Update model family table

README.md

@@ -671,95 +671,89 @@ model-index:
 - **Point of Contact:** [Niklas Muennighoff](mailto:[email protected])
 - **Languages:** Refer to [BLOOM](https://huggingface.co/bigscience/bloom) for pretraining & [xP3](https://huggingface.co/bigscience/xP3) for finetuning language proportions. It understands both pretraining & finetuning languages.
 - **BLOOMZ & mT0 Model Family:**
-
 <table>
   <tr>
-<th colspan="12">Multitask finetuned on [xP3](https://huggingface.co/bigscience/xP3) - Recommended for prompting in English.
+<th colspan="12">Multitask finetuned on <a style="font-weight:bold" href=https://huggingface.co/bigscience/xP3>xP3</a>. Recommended for prompting in English.
 </tr>
 <tr>
-<th>Parameters</th>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
+<td>Parameters</td>
+<td>300M</td>
+<td>580M</td>
+<td>1.2B</td>
+<td>3.7B</td>
+<td>13B</td>
+<td>560M</td>
+<td>1.1B</td>
+<td>1.7B</td>
+<td>3B</td>
+<td>7.1B</td>
+<td>176B</td>
 </tr>
 <tr>
-<th>Finetuned Model</th>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
+<td>Finetuned Model</td>
+<td><a href=https://huggingface.co/bigscience/mt0-base>mt0-base</a></td>
+<td><a href=https://huggingface.co/bigscience/mt0-small>mt0-small</a></td>
+<td><a href=https://huggingface.co/bigscience/mt0-large>mt0-large</a></td>
+<td><a href=https://huggingface.co/bigscience/mt0-xl>mt0-xl</a></td>
+<td><a href=https://huggingface.co/bigscience/mt0-xxl>mt0-xxl</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-560m>bloomz-560m</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-1b1>bloomz-1b1</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-1b7>bloomz-1b7</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-3b>bloomz-3b</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-7b1>bloomz-7b1</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz>bloomz</a></td>
 </tr>
+</tr>
+  <tr>
+<th colspan="12">Multitask finetuned on <a style="font-weight:bold" href=https://huggingface.co/bigscience/xP3mt>xP3mt</a>. Recommended for prompting in non-English.</th>
 </tr>
 <tr>
-<th>Original pretrained checkpoint</th>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
-<td>560M</td>
+<td>Finetuned Model</td>
+<td></td>
+<td></td>
+<td></td>
+<td></td>
+<td><a href=https://huggingface.co/bigscience/mt0-xxl-mt>mt0-xxl-mt</a></td>
+<td></td>
+<td></td>
+<td></td>
+<td></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-7b1-mt>bloomz-7b1-mt</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-mt>bloomz-mt</a></td>
 </tr>
-  <tr>
-<th colspan="12">Multitask finetuned on xP3mt - Recommended for prompting in non-English.
+<th colspan="12">Multitask finetuned on <a style="font-weight:bold" href=https://huggingface.co/bigscience/P3>P3</a>. Released for research purposes only. Strictly inferior to above models!</th>
+</tr>
+<tr>
+<td>Finetuned Model</td>
+<td></td>
+<td></td>
+<td></td>
+<td></td>
+<td><a href=https://huggingface.co/bigscience/mt0-xxl-p3>mt0-xxl-p3</a></td>
+<td></td>
+<td></td>
+<td></td>
+<td></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-7b1-p3>bloomz-7b1-p3</a></td>
+<td><a href=https://huggingface.co/bigscience/bloomz-p3>bloomz-p3</a></td>
+</tr>
+<th colspan="12">Original pretrained checkpoints. Not recommended.</th>
+<tr>
+<td>Pretrained Model</td>
+<td><a href=https://huggingface.co/bigscience/mt5-base>mt5-base</a></td>
+<td><a href=https://huggingface.co/bigscience/mt5-small>mt5-small</a></td>
+<td><a href=https://huggingface.co/bigscience/mt5-large>mt5-large</a></td>
+<td><a href=https://huggingface.co/bigscience/mt5-xl>mt5-xl</a></td>
+<td><a href=https://huggingface.co/bigscience/mt5-xxl>mt5-xxl</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom-560m>bloom-560m</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom-1b1>bloom-1b1</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom-1b7>bloom-1b7</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom-3b>bloom-3b</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom-7b1>bloom-7b1</a></td>
+<td><a href=https://huggingface.co/bigscience/bloom>bloom</a></td>
 </tr>
 </table>
 
