Update README.md

README.md

@@ -59,18 +59,4 @@ Recommended repository files:
 - `requirements.txt`: required Python libraries
 - `inference_example.py`: example inference script
 
-## Usage
 
-This model uses a custom PyTorch architecture, so it is not directly loadable using `AutoModel.from_pretrained()` unless a custom Hugging Face Transformers wrapper is added.
-
-Example loading format:
-
-```python
-import torch
-from model import BiXLSTMCRF
-
-checkpoint = torch.load("checkpoint.pt", map_location="cpu")
-
-model = BiXLSTMCRF(**checkpoint["config"])
-model.load_state_dict(checkpoint["model_state_dict"])
-model.eval()