docs: update info

Author: NoraNotDora

README.md

@@ -556,7 +556,6 @@ The application of LLMs in the programming domain has witnessed explosive growth
 - **Repository-Level Code Completion**: [RLCoder: Reinforcement Learning for Repository-Level Code Completion](https://doi.org/10.1109/ICSE55347.2025.00014)
 - **Domain-Specific Benchmarks**: [Top General Performance = Top Domain Performance? DomainCodeBench](https://arxiv.org/abs/2412.18573)
 - **Long-Context Code Models**: [Long Code Arena](https://arxiv.org/abs/2406.11612)
-- **Repository-Level Generation**: [FEA-Bench](https://aclanthology.org/2025.acl-long.839/)
 - **Multitask Fine-Tuning**: [MFTCoder: Boosting Code LLMs with Multitask Fine-Tuning](https://doi.org/10.1145/3637528.3671609)
 - **RAG for Code**: [RAG or Fine-tuning? A Comparative Study on LCMs-based Code Completion in Industry](https://doi.org/10.1145/3696630.3728549), [Repoformer: Selective Retrieval for Repository-Level Code Completion](https://openreview.net/forum?id=ZUnIGtP0Nf), [CodeRAG-Bench](https://aclanthology.org/2025.findings-naacl.176/)
 - **Code Generation Survey**: [A Survey on Large Language Models for Code Generation](https://doi.org/10.1145/3747588)

docs/paper.md

@@ -29,17 +29,22 @@
 
 ### Citation
 
+<!-- START CITATION -->
 If you use this project or related survey in your research or system, please cite the following BibTeX:
 
 ```bibtex
-@misc{li2025awesome_issue_resolution,
-    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}}
+@article{li2026advances,
+  title={Advances, Frontiers, and Future of Issue Resolution in Software Engineering: A Comprehensive Survey},
+  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 Liu, Runze and Song, Haoyu and Tang, Duyu and Zhang, Hongyu and Zheng, Zibin},
+  journal={TechRxiv},
+  year={2026},
+  page={1375056},
+  dor={10.36227/techrxiv.176779734.47868328/v2},
+  publisher={IEEE}
 }
 ```
 
 Once published on arXiv or at a conference, please replace the entry with the official citation information (authors, DOI/arXiv ID, conference name, etc.).
+<!-- END CITATION -->
 
 

docs/stylesheets/custom.css

@@ -1,5 +1,5 @@
 /* ============================================
-   Awesome Issue Resolution - 匹配原网站样式
+   Awesome Issue Resolution - Custom Styles
    https://noranotdora.github.io/
    ============================================ */
 
@@ -37,15 +37,15 @@
 }
 
 /* ============================================
-   Header & Tabs - 深蓝色渐变
+   Header & Tabs - Deep Blue Gradient
    ============================================ */
 .md-header {
   background: linear-gradient(135deg, #1e40af 0%, #1e3a8a 100%) !important;
   box-shadow: var(--shadow);
 }
 
 /* ============================================
-   Hero Section - 紫色渐变
+   Hero Section - Purple Gradient
    ============================================ */
 .hero-section {
   background: linear-gradient(135deg, #667eea 0%, #764ba2 25%, #f093fb 50%, #4facfe 75%, #00f2fe 100%);
@@ -164,7 +164,7 @@
 
 .hero-badges-dynamic img {
   height: 28px;
-  border-radius: 4px;
+  border-radius: 14px;
 }
 
 /* Quick Navigation Pills */
@@ -227,7 +227,7 @@
   }
 }
 
-/* Top Navigation Tabs - 深蓝色渐变 */
+/* Top Navigation Tabs - Deep Blue Gradient */
 .md-tabs {
   background: linear-gradient(135deg, #1e3a8a 0%, #172554 100%) !important;
 }
@@ -243,26 +243,32 @@
   opacity: 1;
 }
 
-/* 隐藏右侧 TOC 导航 */
+/* Hide right sidebar - TOC integrated into left sidebar */
 .md-sidebar--secondary {
   display: none !important;
 }
 
