Update README.md

README.md

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 A fine-tuned version of [google/flan-t5-large](https://huggingface.co/google/flan-t5-large) for grammar correction on an expanded version of the [JFLEG](https://paperswithcode.com/dataset/jfleg) dataset.
 
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 ## Example
 
 ![example](https://i.imgur.com/PIhrc7E.png)
 
+Compare vs. the original [grammar-synthesis-large](https://huggingface.co/pszemraj/grammar-synthesis-large).
+
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 ## usage in Python 
 
+> There's a colab notebook that already has this basic version implemented (_click on the Open in Colab button_)
 
-after `pip install transformers`):
+After `pip install transformers` run the following code:
 
 ```python
 from transformers import pipeline
@@ -84,7 +88,9 @@ results = corrector(raw_text)
 print(results)
 ```
 
-Compare vs. the original [grammar-synthesis-large](https://huggingface.co/pszemraj/grammar-synthesis-large).
+**For Batch Inference:** see [this discussion thread](https://huggingface.co/pszemraj/flan-t5-large-grammar-synthesis/discussions/1) for details, but essentially the dataset consists of several sentences at a time, and so I'd recommend running inference **in the same fashion:** batches of 64-96 tokens ish (or, 2-3 sentences split with regex) 
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