%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
Bert Sdg Classification
B
Bert Sdg Classification
Developed by albertmartinez
A BERT-base-uncased fine-tuned text classification model for Sustainable Development Goals (SDG) classification tasks
Downloads 19
Release Time : 4/17/2024
Model Overview
This model is a fine-tuned version of Google's BERT-base-uncased on the OSDG dataset, specifically designed for text classification tasks, particularly those related to Sustainable Development Goals (SDG).
Model Features
High Accuracy Classification
Achieved an F1 score of 0.798 on the evaluation set, demonstrating excellent performance
BERT-based Architecture
Utilizes BERT's powerful contextual understanding capabilities for text classification
Sustainable Development Goals Classification
Specifically optimized for text related to Sustainable Development Goals (SDG)
Model Capabilities
Text Classification
Sustainable Development Goal Identification
English Text Analysis
Use Cases
Sustainable Development Research
Academic Paper Classification
Automatically identify whether academic papers are related to sustainable development goals
Accuracy rate reaches 79.8%
Policy Document Analysis
Analyze the relevance of government documents or policy statements to sustainable development goals
Corporate Social Responsibility Reports
CSR Report Analysis
Automatically classify sustainable development goals mentioned in corporate social responsibility reports
Featured Recommended AI Models
Š 2025AIbase