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MentaLLaMA 33B Lora by klyang

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MentaLLaMA 33B Lora is an open-source language model by klyang. Features: 33b LLM, VRAM: 0.1GB, License: mit, LLM Explorer Score: 0.1.

  Arxiv:2309.13567   Adapter   En   Finetuned   Lora   Medical   Region:us
Model Card on HF 🤗: https://huggingface.co/klyang/MentaLLaMA-33B-lora 

MentaLLaMA 33B Lora Benchmarks

LLME Score: 0.102
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MentaLLaMA 33B Lora (klyang/MentaLLaMA-33B-lora)
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MentaLLaMA 33B Lora Parameters and Internals

Model Type 
large language model, finetuned, LoRA
Use Cases 
Areas:
mental health analysis, research
Applications:
mental health condition analysis, explanation generation
Primary Use Cases:
Interpretable mental health analysis with instruction-following
Limitations:
Not for clinical use, Potential biases and incorrectness
Considerations:
Use results for non-clinical research; ensure professional oversight in clinical settings.
Additional Notes 
MentaLLaMA is part of a series of models designed for mental health analysis.
Supported Languages 
en (proficient)
Training Details 
Data Sources:
IMHI instruction tuning data
Data Volume:
75K high-quality natural language instructions
Methodology:
Finetuned with LoRA
Safety Evaluation 
Methodologies:
comprehensive evaluation on the IMHI benchmark
Findings:
approaches state-of-the-art discriminative methods in correctness, generates high-quality explanations
Risk Categories:
potential bias, gender gaps, incorrect predictions, inappropriate explanations
Ethical Considerations:
Results should be used for non-clinical research. Professional assistance is recommended for clinical contexts. There are challenges in real-scenario applications.
Responsible Ai Considerations 
Fairness:
Potential gender gap bias addressed.
Input Output 
Input Format:
Natural language instructions
Accepted Modalities:
text
Output Format:
Mental health analyses and explanations
LLM NameMentaLLaMA 33B Lora
Repository 🤗https://huggingface.co/klyang/MentaLLaMA-33B-lora 
Model Size33b
Required VRAM0.1 GB
Updated2025-09-23
Maintainerklyang
Model Files  0.1 GB   0.0 GB
Supported Languagesen
Model ArchitectureAdapter
Licensemit
Model Max Length2048
Is Biasednone
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesq_proj|v_proj
LoRA Alpha16
LoRA Dropout0.05
R Param32

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Llama 33B Lxctx PI 16384 LoRA0K / 1 GB02
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Note: green Score (e.g. "73.2") means that the model is better than klyang/MentaLLaMA-33B-lora.

Rank the MentaLLaMA 33B Lora Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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