Bespoke-Nimble-9B-v2
Bespoke-Nimble-9B-v2 is a PEFT LoRA adapter for text-based, schema-conditioned decisions, requiring the separately downloaded Qwen/Qwen3.5-9B base model. It scores allowed answer-token logits to provide boolean judgments, categorical choices, ordinal scores, and probability distributions; it does not generate reasoning or free-form answers.
What it does
Use it to score structured decisions against supplied choices and obtain probability distributions for those choices.
- Availability
- Download the complete package from Hugging Face.
- Pricing model
- Not established
- Deployment
- Requires a separately downloaded Qwen3.5-9B base model; reference scorer uses CUDA.
- Privacy
- Not established
- Licence
- Package includes a license; the license name is not stated.
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
6 claims- The adapter scores allowed answer-token logits for boolean judgments, categorical choices, and ordinal scores. [1]
boolean judgments, categorical choices, and ordinal scores with probability
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights. - The included inference code supports 1–255 enum choices per field. [1]
The included `inference.py` now supports 1–255 enum choices per field.
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights. - The adapter is approximately 173 MB and requires the separately downloaded Qwen/Qwen3.5-9B base model. [1]
The approximately 173 MB adapter requires the separately downloaded base model:
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights. - The reference scorer requires Python 3.11 and a CUDA GPU supporting BF16. [1]
Use Python 3.11 with a CUDA GPU supporting BF16 and enough memory for the 9B base
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights. - The 255-choice limit describes runtime support, not measured accuracy or calibration at every candidate count. [1]
The 255-choice limit describes runtime support, not measured accuracy or
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights. - The adapter does not generate reasoning or free-form answers. [1]
It does not generate reasoning or free-form answers.
Bespoke Labs. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
Bespoke LabsOwner-controlled
https://huggingface.co/bespokelabs/Bespoke-Nimble-9B-v2
Retrieved 2026-10-28 00:02 UTC
Verified
Versions
3| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 3 | 2026-10-24 01:40 UTC | evidence update | score | Current |
| 2 | 2026-10-16 21:35 UTC | material change | availability, deployment | Current |
| 1 | 2026-10-15 22:34 UTC | publication | None | Current |
In briefs
2- DeepSeek opens a real-time web search API Weekly brief 2026-W42
- Bespoke-Nimble-9B-v2 leads 12 AI developments on 15 October 2026 Daily brief 2026-10-15
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.