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Citebert
Based on the SciBERT pre-trained language model, fine-tuned on the CiteWorth dataset for scientific literature citation value detection tasks
Downloads 13
Release Time : 3/2/2022
Model Overview
This model is fine-tuned through masked language modeling and citation value detection tasks, focusing on scientific literature understanding, particularly evaluating the value of citations.
Model Features
Specialized for scientific literature
Pre-trained on SciBERT, optimized specifically for the scientific literature domain.
Citation value assessment
Capable of detecting and evaluating the value of citations in scientific literature.
Multi-task fine-tuning
Enhanced model performance through dual-task fine-tuning of masked language modeling and citation value detection.
Model Capabilities
Scientific text understanding
Citation value assessment
Text classification
Use Cases
Academic research
Citation recommendation
Helps researchers identify valuable citation literature
Improves the quality of paper citations
Literature review assistance
Automatically filters high-value literature
Accelerates the research process
Publishing industry
Journal peer review
Evaluates the citation quality of submitted papers
Enhances review efficiency
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