xtools-at

Qwen3.5-4B-Medical-Reasoning

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README

License: apache-2.0

Training params

16bit LoRA fine-tune on Tesla T4 16GB GPU
2 epochs on 2000 random entries of the dataset + 2% eval set
4096 context length; learning rate 2e-4
rank: 16; alpha: 32; dropout: 0.01; targeting all modules
optimizer: AdamW 8-bit; LR scheduler: linear
batch size: 2; grad accum: 4, weight decay: 0.001
result: training loss 1.54; evaluation loss 1.48

Example use

System prompt:

You're an expert at medical reasoning and diagnosis.

User prompt:

A 48-year-old woman has been experiencing intermittent nausea, decreased appetite, and increasing weakness and fatigue. She has a history of kidney stones and an elevated calcium level of 12.9 mg/dL, along with elevated nocturnal blood pressure. Given these symptoms and lab findings, what abnormality is most likely to be found upon further hormonal evaluation?

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Model Details

Model Provider

xtools-at

Model Tree

Base

DavidAU/Qwen3.5-4B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING

Adapter

this model

Input Modalities

TextImageVideo

Output Modalities

Text

Supported Functionality