nikwilms / ESG-Score-Prediction-from-Sustainability-Reports

This repository contains code and data for a machine learning model that predicts ESG (Environmental, Social, and Governance) scores based on sustainability reports and company data. It's a valuable resource for researchers, investors, and sustainability professionals interested in ESG score prediction using machine learning techniques.
MIT License
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Hybrid Model (Ensemble) #36

Closed mariusbosch closed 9 months ago

mariusbosch commented 10 months ago

Combine embeddings from models like BERT with other structured data (e.g., company size, industry type) in a hybrid neural network architecture. Advantage: By considering both textual and non-textual features, these models can provide a holistic prediction.