This is a repository for a project, "Sentiment Analysis of Solar Energy Using Bidirectional Encoder Representations from Transformers".
- Serena Y. Kim, Crystal Soderman, and Lan Sang. (2024). "Public sentiment toward solar energy in the United States: 2013-2022," Under Review. 2024
- Serena Y. Kim, Koushik Ganesan, Princess Dickens, Soumya Panda, "Public Sentiment Toward Solar Energy: Opinion Mining of Twitter Using a Transformer-Based Language Model," Sustainability. 2021.
Our analysis and code are built upon:
- BERT by Google Research: https://github.com/google-research/bert
- RoBERTa Model: https://huggingface.co/transformers/model_doc/roberta.html
- TensorFlow: https://www.tensorflow.org/official_models/fine_tuning_bert
- Transformers: https://github.com/huggingface/transformers