This repository contains the starter kit and tutorials for the FinRL Contest 2025.
- Tutorial
- Task 1 FinRL-DeepSeek for Stock Trading
- Task 2 FinRL-AlphaSeek for Crypto Trading
- Task 3 FinLLM Leaderboard - Models with Reinforcement Fine-Tuning (ReFT)
- Task 4 FinLLM Leaderboard - Digital Regulatory Reporting (DRR)
- Report Submission Requirement
- Resources
Please explore
- FinRL Contest Documentation for task 1 and 2,
- Open FinLLM Leaderboard Documentation for task 3, and
- Financial Regulations Documentation for task 4.
We also welcome questions for these documentations and will update in their FAQs.
Here we also provide some demo for FinRL:
| Task | Model | Environment | Dataset | Link |
|---|---|---|---|---|
| Stock Trading @ FinRL Contest 2023 | PPO | Stock Trading Environment | OHLCV | Baseline solution |
| Stock Trading | PPO | Stock Trading Environment | OHLCV | Demo |
| Crypto Trading @ FinRL Contest 2024 | Ensemble | Crypto Trading Environment | LOB | Baseline solution |
| Stock Trading | Ensemble | Stock Trading Environment | OHLCV | Demo for paper |
| Sentiment Analysis with RLMF @ FinRL Contest 2024 | / | Stock Sentiment Environment | OHLCV, News | Starter-Kit |
| Sentiment Analysis with Market Feedback | ChatGLM2-6B | -- | Eastmoney News | Code |
| Stock Price Prediction | Linear Regression | -- | OHLCV | Demo |
Useful materials and resources for contestants:
- FinRL Contests
- FinRL Contest 2023: Contest Website; Github
- FinRL Contest 2024: Contest Website; Github
- FinRL-DeepSeek
- Regulations Challenges at COLING 2025: Contest Website; Github
- FinRL
- FinRL-Meta
- FinRL Tutorials