Update README.md

README.md

@@ -14,6 +14,7 @@ tags:
 pretty_name: biotechnews
 size_categories:
 - n<1K
+license: odc-by
 ---
 
 ### Key aspects
@@ -67,6 +68,19 @@ The dataset consists of **31** classes, including None values.
 * funding round - raising a new round of funding.
 * patent publication - publication of a new patent filing.
 
+### Benchmark
+We trained various models with binary-cross entropy loss and evaluated them on the test set.
+
+| Model           | Accuracy | F1    | Precision | Recall |
+|-----------------|----------|-------|-----------|--------|
+| DeBERTa-small   | 96.58    | 67.69 | 74.18     | 62.19  |
+| DeBERTa-base    | 96.60    | 67.55 | 74.81     | 61.58  |
+| DeBERTa-large   | 96.99    | 74.07 | 73.46     | 74.69  |
+| SciBERT-uncased | 96.57    | 68.07 | 73.07     | 63.71  |
+| Flan-T5-base    | 96.85    | 71.10 | 75.71     | 67.07  |
+
+### Recommended reading:
+[Finally, a decent multi-label classification benchmark is created: a prominent zero-shot dataset.](https://medium.com/p/4d90c9e1c718)
 
 ### Feedback
 We value your input! Share your feedback and suggestions to help us improve our models and datasets.