Modelpublic

ELEUTO/bios-phaseC-final-1778073780

sourceHugging Faceupdated 5mo agoView on Hugging Face

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Model Card

BIOS-CLI fine-tuned LoRA — `Qwen/Qwen3-4B-Instruct-2507` on `bio-nlp-umass/bioinstruct`

Trained via BIOS CLI.

Run details

field	value
base model	`Qwen/Qwen3-4B-Instruct-2507`
dataset	`bio-nlp-umass/bioinstruct`
examples	500
epochs	3
final loss	37.9436
checkpoint	`5e04f386-a16a-5245-ad4a-641870a94e06:train:0/sampler_weights/bios-sft-1778073817`

Inference

python

from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer

base = AutoModelForCausalLM.from_pretrained('Qwen/Qwen3-4B-Instruct-2507')
tok = AutoTokenizer.from_pretrained('Qwen/Qwen3-4B-Instruct-2507')
# replace `<your-repo>` with this repo's id
model = PeftModel.from_pretrained(base, '<your-repo>')

BIOS-CLI fine-tuned LoRA — Qwen/Qwen3-4B-Instruct-2507 on bio-nlp-umass/bioinstruct

Run details

Inference

BIOS-CLI fine-tuned LoRA — `Qwen/Qwen3-4B-Instruct-2507` on `bio-nlp-umass/bioinstruct`