Update README.md to include detailed dataset description, related papers, and remove Hugging Face upload instructions.

README.md

@@ -10,7 +10,12 @@ tags:
 
 # Student Memory Logs Dataset
 
-This dataset contains student memory logs for spaced repetition learning systems.
+This dataset contains the 220 million MaiMemo student memory behavior logs used in experiments by Junyao Ye, Jingyong Su, & Yilong Cao (2022). For more details and replication source code, visit: https://github.com/maimemo/SSP-MMC and https://github.com/maimemo/SSP-MMC-Plus.
+
+Related papers:
+
+- Junyao Ye, Jingyong Su, and Yilong Cao. 2022. A Stochastic Shortest Path Algorithm for Optimizing Spaced Repetition Scheduling. In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. ACM, 4381–4390.doi: 10.1145/3534678.3539081
+- J. Su, J. Ye, L. Nie, Y. Cao and Y. Chen, "Optimizing Spaced Repetition Schedule by Capturing the Dynamics of Memory," in IEEE Transactions on Knowledge and Data Engineering. doi 10.1109/TKDE.2023.3251721
 
 ## Dataset Files
 
@@ -19,38 +24,6 @@ This dataset contains student memory logs for spaced repetition learning systems
 - `opensource_dataset_forgetting_curve.tsv`: Forgetting curve data
 - `opensource_dataset_offset.tsv`: Offset-related data
 
-## Uploading to Hugging Face
-
-### Prerequisites
-
-1. Install required dependencies:
-```bash
-pip install -r requirements.txt
-```
-
-2. Login to Hugging Face (if not already logged in):
-```bash
-huggingface-cli login
-```
-
-### Upload Dataset
-
-Run the upload script with your Hugging Face repository ID:
-
-```bash
-python upload_to_hf.py --repo-id <your-username>/student-memory-logs
-```
-
-For a private repository:
-```bash
-python upload_to_hf.py --repo-id <your-username>/student-memory-logs --private
-```
-
-If you need to use a specific token:
-```bash
-python upload_to_hf.py --repo-id <your-username>/student-memory-logs --token <your-token>
-```
-
 ## License
 
 This dataset is licensed under CC-BY-NC-4.0 (Creative Commons Attribution-NonCommercial 4.0 International).