Bespoke-Nimble-9B

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Fast local model for making structured decisions and typed classification from text.

byBespoke Labs

Open source

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Description

A 9B parameter model fine-tuned for schema-based decision making, such as routing requests or checking conditions. It uses a novel contrastive data curation method to achieve high calibration and speed by scoring tokens directly rather than generating and parsing JSON.

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Details

Why this is interesting: Demonstrates how specialized training and curation can make a 9B model outperform much larger models at structured…
Attributed to: @bespokelabsai
Built with: Jev Qwen3.5 9B Redwood AI Qwen3 14B Qwen3 30B-A3B Qwen3 8B
Links: View tweet
Tags: #llm #structured-data #classification #local-inference

Discovered: X
First posted: X · Sep 19, 2026
Listed: Added 1h ago
Build: Strong
Models: Strong