Update README.md

README.md

@@ -1,6 +1,6 @@
 # DialogRPT-width
 
-## Dialog Ranking Pretrained Transformers
+### Dialog Ranking Pretrained Transformers
 
 > How likely a dialog response is upvoted 👍 and/or gets replied 💬? 
 
@@ -13,19 +13,27 @@ Quick Links:
 * [Dataset, training, and evaluation](https://github.com/golsun/DialogRPT)
 * [Colab Notebook Demo](https://colab.research.google.com/drive/1cAtfkbhqsRsT59y3imjR1APw3MHDMkuV?usp=sharing)
 
-We considered the following tasks and provided corresponding pretrained models. This page is for the `width` task, and other model cards can be found in table below.
+We considered the following tasks and provided corresponding pretrained models.
 
-|Task | Description  | Pretrained model |
-| :------------- | :----------- | :-----------: |
-|  **Human feedback**  |  given a context and its two human responses, predict...|
-| `updown` |  ... which gets more upvotes? | [model card](https://huggingface.co/microsoft/DialogRPT-updown) |
-| `width`| ... which gets more direct replies?  | this model |
-| `depth`|  ... which gets longer follow-up thread?  | [model card](https://huggingface.co/microsoft/DialogRPT-width) |
-|  **Human-like** (human vs fake) | given a context and one human response, distinguish it with... |
-| `human_vs_rand`| ... a random human response  | [model card](https://huggingface.co/microsoft/DialogRPT-human-vs-rand) |
-| `human_vs_machine`| ... a machine generated response  | [model card](https://huggingface.co/microsoft/DialogRPT-human-vs-machine) |
+| Model card | Description  | 
+| :-----------: | :----------- |
+|   | **Given a context and its two human responses, predict...** | 
+| [`microsoft/DialogRPT-updown`](https://huggingface.co/microsoft/DialogRPT-updown) |  ... which gets more upvotes?  | 
+| `microsoft/DialogRPT-width` (this model) | ... which gets more direct replies?  | 
+| [`microsoft/DialogRPT-depth`](https://huggingface.co/microsoft/DialogRPT-depth) |  ... which gets longer follow-up thread? | 
+|  | **Given a context and one human response, distinguish it with...**  |
+| [`microsoft/DialogRPT-human-vs-rand`](https://huggingface.co/microsoft/DialogRPT-human-vs-rand) | ... a random human response  | 
+| [`microsoft/DialogRPT-human-vs-machine`](https://huggingface.co/microsoft/DialogRPT-human-vs-machine) | ... a machine generated response  | 
 
 
+### Examples:
+The `updown` score predicts how likely the response is getting upvoted.
+
+| Context | Response | `updown` score |
+| :------ | :------- | :------------: |
+| I love NLP! | Here’s a free textbook (URL) in case anyone needs it. | 0.613 |
+| I love NLP! | Me too! | 0.111 |
+
 ### Contact:
 Please create an issue on [our repo](https://github.com/golsun/DialogRPT)