io/Awesome-Issue-Resolution/paper/) | [**📋 Tables & Resources**](https://deepsoftwareanalytics.github.io/Awesome-Issue-Resolution/tables/)
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> 🤗 **HF Paper**: [https://huggingface.co/papers/2601.11655](https://huggingface.co/papers/2601.11655) (Upvotes appreciated! ⬆️)
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**🎙️ Interactive Exploration:**
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[![NotebookLM](https://img.shields.io/badge/🎧_NotebookLM-Listen_&_Explore-4285F4?style=for-the-badge&logo=google&logoColor=white)](https://notebooklm.google.com/notebook/2b70100e-9d5a-46db-96f5-6ccb7b53890a)
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If you use this project or related survey in your research or system, please cite the following:
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**Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.** (2026). *Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey*. TechRxiv. DOI: [10.36227/techrxiv.176779734.47868328/v2](https://doi.org/10.36227/techrxiv.176779734.47868328/v2)
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**Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.** (2026). *Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey*. arXiv preprint arXiv:2601.11655.
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**BibTeX:**
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```bibtex
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@article{li2026advances,
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title={Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
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title={Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey},
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author={Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin},
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journal={TechRxiv},
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journal={arXiv preprint arXiv:2601.11655},
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year={2026},
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page={1375056},
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dor={10.36227/techrxiv.176779734.47868328/v2},
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publisher={IEEE}
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eprint={2601.11655},
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archivePrefix={arXiv},
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primaryClass={cs.SE}
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}
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```
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docs/citation.bib

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@article{li2026advances,
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title={Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
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title={Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey},
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author={Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin},
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journal={TechRxiv},
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journal={arXiv preprint arXiv:2601.11655},
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year={2026},
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page={1375056},
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dor={10.36227/techrxiv.176779734.47868328/v2},
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publisher={IEEE}
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eprint={2601.11655},
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archivePrefix={arXiv},
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primaryClass={cs.SE}
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}

docs/cite.md

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## Formatted Citation
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**Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.** (2026). *Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey*. TechRxiv. DOI: [10.36227/techrxiv.176779734.47868328/v2](https://doi.org/10.36227/techrxiv.176779734.47868328/v2)
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**Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.** (2026). *Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey*. arXiv preprint arXiv:2601.11655.
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## BibTeX
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```bibtex
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@article{li2026advances,
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title={Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
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title={Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey},
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author={Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin},
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journal={TechRxiv},
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journal={arXiv preprint arXiv:2601.11655},
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year={2026},
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page={1375056},
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dor={10.36227/techrxiv.176779734.47868328/v2},
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publisher={IEEE}
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eprint={2601.11655},
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archivePrefix={arXiv},
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primaryClass={cs.SE}
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}
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```
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## Other Formats
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### APA
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Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al. (2026). Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey. *TechRxiv*.
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Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al. (2026). Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey. *arXiv preprint arXiv:2601.11655*.
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### MLA
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Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.. "Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey." *TechRxiv* (2026).
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Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.. "Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey." *arXiv preprint arXiv:2601.11655* (2026).
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docs/paper.md

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</div>
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<div class="paper-download">
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<a href="https://arxiv.org/abs/2601.11655" class="download-btn" target="_blank" rel="noopener noreferrer" style="margin-right: 10px;">
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<svg width="24" height="24" viewBox="0 0 24 24" fill="currentColor">
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</svg>
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View on arXiv
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</a>
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<a href="../Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey.pdf" class="download-btn" download>
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<svg width="24" height="24" viewBox="0 0 24 24" fill="currentColor">
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<path d="M19 9h-4V3H9v6H5l7 7 7-7zM5 18v2h14v-2H5z"/>
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```bibtex
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@article{li2026advances,
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title={Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
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title={Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey},
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author={Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin},
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journal={TechRxiv},
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journal={arXiv preprint arXiv:2601.11655},
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year={2026},
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page={1375056},
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dor={10.36227/techrxiv.176779734.47868328/v2},
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publisher={IEEE}
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eprint={2601.11655},
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archivePrefix={arXiv},
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primaryClass={cs.SE}
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}
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```
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Once published on arXiv or at a conference, please replace the entry with the official citation information (authors, DOI/arXiv ID, conference name, etc.).
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For the latest version, please visit: [https://arxiv.org/abs/2601.11655](https://arxiv.org/abs/2601.11655)
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<!-- END CITATION -->
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site/cite/index.html