-/* 左侧导航栏标题改为 Table of contents */
-.md-nav--primary .md-nav__title {
-  display: none;
+/* Expand all navigation items in left sidebar */
+.md-nav__item--nested .md-nav {
+  display: block !important;
+  max-height: none !important;
 }
 
-.md-nav--primary > .md-nav__list::before {
-  content: "Table of contents";
-  display: block;
-  font-weight: 700;
-  font-size: 0.7rem;
-  text-transform: uppercase;
-  color: var(--md-default-fg-color--light);
-  padding: 0 0.6rem 0.4rem;
-  margin-bottom: 0.4rem;
-  letter-spacing: 0.05em;
+.md-nav__toggle ~ .md-nav {
+  display: block !important;
+}
+
+/* Ensure all TOC items in left sidebar are visible */
+.md-sidebar--primary .md-nav--secondary {
+  display: block !important;
+}
+
+.md-sidebar--primary .md-nav__list {
+  display: block !important;
+}
+
+.md-sidebar--primary .md-nav__item {
+  display: block !important;
 }
 
 /* Hide the duplicate H1 title */
@@ -358,12 +364,12 @@
   font-weight: 600;
 }
 
-/* 论文链接徽章样式 */
+/* Paper link badge styles - Rounded corners */
 .md-typeset ul li a img {
   height: 20px;
   vertical-align: middle;
   margin-left: 6px;
-  border-radius: 3px;
+  border-radius: 12px;
   transition: transform 0.2s ease, opacity 0.2s ease;
 }
 
@@ -372,7 +378,7 @@
   opacity: 0.85;
 }
 
-/* 链接样式 */
+/* Link styles */
 .md-typeset ul li a {
   text-decoration: none;
   border-bottom: none;
@@ -588,6 +594,7 @@
   vertical-align: middle;
   height: 18px;
   margin: 0 2px;
+  border-radius: 9px;
 }
 
 /* Table captions (italic text before table) */

mkdocs.yml

@@ -30,8 +30,9 @@ theme:
     - content.code.copy
     - search.suggest
     - search.highlight
-    - toc.follow
+    - toc.integrate
     - navigation.indexes
+    - navigation.expand
   icon:
     repo: fontawesome/brands/github
 

scripts/generate_citation.py

@@ -251,6 +251,33 @@ def main():
     update_cite_page(bib_data)
     print()
 
+    # Update paper.md
+    print("📝 Updating docs/paper.md...")
+    paper_path = ROOT / "docs" / "paper.md"
+    if paper_path.exists():
+        try:
+            content = paper_path.read_text(encoding='utf-8')
+            bibtex_str = generate_bibtex_block(CITATION_BIB)
+            citation_block = f"""If you use this project or related survey in your research or system, please cite the following BibTeX:
+
+```bibtex
+{bibtex_str}
+```
+
+Once published on arXiv or at a conference, please replace the entry with the official citation information (authors, DOI/arXiv ID, conference name, etc.)."""
+            
+            pattern = re.compile(r'(<!-- START CITATION -->).*?(<!-- END CITATION -->)', re.DOTALL)
+            new_content = pattern.sub(f'\\1\n{citation_block}\n\\2', content)
+            
+            if new_content != content:
+                paper_path.write_text(new_content, encoding='utf-8')
+                print("✓ Updated citation in paper.md")
+            else:
+                print("[WARN] Citation markers not found in paper.md")
+        except Exception as e:
+            print(f"[ERROR] Failed to update paper.md: {e}")
+    print()
+    
     print("=" * 70)
     print("  ✅ Citation generation complete!")
     print("=" * 70)

site/404.html

@@ -375,7 +375,9 @@
 
 
 
-<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  
+
+<nav class="md-nav md-nav--primary md-nav--lifted md-nav--integrated" aria-label="Navigation" data-md-level="0">
   <label class="md-nav__title" for="__drawer">
     <a href="/Awesome-Issue-Resolution/." title="Awesome Issue Resolution" class="md-nav__button md-logo" aria-label="Awesome Issue Resolution" data-md-component="logo">
 
