Update README.md

README.md

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 # Dave12121/Fsentiment
 
 This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the [financial phrasebank sentences all agree](https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_allagree) dataset.
-It achieves the following results on the evaluation set [financial phrasebank sentences 75%](https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_75agree):
 - Train Loss: 0.0517
 - Validation Loss: 0.2117
 - Train Accuracy: 0.9384
 - Epoch: 2
 
+It achieves an macro f1 score on the validation set [financial phrasebank sentences 75%](https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_75agree) of: 0.92
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+The testing data is a data subset of the finantial phrasebank in which [66% annotators agreed](https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_66agree) on the label.
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+The reported macro f1 score on the test set is: 0.86
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+
 ## Model description
 
 More information needed
 
 ## Intended uses & limitations
 
-More information needed
+Model should be treated with care. A simple review showed first signs of gender bias within the model. 
 
 ## Training and evaluation data