Text Generation
PEFT
Safetensors
lora
character-training
voice
style
synthetic-data
while-ai
conversational
Instructions to use while-ai/retail-concise-4b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use while-ai/retail-concise-4b with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-4B-Instruct-2507") model = PeftModel.from_pretrained(base_model, "while-ai/retail-concise-4b") - Notebooks
- Google Colab
- Kaggle
Commit History
State self-distillation and the absent random control 3281e5d verified
Zero Proof AI commited on
Re-measured at a non-binding cap with finish_reason recorded 8dbed04 verified
Zero Proof AI commited on
Cite the research the method rests on e278c0b verified
Zero Proof AI commited on
Report answer-production rate beside the trait rate 6188539 verified
Zero Proof AI commited on
Concise register adapter e2f6e17 verified
Zero Proof AI commited on
initial commit bd7ca7b verified
Zero Proof AI commited on