Bespoke Labs · Structured Scoring Adapter

Bespoke-Nimble-9B

A LoRA adapter of roughly 165MiB on top of Qwen3.5-9B rather than a standalone model, which the name rather hides, so the base checkpoint is needed separately. It is specialised for context-grounded structured prediction: booleans, multiple choice up to 26 options and rubric score levels, scoring the allowed answer tokens directly instead of generating free text, and returning probability-weighted expected scores for rubric fields. Prompts over 2,048 tokens are rejected rather than truncated, and it needs a CUDA GPU with BF16. Apache 2.0 on Hugging Face, with no benchmark comparisons published.

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