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+ ---
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+ language: en
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+ license: apache-2.0
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+ tags:
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+ - token-classification
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+ - named-entity-recognition
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+ - ner
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+ - esg
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+ - sustainability
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+ - financial-ner
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+ - xbrl
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+ datasets:
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+ - custom
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ model-index:
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+ - name: esg-ner-sb253
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+ results: []
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+ ---
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+
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+ # ESG/Financial NER Model (sb253)
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+
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+ A custom Named Entity Recognition (NER) model trained for extracting key entities from ESG (Environmental, Social, and Governance) reports, sustainability documents, and financial statements.
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+
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+ ## Model Description
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+
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+ This model identifies and classifies entities relevant to ESG reporting and financial analysis, supporting automated data extraction from sustainability reports, XBRL filings, and financial documents.
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+
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+ **Model Architecture**: XLM-RoBERTa-based Token Classification
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+ **Model Size**: ~800MB
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+ **Training Domain**: ESG/Sustainability/Financial Reports
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+ **Inference**: Optimized for CPU deployment on Google Cloud Run
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+
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+ ## Supported Entity Types
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+
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+ | Entity Type | Description | Examples |
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+ |------------|-------------|----------|
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+ | **CONCEPT** | ESG concepts, metrics, and terminology | "carbon emissions", "renewable energy", "employee satisfaction" |
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+ | **VALUE** | Numerical values and amounts | "15%", "2.5 million", "50 tons" |
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+ | **UNIT** | Units of measurement | "CO2e", "USD", "percent", "GWh" |
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+ | **PERIOD** | Time periods and reporting dates | "Q4 2024", "fiscal year 2023", "January-March" |
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+ | **ENTITY** | Organizations, companies, subsidiaries | "Acme Corporation", "European Union", "Board of Directors" |
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+ | **CHANGE** | Change indicators and trends | "increased", "decreased", "reduced by", "grew" |
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+
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+ ## Usage
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+
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+ ### Deployment on Google Cloud Run
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+
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+ The model is deployed as a FastAPI service with the following endpoints:
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+
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+ **Base URL**: `https://ner-backend-171009084156.europe-west1.run.app`
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+
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+ #### Endpoints
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+ ```bash