Instructions to use bespokelabs/Nimble-V3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use bespokelabs/Nimble-V3 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-9B") model = PeftModel.from_pretrained(base_model, "bespokelabs/Nimble-V3") - Notebooks
- Google Colab
- Kaggle
Nimble V3
Nimble V3 is a LoRA adapter for Qwen/Qwen3.5-9B, made by Bespoke Labs. Given a context and typed questions (a choice among options, or yes or no), it returns a probability for each option.
Decision Index 0.2.1: 56.88. The full run, the inference code and instructions are in bespokelabs/nimble-v3-decision-index.
License
Nimble V3 is released under CC BY-NC 4.0, so it may not be used for commercial purposes. The base model, Qwen/Qwen3.5-9B, is licensed separately under Apache 2.0.
Citation
@misc{bespokelabs2026nimblev3,
title = {Nimble V3},
author = {Shreyas Pimpalgaonkar and Sid Devic and Mrinal Kumar and Pratik Dalal and Mahesh Sathiamoorthy},
year = {2026},
publisher = {Bespoke Labs},
howpublished = {\url{https://huggingface.co/bespokelabs/Nimble-V3}}
}
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