Downloads · 30 days
7
6% of all-time downloads
esg-ner-sb253
sf404/esg-ner-sb253
esg-ner-sb253 is a token classification model from sf404. Use it when you need labels on individual words, such as names. The card lists the license as apache-2.0.
A custom Named Entity Recognition (NER) model trained for extracting key entities from ESG (Environmental, Social, and Governance) reports, sustainability documents, and financial statements.
All-time downloads
120
Public
Parameters
184M
735 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors735 MB · 99%
At a glance
- Task
- Token Classification
- License
- apache-2.0
- Model type
- deberta-v2
- Access
- Public
- Created
- Nov 13, 2025
- Updated
- Nov 14, 2025
- SHA
- 849beaa3
Try a prompt
Datasets
Model card
From the Hugging Face model README
ESG/Financial NER Model (sb253)
A custom Named Entity Recognition (NER) model trained for extracting key entities from ESG (Environmental, Social, and Governance) reports, sustainability documents, and financial statements.
Model Description
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.
Model Architecture: XLM-RoBERTa-based Token Classification
Model Size: ~800MB
Training Domain: ESG/Sustainability/Financial Reports
Inference: Optimized for CPU deployment on Google Cloud Run
Supported Entity Types
| Entity Type | Description | Examples |
|---|---|---|
| CONCEPT | ESG concepts, metrics, and terminology | "carbon emissions", "renewable energy", "employee satisfaction" |
| VALUE | Numerical values and amounts | "15%", "2.5 million", "50 tons" |
| UNIT | Units of measurement | "CO2e", "USD", "percent", "GWh" |
| PERIOD | Time periods and reporting dates | "Q4 2024", "fiscal year 2023", "January-March" |
| ENTITY | Organizations, companies, subsidiaries | "Acme Corporation", "European Union", "Board of Directors" |
| CHANGE | Change indicators and trends | "increased", "decreased", "reduced by", "grew" |
Usage
Deployment on Google Cloud Run
The model is deployed as a FastAPI service with the following endpoints:
Base URL: https://ner-backend-171009084156.europe-west1.run.app
Endpoints
- Task
- Token Classification
- Type
- deberta-v2
- License
- apache-2.0
- Languages
- en
- Created
- Nov 13, 2025
- Updated
- Nov 14, 2025