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Finbert Esg
FinBERT-ESG is a FinBERT model fine-tuned on 2,000 manually annotated sentences from corporate ESG reports and annual reports, designed for ESG classification of financial texts.
Downloads 18.12k
Release Time : 5/12/2022
Model Overview
This model helps investors assess the long-term sustainability of companies and identify related risks by analyzing financial texts to classify them into environmental, social, governance, or no category.
Model Features
Specialized Financial Text Analysis
Optimized specifically for financial texts, capable of accurately identifying ESG-related content.
High-Precision Classification
Fine-tuned on 2,000 manually annotated sentences, providing high-precision classification for environmental, social, and governance categories.
Easy Integration
Can be easily integrated into existing systems via Transformers pipelines.
Model Capabilities
Financial Text Classification
ESG Risk Assessment
Sustainability Analysis
Use Cases
Investment Analysis
Corporate ESG Report Analysis
Analyze corporate ESG reports to assess their environmental, social, and governance performance.
Identify the long-term sustainability and related risks of companies.
Annual Report Content Classification
Classify text in corporate annual reports to extract ESG-related information.
Help investors quickly understand a company's ESG performance.
Socially Responsible Investing
Screening Investment Targets Meeting ESG Criteria
Screen investment targets that meet specific ESG criteria by analyzing corporate public texts.
Support socially responsible investment decisions.
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