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README.md

@@ -8,10 +8,10 @@ dataset_info:
     dtype: binary
   splits:
   - name: train
-    num_bytes: 44211099
+    num_bytes: 44246842
     num_examples: 9644
-  download_size: 44211099
-  dataset_size: 44211099
+  download_size: 44246842
+  dataset_size: 44246842
 ---
 
 # CodeContests
@@ -21,8 +21,9 @@ A dataset of **9,644** code contest tasks with sandbox environments and tests, f
 ## Dataset Description
 
 - **Source:** [DCAgent/code-contests-sandboxes-with-tests](https://huggingface.co/datasets/DCAgent/code-contests-sandboxes-with-tests)
+- **Original dataset:** [deepmind/code_contests](https://huggingface.co/datasets/deepmind/code_contests)
 
-Each row contains a task directory packed as a tar archive with instructions, environment (Dockerfile), and test verifiers.
+This dataset repackages the [CodeContests](https://github.com/google-deepmind/code_contests) competitive programming benchmark into the Harbor task format. Each row contains a task directory packed as a tar archive with instructions, environment (Dockerfile), and test verifiers suitable for agentic RL training with sandboxed execution.
 
 ## Schema
 
@@ -52,3 +53,33 @@ python examples/harbor/prepare_harbor_dataset.py --dataset open-thoughts/CodeCon
 ```
 
 This will download and extract the tasks to `~/data/harbor/CodeContests/`.
+
+## Citation
+
+If you use this dataset, please cite the original CodeContests paper:
+
+```bibtex
+@article{li2022competition,
+  title={Competition-Level Code Generation with AlphaCode},
+  author={Li, Yujia and Choi, David and Chung, Junyoung and Kushman, Nate and Schrittwieser, Julian and Leblond, R{\'e}mi and Eccles, Tom and Keeling, James and Gimeno, Felix and Dal Lago, Agustin and Hubert, Thomas and Choy, Peter and de Masson d'Autume, Cyprien and Babuschkin, Igor and Chen, Xinyun and Huang, Po-Sen and Welbl, Johannes and Gowal, Sven and Cherepanov, Alexey and Molloy, James and Mankowitz, Daniel J. and Sutherland Robson, Esme and Kohli, Pushmeet and de Freitas, Nando and Kavukcuoglu, Koray and Vinyals, Oriol},
+  journal={Science},
+  volume={378},
+  number={6624},
+  pages={1092--1097},
+  year={2022},
+  publisher={American Association for the Advancement of Science},
+  doi={10.1126/science.abq1158}
+}
+```
+
+And the OpenThoughts-Agent project:
+
+```bibtex
+@misc{openthoughts-agent,
+  author = {Team, OpenThoughts-Agent},
+  month = Dec,
+  title = {{OpenThoughts-Agent}},
+  howpublished = {https://www.openthoughts.ai/blog/agent},
+  year = {2025}
+}
+```