Update README.md

README.md

@@ -13,4 +13,21 @@ metrics:
 - recall
 ---
 
-### Model
+# distilbert-political-tweets
+
+🗣 🇺🇸 Classify sentiment as Democratic or Republican.
+
+# Model
+
+[DistilBERT base model (uncased)](https://huggingface.co/distilbert-base-uncased) for sequence classification fine-tuned on ~10,000 randomly selected tweets from Democratic and Republican senators from FiveThirtyEight's [twitter-ratio/senators](https://fivethirtyeight.datasettes.com/fivethirtyeight/twitter-ratio%2Fsenators#export) dataset.
+
+# Evaluation
+
+The model was evaluated on a validation dataset of ~3,000 unseen random tweets:
+```python
+{'eval_accuracy': 0.9348,
+ 'eval_f1': 0.9386,
+ 'eval_loss': 0.1975,
+ 'eval_precision': 0.9281,
+ 'eval_recall': 0.9494}
+```