Update README.md

README.md

@@ -1,3 +1,45 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+datasets:
+- ustc-zyt/time-r1-data
+language:
+- en
+metrics:
+- mse
+- mae
+---
+# 🧠 Time-R1 Reinforced Model Weights
+
+These are the official **reinforcement learning (RL) fine-tuned model checkpoints** for the paper:
+**"Time Series Forecasting as Reasoning: A Slow-Thinking Approach with Reinforced LLMs"**.
+
+---
+
+## 📦 Model Details
+
+* **Base Model**: Qwen2.5-7B
+* **Tuning Framework**: [Verl](https://github.com/volcengine/verl) + [LLaMA Factory](https://github.com/hiyouga/LLaMA-Factory)
+* **Final Stage**: Trained using GRIP (Group-based Relative Importance Policy optimization)
+* **Objective**: Multi-horizon time series forecasting with structured reasoning
+
+---
+
+## 📦 Files Included
+
+This model follows the standard Hugging Face `transformers` format and uses the efficient `safetensors` backend.
+
+```
+Time-R1/
+├── config.json
+├── generation_config.json
+├── model.safetensors.index.json
+├── model-00001-of-00004.safetensors
+├── model-00002-of-00004.safetensors
+├── model-00003-of-00004.safetensors
+├── model-00004-of-00004.safetensors
+├── tokenizer_config.json
+├── tokenizer.json
+└── vocab.json
+```
+
+✅ Fully compatible with Hugging Face `transformers` and `AutoModelForCausalLM`.