riposta/CrossbowReviewer-9B

AI model by riposta

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Calibrated code review decisions in one forward pass. It asks up to 107 rules per file, runs in 0.2 s on an A100 and in 3 s on a Mac with the Q80 GGUF. CrossbowReviewer-9B fine-tunes Qwen3.5-9B-Base for Jev-style typed decisions about code. It writes no review text. For each question, such as "is this free of SQL injection?" or "does each class have one reason to change?", it returns a choice, a calibrated confidence and the full distribution. Its inference server provides a /v1/systemone endpoint that follows the Jev request schema. Inference server · Quickstart · Architecture · Benchmarks · Artifact manifest · 1.0 is kept under the v1.0 tag. Same architecture, format and API as 1.0 (drop-in replacement). The training data and recipe changed. Measured improvements (1.1 vs 1.0, paired, 95% CI): Not improved, said plainly: on an independent held-out OWASP set (429 cases) 1.1 and 1.0 are…

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riposta/CrossbowReviewer-9B is a task-unspecified model repository published by riposta on Hugging Face. A library was not reported.

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Task: Not reported
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Created: 2026-09-27T05:52:46.000Z
Last modified: 2026-09-27T05:52:46.000Z

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