Update README.md

README.md

@@ -23,7 +23,7 @@ should probably proofread and complete it, then remove this comment. -->
 
 # pretoxtm-sentence-classifier
 
-This model is a fine-tuned version of [microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext](https://huggingface.co/microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext) on on [javicorvi/pretoxtm-dataset](https://huggingface.co/datasets/javicorvi/pretoxtm-dataset).
+This model is a fine-tuned version of [microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext](https://huggingface.co/microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext) on [javicorvi/pretoxtm-dataset](https://huggingface.co/datasets/javicorvi/pretoxtm-dataset).
 It achieves the following results on the evaluation set:
 - Loss: 0.1181
 - Precision: 0.9788
@@ -33,18 +33,18 @@ It achieves the following results on the evaluation set:
 
 ## Model description
 
-More information needed
+Pretox™ Sentence Classifier is a model trained on preclinical toxicology literature, designed to detect sentences that contain treatment-related findings.
 
-## Intended uses & limitations
-
-More information needed
 
 ## Training and evaluation data
 
-More information needed
+The model was trained on [javicorvi/pretoxtm-dataset](https://huggingface.co/datasets/javicorvi/pretoxtm-dataset).
+
+The dataset is divided in train, validation and test.
 
 ## Training procedure
 
+
 ### Training hyperparameters
 
 The following hyperparameters were used during training: