Update README.md

README.md

@@ -52,21 +52,25 @@ parameters:
   early_stopping: True
 ---
 
-# flan-t5-xl-grammar-synthesis
+# grammar-synthesis: flan-t5-xl
 
-This model is a fine-tuned version of [google/flan-t5-xl](https://huggingface.co/google/flan-t5-xl) on an expanded version of the `JFLEG` dataset.
+<a href="https://colab.research.google.com/gist/pszemraj/43fc6a5c5acd94a3d064384dd1f3654c/demo-flan-t5-xl-grammar-synthesis.ipynb">
+  <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/>
+</a>
+
+This model is a fine-tuned version of [google/flan-t5-xl](https://huggingface.co/google/flan-t5-xl) on an extended version of the `JFLEG` dataset.
 
 ## Model description
 
-The intent is to create a text2text language model that successfully completes "single-shot grammar correction" on a potentially grammatically incorrect text **that could have a lot of mistakes** with the important qualifier of **it does not semantically change text/information that IS grammatically correct.**
+The intent is to create a text2text language model that successfully performs "single-shot grammar correction" on a potentially grammatically incorrect text **that could have many errors** with the important qualifier that **it does not semantically change text/information that IS grammatically correct.**.
 
-Compare some of the heavier-error examples on [other grammar correction models](https://huggingface.co/models?dataset=dataset:jfleg) to see the difference :)
+Compare some of the more severe error examples on [other grammar correction models](https://huggingface.co/models?dataset=dataset:jfleg) to see the difference :)
 
 ## Limitations
 
-- dataset: `cc-by-nc-sa-4.0`
-- model: `apache-2.0`
-- currently ** a work-in-progress**! While probably useful for "single-shot grammar correction" in a lot of cases, **give the outputs a glance for correctness ok?**
+- Data set: `cc-by-nc-sa-4.0`
+- Model: `apache-2.0`
+- currently **a work in progress**! While probably useful for "single-shot grammar correction" in many cases, **check the output for correctness, ok?**.
 
 ## Training and evaluation data
 
@@ -76,6 +80,13 @@ More information needed
 
 ### Training hyperparameters
 
+
+#### Session One
+
+- TODO: add this. It was a single epoch at higher LR
+
+#### Session Two
+
 The following hyperparameters were used during training:
 - learning_rate: 4e-05
 - train_batch_size: 4