docs: update info

NoraNotDora · NoraNotDora · commit e5716c34211f · 2026-01-05T17:17:53.000+08:00
diff --git a/docs/index.md b/docs/index.md
@@ -2,7 +2,7 @@
 
 <div class="hero-section">
     <h1 class="hero-title">✨ Awesome Issue Resolution</h1>
-    <p class="hero-subtitle">Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey</p>
+    <p class="hero-subtitle">Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey</p>
     
     <!-- Dynamic Badges -->
     <div class="hero-badges-dynamic">
diff --git a/docs/overrides/main.html b/docs/overrides/main.html
@@ -5,7 +5,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/docs/paper.md b/docs/paper.md
@@ -19,7 +19,7 @@
 
 ## Paper Information
 
-**Title**: Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey
+**Title**: Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey
 
 **Authors**: Caihua Li, Lianghong Guo, Yanlin Wang, Wei Tao, Zhenyu Shan, Mingwei Liu, Jiachi Chen, Haoyu Song, Duyu Tang, Hongyu Zhang, Zibin Zheng
 
@@ -33,7 +33,7 @@ If you use this project or related survey in your research or system, please cit
 
 ```bibtex
 @misc{li2025awesome_issue_resolution,
-    title       = {Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
+    title       = {Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey},
     author      = {Caihua Li and Lianghong Guo and Yanlin Wang and Daya Guo and Wei Tao and Zhenyu Shan and Mingwei Liu and Jiachi Chen and Haoyu Song and Duyu Tang and Hongyu Zhang and Zibin Zheng},
     year        = {2025},
     howpublished = {\url{https://github.com/DeepSoftwareAnalytics/Awesome-Issue-Resolution}}
diff --git a/mkdocs.yml b/mkdocs.yml
@@ -1,5 +1,5 @@
 site_name: Awesome Issue Resolution
-site_description: Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey
+site_description: Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey
 site_url: https://DeepSoftwareAnalytics.github.io/Awesome-Issue-Resolution/
 
 repo_name: DeepSoftwareAnalytics/Awesome-Issue-Resolution
diff --git a/site/404.html b/site/404.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -59,7 +59,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/about/index.html b/site/about/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -65,7 +65,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/analysis/index.html b/site/analysis/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -61,7 +61,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/cite/index.html b/site/cite/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -63,7 +63,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/data/index.html b/site/data/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -61,7 +61,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/index.html b/site/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -63,7 +63,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
@@ -973,7 +973,7 @@
 <h1 id="awesome-issue-resolution">✨ Awesome Issue Resolution<a class="headerlink" href="#awesome-issue-resolution" title="Permanent link">&para;</a></h1>
 <div class="hero-section">
     <h1 class="hero-title">✨ Awesome Issue Resolution</h1>
-    <p class="hero-subtitle">Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey</p>
+    <p class="hero-subtitle">Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey</p>
 
     <!-- Dynamic Badges -->
     <div class="hero-badges-dynamic">
diff --git a/site/methods/index.html b/site/methods/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -61,7 +61,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/overrides/main.html b/site/overrides/main.html
@@ -5,7 +5,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
diff --git a/site/paper/index.html b/site/paper/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -65,7 +65,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
@@ -673,14 +673,14 @@ <h2 id="paper-preview">Paper Preview<a class="headerlink" href="#paper-preview"
 
 <hr />
 <h2 id="paper-information">Paper Information<a class="headerlink" href="#paper-information" title="Permanent link">&para;</a></h2>
-<p><strong>Title</strong>: Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey</p>
+<p><strong>Title</strong>: Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey</p>
 <p><strong>Authors</strong>: Caihua Li, Lianghong Guo, Yanlin Wang, Wei Tao, Zhenyu Shan, Mingwei Liu, Jiachi Chen, Haoyu Song, Duyu Tang, Hongyu Zhang, Zibin Zheng</p>
 <p><strong>Institutions</strong>: Sun Yat-sen University, Independent Researcher, Hangzhou Normal University, Zhejiang University, Huawei Technologies Co, Ltd, Chongqing University</p>
 <p><strong>Abstract</strong>: Issue resolution, a complex Software Engineering (SWE) task integral to real-world development, has emerged as a compelling challenge for artificial intelligence. The establishment of benchmarks like SWE-bench revealed this task as profoundly difficult for large language models, thereby significantly accelerating the evolution of autonomous coding agents. This paper presents a systematic survey of this emerging domain. We begin by examining data construction pipelines, covering automated collection and synthesis approaches. We then provide a comprehensive analysis of methodologies, spanning training-free frameworks with their modular components to training-based techniques, including supervised fine-tuning and reinforcement learning. Subsequently, we discuss critical analyses of data quality and agent behavior, alongside practical applications. Finally, we identify key challenges and outline promising directions for future research. An open-source repository is maintained at https://github.com/DeepSoftwareAnalytics/Awesome-Issue-Resolution to serve as a dynamic resource in this field.</p>
 <h3 id="citation">Citation<a class="headerlink" href="#citation" title="Permanent link">&para;</a></h3>
 <p>If you use this project or related survey in your research or system, please cite the following BibTeX:</p>
 <div class="highlight"><pre><span></span><code><span class="nc">@misc</span><span class="p">{</span><span class="nl">li2025awesome_issue_resolution</span><span class="p">,</span>
-<span class="w">    </span><span class="na">title</span><span class="w">       </span><span class="p">=</span><span class="w"> </span><span class="s">{Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey}</span><span class="p">,</span>
+<span class="w">    </span><span class="na">title</span><span class="w">       </span><span class="p">=</span><span class="w"> </span><span class="s">{Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey}</span><span class="p">,</span>
 <span class="w">    </span><span class="na">author</span><span class="w">      </span><span class="p">=</span><span class="w"> </span><span class="s">{Caihua Li and Lianghong Guo and Yanlin Wang and Daya Guo and Wei Tao and Zhenyu Shan and Mingwei Liu and Jiachi Chen and Haoyu Song and Duyu Tang and Hongyu Zhang and Zibin Zheng}</span><span class="p">,</span>
 <span class="w">    </span><span class="na">year</span><span class="w">        </span><span class="p">=</span><span class="w"> </span><span class="s">{2025}</span><span class="p">,</span>
 <span class="w">    </span><span class="na">howpublished</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{\url{https://github.com/DeepSoftwareAnalytics/Awesome-Issue-Resolution}}</span>
diff --git a/site/search/search_index.json b/site/search/search_index.json
diff --git a/site/tables/index.html b/site/tables/index.html
@@ -6,7 +6,7 @@
       <meta charset="utf-8">
       <meta name="viewport" content="width=device-width,initial-scale=1">
       
-        <meta name="description" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering - A Comprehensive Survey">
+        <meta name="description" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
       
       
       
@@ -65,7 +65,7 @@
   <meta name="google-site-verification" content="kY09r4MFXCxi7ePTXcTfRfWPG8Tsf2F2hDVOLlqMUPQ" />
   
   <!-- Google Scholar Meta Tags -->
-  <meta name="citation_title" content="Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey">
+  <meta name="citation_title" content="Advances and Frontiers of LLM-based Issue Resolution in Software Engineering A Comprehensive Survey">
   
   <!-- Authors -->
   <meta name="citation_author" content="Li, Caihua">
