Update README.md

README.md

@@ -18,9 +18,16 @@ model-index:
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 # skNMT-zh-en-1.2
 
-<!-- Provide a quick summary of what the model is/does. -->
+The NMT (Neural Machine Translation) model trained by sparkastML for translating from Chinese to English.
 
-This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
+This model use [OpenNMT](https://opennmt.net/) as its underlying structure.
+
+## Usage
+
+We have already exported the model into CTranslate2-compatible format. You can download the necessary files (`model.bin`, `config.json` and `shared_vocabulary.json`), 
+and start with the [CTranslate2](https://github.com/OpenNMT/CTranslate2).
+
+We alsow provide the training checkpoint and the sentencepiece model, so you can manually inference via OpenNMT.
 
 ## Model Details
 
@@ -28,8 +35,8 @@ This modelcard aims to be a base template for new models. It has been generated
 - **Target Language:** English
 - **Training Time:** Totally 11.3 hours, 46,500 steps (~1×10¹⁸ FLOPs)
 - **Training Device:**
-  - RTX 3080 (20GB): 0-20,000 steps
-  - RTX 4070: 20,000-46,500 steps
+  - RTX 3080 (20GB): step 0-20,000 
+  - RTX 4070: step 20,000-46,500 
 - **Corpus Size:** Over 10 million sentences
 - **Validation BLEU Score:** 21.28
 - **Validation Loss (Cross Entropy):** 3.152