-<table>
-  <tr>
-    <td>One</td>
-    <td>Two</td>
-  </tr>
-  <tr>
-    <td colspan="2">Three</td>
-  </tr>
-</table>
-
-
-|Name|Explanation|
-|----|-----------|
-|[bloomz-560m](https://huggingface.co/bigscience/bloomz-560m)| 560M parameter multitask finetuned version of [bloom-560m](https://huggingface.co/bigscience/bloom-560m) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[bloomz-1b1](https://huggingface.co/bigscience/bloomz-1b1)| 1.1B parameter multitask finetuned version of [bloom-1b1](https://huggingface.co/bigscience/bloom-1b1) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[bloomz-1b7](https://huggingface.co/bigscience/bloomz-1b7)| 1.7B parameter multitask finetuned version of [bloom-1b7](https://huggingface.co/bigscience/bloom-1b7) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[bloomz-3b](https://huggingface.co/bigscience/bloomz-3b)| 3B parameter multitask finetuned version of [bloom-3b](https://huggingface.co/bigscience/bloom-3b) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[bloomz-7b1](https://huggingface.co/bigscience/bloomz-7b1)|7.1B parameter multitask finetuned version of [bloom-7b1](https://huggingface.co/bigscience/bloom-7b1) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[bloomz](https://huggingface.co/bigscience/bloomz)|176B parameter multitask finetuned version of [bloom](https://huggingface.co/bigscience/bloom) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|||
-|[bloomz-7b1-mt](https://huggingface.co/bigscience/bloomz-7b1-mt)|7.1B parameter multitask finetuned version of [bloom-7b1](https://huggingface.co/bigscience/bloom-7b1) on [xP3](https://huggingface.co/datasets/bigscience/xP3) & [xP3mt](https://huggingface.co/bigscience/datasets/xP3mt). **Better than [bloomz-7b1](https://huggingface.co/bigscience/bloomz-7b1) when prompting in non-English**|
-|[bloomz-mt](https://huggingface.co/bigscience/bloomz-mt)| 176B parameter multitask finetuned version of [bloom](https://huggingface.co/bigscience/bloom) on [xP3](https://huggingface.co/datasets/bigscience/xP3) & [xP3mt](https://huggingface.co/bigscience/datasets/xP3mt). **Better than [bloomz](https://huggingface.co/bigscience/bloomz) when prompting in non-English**|
-|||
-|[bloomz-7b1-p3](https://huggingface.co/bigscience/bloomz-7b1)| 7.1B parameter multitask finetuned version of [bloom-7b1](https://huggingface.co/bigscience/bloom-7b1) on [P3](https://huggingface.co/datasets/bigscience/P3). **Released for research purposes, performance is inferior to [bloomz-7b1](https://huggingface.co/bigscience/bloomz-7b1)**|
-|[bloomz-p3](https://huggingface.co/bigscience/bloomz)| 176B parameter multitask finetuned version of [bloom](https://huggingface.co/bigscience/bloom) on [P3](https://huggingface.co/datasets/bigscience/P3). **Released for research purposes, performance is inferior to [bloomz](https://huggingface.co/bigscience/bloomz)**|
-|||
-|||
-|[mt0-small](https://huggingface.co/bigscience/mt0-xxl)|300M parameter multitask finetuned version of [mt5-small](https://huggingface.co/google/mt5-small) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[mt0-base](https://huggingface.co/bigscience/mt0-xxl)|580M parameter multitask finetuned version of [mt5-base](https://huggingface.co/google/mt5-base) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[mt0-large](https://huggingface.co/bigscience/mt0-xxl)|1.2B parameter multitask finetuned version of [mt5-large](https://huggingface.co/google/mt5-large) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[mt0-xl](https://huggingface.co/bigscience/mt0-xxl)|3.7B parameter multitask finetuned version of [mt5-xl](https://huggingface.co/google/mt5-xl) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|[mt0-xxl](https://huggingface.co/bigscience/mt0-xxl)|13B parameter multitask finetuned version of [mt5-xxl](https://huggingface.co/google/mt5-xxl) on [xP3](https://huggingface.co/datasets/bigscience/xP3)|
-|||
-|[mt0-xxl-mt](https://huggingface.co/bigscience/mt0-xxl-mt)|13B parameter multitask finetuned version of [mt5-xxl](https://huggingface.co/google/mt5-xxl) on [xP3](https://huggingface.co/datasets/bigscience/xP3) & [xP3mt](https://huggingface.co/datasets/bigscience/xP3mt). **Better than [mt0-xxl](https://huggingface.co/bigscience/mt0-xxl) when prompting in non-English**|
-|||
-|[mt0-xxl-p3](https://huggingface.co/bigscience/mt0-xxl-p3)| 13B parameter multitask finetuned version of [mt5-xxl](https://huggingface.co/google/mt5-xxl) on [P3](https://huggingface.co/datasets/bigscience/P3). **Released for research purposes, performance is inferior to [mt0-xxl](https://huggingface.co/bigscience/mt0-xxl)**|
 
 # Use