Added citation

README.md

@@ -1,35 +1,32 @@
-# Hugging Face Dataset Exporter
-
-This script exports data from a Postgres database to a Hugging Face dataset in Parquet format.
-
-## Setup
-
-1.  **Install dependencies:**
-
-    Navigate to this directory and install the required Python packages.
-
-    ```bash
-    pip install -r requirements.txt
-    ```
-
-2.  **Set environment variables:**
-
-    The script uses environment variables for database credentials. You can set them in your shell or use a `.env` file.
-
-    ```bash
-    export DB_USER="your_db_user"
-    export DB_PASSWORD="your_db_password"
-    export DB_HOST="localhost"
-    export DB_PORT="5432"
-    export DB_NAME="your_db_name"
-    ```
-
-## Usage
-
-Run the script from the root of the repository:
-
-```bash
-python scripts/hf_export/export.py --output_dir /path/to/your/dataset
-```
-
-The script will create a directory at the specified output path containing the dataset in Parquet format. If `--output_dir` is not provided, it will save to `hf_dataset` in the current working directory. 
+---
+configs:
+- config_name: submissions
+  data_files: "submissions.parquet"
+- config_name: successful_submissions
+  data_files: "successful_submissions.parquet"
+- config_name: leaderboards
+  data_files: "leaderboards.parquet"
+license: mit
+citation: |
+  @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}
+  }
+---
+
+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}
+}
+```