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
-
card: recipe and collection links
Verified signaturee6f4059
-
Rebrand to While AI
Verified signatured5e648e -
State self-distillation and the absent random control
Zero Proof AIVerified signature3281e5d
-
Re-measured at a non-binding cap with finish_reason recorded
Zero Proof AIVerified signature8dbed04 -
Cite the research the method rests on
Zero Proof AIVerified signaturee278c0b -
Report answer-production rate beside the trait rate
Zero Proof AIVerified signature6188539 -
Concise register adapter
Zero Proof AIVerified signaturee2f6e17 -
initial commit
Zero Proof AIVerified signaturebd7ca7b