ZTC Models: JEV ecosystems
Answer verification from one forward pass, zero generated tokens. Measured against JEV and 10 others on 2,018 identical items.
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Image-Text-to-Text • 180B • Updated • 976 • 124 -
FINAL-Bench/Darwin-397B-ZTC
Text Generation • 404B • Updated • 1.51k • 41 -
FINAL-Bench/Darwin-27B-RSI
Text Generation • 27B • Updated • 1.27k • 35 -
FINAL-Bench/Darwin-27B-RSI-GGUF
Text Generation • 27B • Updated • 2.2k • 19 -
FINAL-Bench/ZTC-Judge-27B
Text Classification • 28B • Updated • 512 • 49
FINAL-Bench/ZTC-Judge-9B
Text Classification • 10B • Updated • 2.55k • 39Note Size ladder rung. Leaderboard AUC 0.6506 — above the surface baseline overall, and clearly so on professional exams.
FINAL-Bench/ZTC-Judge-4B
Text Classification • 5B • Updated • 224 • 41Note Size ladder rung. Leaderboard AUC 0.6360 — above the surface baseline overall, and clearly so on professional exams.
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Gate Arcade
🚦59Plain vs JEV vs ZTC: a gate decides execute or hold
Typed Decision Leaderboard
🎯45JEV & open-Jev answer verifiers, one identical test set
Note Independent leaderboard — 13 answer verifiers on 2,018 identical items. ZTC (397B) 0.7364 leads; the gap to second place is not statistically distinguishable.
Verifier Playground
🧪39Run ZTC, JEV and Laya on the same question and answer
Note Paste a question and an answer; ZTC, JEV and Laya score it side by side on the same input.
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FINAL-Bench/Darwin-180B-RSI-R3
Image-Text-to-Text • 180B • Updated • 376 • 20 -
FINAL-Bench/POCKET-Darwin-180B-GGUF
Text Generation • 177B • Updated • 52.3k • 64 -
FINAL-Bench/Darwin-27B-ZTC
Text Classification • 26B • Updated • 194 • 37 -
FINAL-Bench/Darwin-27B-ZTC-v2
Text Classification • 26B • Updated • 96 • 37 -
ONGRID
🌌19Ontology·Graph·Decision engine with zero-token ZTC verify