Official vs open benchmarks disagree wildly — a call for an open calibration benchmark

lahwran_ · reddit · 2026-10-17

A Redditor highlights that jev's official benchmarks (emphasizing calibration) rank models very differently from open community benchmarks like the jev decision index — one model is second officially but not even on the first page of the unofficial index. They call for an open benchmark strongly correlated with the official one, with per-skill breakdowns (image/video parsing, math, code next-step, game playing) and multiple input formats per skill. The attached chart shows official calibration error: jev 1.14.0 at 1.6, kev-4b at 10.3, clef 11.2, pplx-decider-v1.1-27b worst at 35.0. Current alternative jevbench has too few results.

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