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
Rebrand to While AI d5e648e verified
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
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Cite the research the method rests on e278c0b verified
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Report answer-production rate beside the trait rate 6188539 verified
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Concise register adapter e2f6e17 verified
Zero Proof AI commited on