Update README.md

README.md

@@ -4,4 +4,34 @@ language:
 - en
 base_model:
 - Qwen/Qwen3-Embedding-8B
----
+---
+## ReaKase-8B: A Knowledge-Grounded Legal Reasoning LLM
+![ReaKase-8B](reakase-architecture.png)
+
+## Example Usage
+
+```python
+from transformers import AutoModel, AutoTokenizer
+
+model = AutoModel.from_pretrained("AnnaStudy/ReaKase-8B", torch_dtype="auto", device_map="auto")
+tokenizer = AutoTokenizer.from_pretrained("AnnaStudy/ReaKase-8B")
+
+case_txt = "The following contains key components of a legal case. Legal facts..."
+
+tokenized = tokenizer(case_txt, return_tensors='pt', padding=True, truncation=True, max_length=2048)
+outputs = model(**tokenized)
+case_embedding = outputs.last_hidden_state[:, -1]
+```
+
+## Cite
+If you find this repo useful, please cite
+```
+@article
+{ReaKase-8B,
+author = {Yanran Tang, Ruihong Qiu, Xue Li, Zi Huang},
+title = {ReaKase-8B: Legal Case Retrieval via Knowledge and Reasoning Representations with LLMs},
+journal = {CoRR},
+volume = {abs/2510.26178},
+year = {2025}
+}
+```