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Bioredditbert Uncased

Developed by cambridgeltl
A BERT model initialized with BioBERT and further pretrained on health-related Reddit posts, specializing in processing medical texts from social media
Downloads 295
Release Time : 3/2/2022

Model Overview

BioRedditBERT is a pretrained language model optimized for medical texts on social media. It enhances BioBERT's domain adaptability through Reddit health discussion data, demonstrating excellent performance in medical entity linking tasks

Model Features

Optimized for Medical Social Media Text
Enhances model's understanding of informal medical texts through Reddit health discussion data
Biomedical Domain Adaptation
Initialized with BioBERT, retaining professional medical knowledge comprehension
Superior Entity Linking Performance
Achieves state-of-the-art performance on AskAPatient dataset (Accuracy@1 reaches 44.3%)

Model Capabilities

Medical entity recognition
Informal medical text understanding
Biomedical concept linking
Social media text analysis

Use Cases

Medical Information Processing
Patient Forum Entity Standardization
Linking informal symptom descriptions in patient discussions to standard medical terminology
Accuracy@1 reaches 44.3%, outperforming other biomedical BERT variants
Social Media Health Monitoring
Analyzing health discussion content on platforms like Reddit
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