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README.md

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 # SASB ESG Category Classifier (Stage 2)
 
-The SASB ESG category classifier utilizes the [Universal Sentence Encoder (USE)](https://www.kaggle.com/models/google/universal-sentence-encoder) model fine-tuned to classify ESG sentences into one of 26 Sustainability Accounting Standards Board (SASB) standards categories. For a full description of our training data, please refer to https://www.kaggle.com/datasets/edwardjunprung/sasb-aligned-esg-sentences.
+The SASB ESG category classifier utilizes the [Universal Sentence Encoder (USE)](https://www.kaggle.com/models/google/universal-sentence-encoder) model fine-tuned to classify ESG sentences into one of 26 Sustainability Accounting Standards Board (SASB) standards categories. Interestingly, the USE model greatly outperformed BERT in our experiments. For a full description of our training data, please refer to https://www.kaggle.com/datasets/edwardjunprung/sasb-aligned-esg-sentences.
 
 Our classifier consists of a two-stage pipeline:
 1. **[Stage 1](https://huggingface.co/ejunprung/SASB-ESG-Sentence-Classifier)** - Classify sentences as ESG or not.