Add Active-SWE paper, project page, and logo to dataset card

README.md

@@ -10,6 +10,7 @@ tags:
 - code-review
 - software-engineering
 - docker
+- arxiv:2608.04682
 configs:
 - config_name: main
   data_files:
@@ -21,6 +22,16 @@ configs:
 
 # Active-SWE
 
+<p align="center">
+  <img src="https://huggingface.co/datasets/XLearning-SCU/Active-SWE/resolve/main/assets/Active-SWE.png" alt="Active-SWE" width="760">
+</p>
+
+<p align="center">
+  <a href="https://hbinli.github.io/Active-SWE/?v=73ecd04"><b>Project Page</b></a> |
+  <a href="https://arxiv.org/abs/2608.04682"><b>arXiv</b></a> |
+  <a href="https://arxiv.org/pdf/2608.04682"><b>PDF</b></a>
+</p>
+
 Active-SWE is a proactive bug-fixing benchmark for evaluating whether a coding
 model can find and repair functional bugs from a set of files selected for
 review. It is designed for local Docker-based evaluation and is different from
@@ -127,9 +138,31 @@ The denominator is the number of rows supplied to the corresponding run. The
 release harness preserves one output row per input instance, including rows
 that fail during generation or evaluation.
 
+## Paper
+
+**[Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports](https://arxiv.org/abs/2608.04682)**
+
+Haobin Li, Ping Deng, Weizhong Qian, Liang Jiang, Zhenyu Huang, Mouxing Yang, and Xi Peng.
+
+Active-SWE evaluates coding agents on proactively discovering and fixing bugs without issue-report guidance. The benchmark contains 1,663 tasks across six bug categories and eight programming languages, including both single-bug and multi-bug evaluation settings.
+
+- Project page: https://hbinli.github.io/Active-SWE/?v=73ecd04
+- Paper: https://arxiv.org/abs/2608.04682
+- PDF: https://arxiv.org/pdf/2608.04682
+
 ## Citation and source licenses
 
-Please cite the Active-SWE paper when using this dataset. The source
-repositories represented in the benchmark retain their respective licenses;
-users are responsible for complying with those licenses when inspecting or
-redistributing source code and patches.
+Please cite the Active-SWE paper when using this dataset:
+
+```bibtex
+@article{li2026activeswe,
+  title={Active-SWE: Benchmarking Coding Agents for Proactive Bug Fixing without Issue Reports},
+  author={Li, Haobin and Deng, Ping and Qian, Weizhong and Jiang, Liang and Huang, Zhenyu and Yang, Mouxing and Peng, Xi},
+  journal={arXiv preprint arXiv:2608.04682},
+  year={2026}
+}
+```
+
+The source repositories represented in the benchmark retain their respective
+licenses; users are responsible for complying with those licenses when
+inspecting or redistributing source code and patches.