Community project / Evaluations and independent research

Awesome Jev Robustness

Curated index of independent Jev tests grouped by calibration, consistency, perturbation, injection, abstention, failure modes, and language; it links original sources, reports their numbers as author findings, and keeps task benchmarks without a robustness angle in a separate data file.

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  Bosun v3.1

  Apache-2.0 open-weight Qwen3 decision model family with released 0.6B and 1.7B weights and shipped choice, score, and noul inference; a separate Jev-style alternative, not hosted Jev.

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  DecisionBench

  Open benchmark runtime for document-grounded decision models, with pinned tasks and a native OpenRouter adapter for Jev.

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  Janus

  Independent calibration measurement of Jev on two labelled datasets, Banking77 and Web of Science, with a Jev to frontier cascade priced per row from measured tokens, now also packaged as an installable tool (pip install janus-decide) that measures a threshold on your own data and ships none by default; the protocol was frozen before any result and the raw JSONL and figures are committed, and no routing parameter transferred between the two datasets, as the optimal threshold, the sign of the accuracy gap between the two models, and whether routing paid for itself all changed; the Web of Science labels come from publication metadata rather than per-document annotation, so part of the error measured there is label ambiguity.

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