Community project / Evaluations and independent research

Convex Decision Evals

Convex-run leaderboard comparing Jev with structured-output LLMs on 108 four-option questions about the Convex platform; its open runner sends questions and shuffled options to OpenRouter, uses native Jev Choice, and publishes per-answer evidence. This tests one platform's API knowledge, not whether a model can write working code.

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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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  jeff

  Self-hosted GLiFormer 400M server for Choice, Score, and Noul through a Jev-compatible API, with public benchmark code and per-item results. Its documented JevBench comparison finds weaker accuracy than Jev on reasoning-heavy items; hosted cost figures are estimates and depend on deployment throughput.

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