{"status":"Waveform-only; speech is not redistributed or played. Own Jev figures cleared for publication on 2026-11-06.","sources":[{"archive":"cremad-probe/linear_equivalence.json","sha256":"f498ebfc30d5a6f6f33baf8e243d19d6e5f8622100d97b01705ab4f7baac47d4"},{"archive":"cremad-probe/jev_baseline.json","sha256":"00fdbb613464e7c15e4a9ff1726b96b61c87e365d819314315e40035ca4f47bf"},{"archive":"cremad-probe/scripts/linear_equivalence.py","sha256":"ffc090ffeaf09f0eeaeab7f0b6721c1acfd209adb1f74402603af369710a01fd"}],"family":{"family_accuracy":0.5646853146853147,"family_accuracy_ci95":[0.532051282051282,0.6005847953216374],"family_macro_f1":0.5639288577764171,"family_macro_f1_ci95":[0.5314088562771861,0.5995124012899029],"probe_accuracy":0.567016317016317,"difference":-0.002331002331002363,"difference_ci95":[-0.007550021117094336,0.0023391812865496435],"identical_predictions":0.9912587412587412,"pass":true,"rule":"Pass rule, fixed before running: |accuracy(family) - accuracy(probe)| <= 0.01 and the actor-resampled paired 95% CI\nof that difference contains 0.","chosen_C":100.0,"cv_log_loss_by_C":{"0.01":1.778809882758236,"0.1":1.7080254850830314,"1.0":1.4788022592545182,"10.0":1.2507459878414005,"100.0":1.1960722818695217},"train_seconds":204.17349467612803},"jev_accuracy":0.14627039627039626,"chance":0.16666666666666666,"example_replay":{"accuracy":0.5629370629370629,"C":100.0,"note":"Fixed-C final-model refit with current fit_multinomial; not the historical API run. Example chips come from this replay; historical aggregate is retained 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eleven o'clock.","selection":"IEO sentence, emotions ANG/HAP/NEU/SAD; lexicographically first held-out filename for each, excluding actors already selected. Predictions never used in selection.","dataset":"https://github.com/CheyneyComputerScience/CREMA-D","credit":"CREMA-D: Cao, Cooper, Keutmann, Gur, Nenkova and Verma (2014), ODbL 1.0 / DbCL 1.0. Waveform envelopes only."}