@@ -542,24 +544,6 @@
               </div>
 
 
-              
-              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
-                <div class="md-sidebar__scrollwrap">
-                  <div class="md-sidebar__inner">
-                    
-
-  
-
-<nav class="md-nav md-nav--secondary" aria-label="On this page">
-  
-  
-  
-  
-</nav>
-                  </div>
-                </div>
-              </div>
-            
 
 
             <div class="md-content" data-md-component="content">
@@ -610,7 +594,7 @@ <h1>404 - Not found</h1>
 
 
 
-      <script id="__config" type="application/json">{"annotate": null, "base": "/Awesome-Issue-Resolution/", "features": ["navigation.instant", "navigation.tracking", "navigation.top", "navigation.tabs", "navigation.tabs.sticky", "content.code.copy", "search.suggest", "search.highlight", "toc.follow", "navigation.indexes"], "search": "/Awesome-Issue-Resolution/assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
+      <script id="__config" type="application/json">{"annotate": null, "base": "/Awesome-Issue-Resolution/", "features": ["navigation.instant", "navigation.tracking", "navigation.top", "navigation.tabs", "navigation.tabs.sticky", "content.code.copy", "search.suggest", "search.highlight", "toc.integrate", "navigation.indexes", "navigation.expand"], "search": "/Awesome-Issue-Resolution/assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
 
 
       <script src="/Awesome-Issue-Resolution/assets/javascripts/bundle.e71a0d61.min.js"></script>

site/about/index.html

@@ -388,7 +388,9 @@
 
 
 
-<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
+  
+
+<nav class="md-nav md-nav--primary md-nav--lifted md-nav--integrated" aria-label="Navigation" data-md-level="0">
   <label class="md-nav__title" for="__drawer">
     <a href=".." title="Awesome Issue Resolution" class="md-nav__button md-logo" aria-label="Awesome Issue Resolution" data-md-component="logo">
 
@@ -670,100 +672,6 @@
               </div>
 
 
-              
-              <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
-                <div class="md-sidebar__scrollwrap">
-                  <div class="md-sidebar__inner">
-                    
-
-  
-
-<nav class="md-nav md-nav--secondary" aria-label="On this page">
-  
-  
-  
-    
-  
-  
-    <label class="md-nav__title" for="__toc">
-      <span class="md-nav__icon md-icon"></span>
-      On this page
-    </label>
-    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
-      
-        <li class="md-nav__item">
-  <a href="#about-this-project" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        About This Project
-      
-    </span>
-  </a>
-  
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#key-features" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Key Features
-      
-    </span>
-  </a>
-  
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#contribution-guide" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Contribution Guide
-      
-    </span>
-  </a>
-  
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#acknowledgements" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Acknowledgements
-      
-    </span>
-  </a>
-  
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#interactive-exploration" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Interactive Exploration
-      
-    </span>
-  </a>
-  
-</li>
-      
-        <li class="md-nav__item">
-  <a href="#contact-us" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Contact Us
-      
-    </span>
-  </a>
-  
-</li>
-      
-    </ul>
-  
-</nav>
-                  </div>
-                </div>
-              </div>
-            
 
 
             <div class="md-content" data-md-component="content">
@@ -878,7 +786,7 @@ <h2 id="contact-us">Contact Us<a class="headerlink" href="#contact-us" title="Pe
 
 
 
-      <script id="__config" type="application/json">{"annotate": null, "base": "..", "features": ["navigation.instant", "navigation.tracking", "navigation.top", "navigation.tabs", "navigation.tabs.sticky", "content.code.copy", "search.suggest", "search.highlight", "toc.follow", "navigation.indexes"], "search": "../assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
+      <script id="__config" type="application/json">{"annotate": null, "base": "..", "features": ["navigation.instant", "navigation.tracking", "navigation.top", "navigation.tabs", "navigation.tabs.sticky", "content.code.copy", "search.suggest", "search.highlight", "toc.integrate", "navigation.indexes", "navigation.expand"], "search": "../assets/javascripts/workers/search.7a47a382.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
 
 
       <script src="../assets/javascripts/bundle.e71a0d61.min.js"></script>