Update README.md

README.md

@@ -18,6 +18,14 @@
 |y | weight decay						| 1e-5 |
 |iter | iterations						| 570000  |
 
+## Model files
+
+| Filename | Description |
+| ------- | ------- |
+|ckpt.pt|A model file for finetuning|
+|ckpt_base.pt | A model file for generating syntax tree with the error correction in zero-shot setting|
+|ckpt_finetune.pt | A model finetuned with the syntatic error dataset |
+
 - Note that you can adjust the batch size and accumulation steps based on your GPU memory. But, the batch size * accumulation steps should be 128.
 - If you finetune your models with multiple GPUs, you can turn down accumulation steps. For example, if you finetune with 2 GPUs, you will need to half the accumulation steps.