Upload README.md

README.md

@@ -293,26 +293,34 @@ behind every task.
 
 Contact: [humanedgetech.ai](https://humanedgetech.ai)
 
-## License
+## License & Citation
 
 Released under [**CC BY-NC 4.0**](https://creativecommons.org/licenses/by-nc/4.0/)
-(Creative Commons Attribution-NonCommercial 4.0 International).
+(Creative Commons Attribution-NonCommercial 4.0 International). Free to use, share, and adapt for
+non-commercial purposes with attribution.
 
-**You may**, at no cost:
-
-- Use the dataset to evaluate, benchmark, and audit models
-- Share and redistribute it, in whole or in part
-- Adapt it — build derived rubrics, translate it, extend the schema — and publish those adaptations
-
-**Conditions:**
-
-- **Attribution.** Credit Human Edge and link back to this dataset.
-- **NonCommercial.** Commercial use requires a separate license. This includes training or
-  fine-tuning models that are sold or offered as a paid service.
-
-**Commercial use, including model training:** contact Human Edge at
+**Commercial use, including training or fine-tuning models that are sold or offered as a paid
+service, requires a separate license.** Contact Human Edge at
 [humanedgetech.ai](https://humanedgetech.ai). Commercial terms are readily available, and we
 license the full corpus and custom expert-authored datasets in other professional domains.
 
 Nothing in this license grants rights in the third-party statutes, regulations, and court opinions
 cited within the tasks; those remain governed by their own terms.
+
+If you use this dataset, please cite it:
+
+```bibtex
+@misc{humanedgeai2026legalreasoning,
+  title        = {Human Edge Legal Reasoning Evaluation: Showcase Sample},
+  author       = {{Human Edge}},
+  year         = {2026},
+  publisher    = {Hugging Face},
+  howpublished = {Hugging Face dataset repository},
+  url          = {https://huggingface.co/datasets/HumanEdgeAI/LegalReasoning},
+  note         = {Rubric-based expert evaluation dataset for legal reasoning,
+                  CC BY-NC 4.0}
+}
+```
+
+Human Edge. *Human Edge Legal Reasoning Evaluation: Showcase Sample.* Hugging Face, 2026.
+https://huggingface.co/datasets/HumanEdgeAI/LegalReasoning