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Mentalbart

Developed by Tianlin668
MentalBART is a mental health analysis model fine-tuned based on facebook/bart-large, part of the MentaLLaMA project, focusing on explainable mental health analysis.
Downloads 1,755
Release Time : 9/27/2023

Model Overview

This model aims to conduct complex analysis on various mental health conditions and provide reliable explanations for each prediction. It is fine-tuned using the IMHI dataset with 75K high-quality natural language instructions to enhance downstream task performance.

Model Features

Explainable Mental Health Analysis
Capable of providing reliable natural language explanations for mental health predictions.
Instruction Following Capability
Fine-tuned with 75K IMHI instruction data, demonstrating strong instruction understanding and execution capabilities.
Multi-task Coverage
Training data covers 10 mental health analysis tasks, ensuring broad applicability.

Model Capabilities

Mental Health Condition Analysis
Natural Language Explanation Generation
Instruction Following Task Execution

Use Cases

Mental Health Research
Social Media Mental Health Analysis
Analyze users' mental states expressed on social media platforms.
Demonstrated excellent performance on the IMHI benchmark (20K test samples).
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