Update README.md

README.md

@@ -1,25 +1,28 @@
----
-configs:
-- config_name: submissions
-  data_files: "submissions.parquet"
-- config_name: successful_submissions
-  data_files: "successful_submissions.parquet"
-- config_name: leaderboards
-  data_files: "leaderboards.parquet"
-tags:
-- code
-license: mit
----
-
-If you use GPUMODE/amd-kernels-2025 in your work, please cite:
-
-```bibtex
-@inproceedings{
-  zhang2025kernelbot,
-  title={KernelBot: A Competition Platform for Writing Heterogeneous {GPU} Code},
-  author={Alex L Zhang and Matej Sirovatka and Erik Schultheis and Benjamin Horowitz and Mark Saroufim},
-  booktitle={Championing Open-source DEvelopment in ML Workshop @ ICML25},
-  year={2025},
-  url={https://openreview.net/forum?id=bq9U4dmuyJ}
-}
+---
+configs:
+- config_name: submissions
+  data_files: "submissions.parquet"
+- config_name: successful_submissions
+  data_files: "successful_submissions.parquet"
+- config_name: leaderboards
+  data_files: "leaderboards.parquet"
+tags:
+- code
+license: mit
+---
+
+This is the dataset that was created from the AMD $100K kernel competition, it contains roughly 40K kernels for fp8-gemm, moe and mla optimized to run on MI300 https://www.datamonsters.com/amd-developer-challenge-2025
+Learn more at gpumode.com/news
+
+If you use this dataset in your work, please cite:
+
+```bibtex
+@inproceedings{
+  zhang2025kernelbot,
+  title={KernelBot: A Competition Platform for Writing Heterogeneous {GPU} Code},
+  author={Alex L Zhang and Matej Sirovatka and Erik Schultheis and Benjamin Horowitz and Mark Saroufim},
+  booktitle={Championing Open-source DEvelopment in ML Workshop @ ICML25},
+  year={2025},
+  url={https://openreview.net/forum?id=bq9U4dmuyJ}
+}
 ```