Update README.md

README.md

@@ -13,21 +13,19 @@ should probably proofread and complete it, then remove this comment. -->
 
 # text-correction-en-small
 
-This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on the None dataset.
+This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on the small portion of
+this [dataset](https://huggingface.co/datasets/gudleifrr/text-correction-en).
 
 ## Model description
 
-More information needed
+This model is fine-tuned on the task of text correction: it fixes English text with the wrong grammar, punctuation and order of words.
+Significantly larger model that supports Russian language as well can be found [here](https://huggingface.co/gudleifrr/mt5-text-correction-enru).
 
-## Intended uses & limitations
-
-More information needed
 
 ## Training and evaluation data
 
-More information needed
+Around 10% of the data from this [dataset](https://huggingface.co/datasets/gudleifrr/text-correction-en) was used.
 
-## Training procedure
 
 ### Training hyperparameters
 
@@ -43,9 +41,6 @@ The following hyperparameters were used during training:
 - lr_scheduler_warmup_steps: 100
 - num_epochs: 1
 
-### Training results
-
-
 
 ### Framework versions