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<h1 id="citation">Citation<a class="headerlink" href="#citation" title="Permanent link">&para;</a></h1>
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<p>If you find this survey helpful for your research or project, please consider citing our work:</p>
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<h2 id="formatted-citation">Formatted Citation<a class="headerlink" href="#formatted-citation" title="Permanent link">&para;</a></h2>
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<p><strong>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.</strong> (2026). <em>Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey</em>. TechRxiv. DOI: <a href="https://doi.org/10.36227/techrxiv.176779734.47868328/v2">10.36227/techrxiv.176779734.47868328/v2</a></p>
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<p><strong>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.</strong> (2026). <em>Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey</em>. arXiv preprint arXiv:2601.11655.</p>
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<h2 id="bibtex">BibTeX<a class="headerlink" href="#bibtex" title="Permanent link">&para;</a></h2>
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<div class="highlight"><pre><span></span><code><span class="nc">@article</span><span class="p">{</span><span class="nl">li2026advances</span><span class="p">,</span>
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<span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{TechRxiv}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2601.11655}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2026}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">page</span><span class="p">=</span><span class="s">{1375056}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">dor</span><span class="p">=</span><span class="s">{10.36227/techrxiv.176779734.47868328/v2}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">publisher</span><span class="p">=</span><span class="s">{IEEE}</span>
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<span class="w"> </span><span class="na">eprint</span><span class="p">=</span><span class="s">{2601.11655}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">archivePrefix</span><span class="p">=</span><span class="s">{arXiv}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">primaryClass</span><span class="p">=</span><span class="s">{cs.SE}</span>
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<span class="p">}</span>
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</code></pre></div>
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<h2 id="other-formats">Other Formats<a class="headerlink" href="#other-formats" title="Permanent link">&para;</a></h2>
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<h3 id="apa">APA<a class="headerlink" href="#apa" title="Permanent link">&para;</a></h3>
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<p>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al. (2026). Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey. <em>TechRxiv</em>.</p>
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<p>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al. (2026). Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey. <em>arXiv preprint arXiv:2601.11655</em>.</p>
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<h3 id="mla">MLA<a class="headerlink" href="#mla" title="Permanent link">&para;</a></h3>
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<p>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.. "Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey." <em>TechRxiv</em> (2026).</p>
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<p>Li, Caihua, Guo, Lianghong, Wang, Yanlin, et al.. "Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey." <em>arXiv preprint arXiv:2601.11655</em> (2026).</p>
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<hr />
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<h2 id="how-to-cite">How to Cite<a class="headerlink" href="#how-to-cite" title="Permanent link">&para;</a></h2>
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<ol>

site/paper/index.html

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<div class="paper-download">
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<a href="https://arxiv.org/abs/2601.11655" class="download-btn" target="_blank" rel="noopener noreferrer" style="margin-right: 10px;">
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<svg width="24" height="24" viewBox="0 0 24 24" fill="currentColor">
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<path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm-2 15l-5-5 1.41-1.41L10 14.17l7.59-7.59L19 8l-9 9z"/>
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</svg>
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View on arXiv
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</a>
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<a href="../Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey.pdf" class="download-btn" download>
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<svg width="24" height="24" viewBox="0 0 24 24" fill="currentColor">
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<path d="M19 9h-4V3H9v6H5l7 7 7-7zM5 18v2h14v-2H5z"/>
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<!-- START CITATION -->
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<p>If you use this project or related survey in your research or system, please cite the following BibTeX:</p>
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<div class="highlight"><pre><span></span><code><span class="nc">@article</span><span class="p">{</span><span class="nl">li2026advances</span><span class="p">,</span>
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<span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">title</span><span class="p">=</span><span class="s">{Advances and Frontiers of LLM-based Issue Resolution in Software Engineering: A Comprehensive Survey}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">author</span><span class="p">=</span><span class="s">{Li, Caihua and Guo, Lianghong and Wang, Yanlin and Guo, Daya and Tao, Wei and Shan, Zhenyu and Liu, Mingwei and Chen, Jiachi and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{TechRxiv}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">journal</span><span class="p">=</span><span class="s">{arXiv preprint arXiv:2601.11655}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">year</span><span class="p">=</span><span class="s">{2026}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">publisher</span><span class="p">=</span><span class="s">{IEEE}</span>
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<span class="w"> </span><span class="na">eprint</span><span class="p">=</span><span class="s">{2601.11655}</span><span class="p">,</span>
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<span class="w"> </span><span class="na">primaryClass</span><span class="p">=</span><span class="s">{cs.SE}</span>
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<span class="p">}</span>
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</code></pre></div>
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<p>Once published on arXiv or at a conference, please replace the entry with the official citation information (authors, DOI/arXiv ID, conference name, etc.).</p>
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<p>For the latest version, please visit: <a href="https://arxiv.org/abs/2601.11655">https://arxiv.org/abs/2601.11655</a></p>
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<!-- END CITATION -->
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