COMPASS โ€” Clinical AI Scribe (QLoRA adapter)

QLoRA adapter for OpenBioLLM-8B, fine-tuned with RAFT (retrieval-augmented fine-tuning) to generate structured SOAP notes from doctor-patient consultation transcripts.

Submitted to O-COCOSDA 2026.

Results

Metric Score
BERTScore 81.6
ROUGE-L 27.5
BLEU 17.8

Evaluated against clinician-written reference notes.

Usage

from peft import AutoPeftModelForCausalLM
from transformers import AutoTokenizer

model = AutoPeftModelForCausalLM.from_pretrained("jasjot06/compass-clinical-scribe")
tokenizer = AutoTokenizer.from_pretrained("jasjot06/compass-clinical-scribe")

Limitations

Research artifact. Not validated for clinical use, no regulatory clearance, and not intended for real patient documentation. No clinician rating study was conducted.

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