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Decision Index Knowledge leaderboard

As of 2026-10-29, the highest measured score on Decision Index Knowledge is 52.1% by mammoth-1. 6 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1mammoth-152.1%measured
2Quyet-1.0-Large47.0%measured
3Jev 1.1446.6%measured
4Perplexity Decider v1.2 27B46.0%measured
5elephant-145.8%measured
6deck31b (Gemma 4 31B)44.8%measured
7Decider chat · Gemma-4-31B44.8%measured
8Surogate Rune 26B-A4B v342.0%measured
9d1-ultra41.4%estimated ± 3.6 pp, medium confidence
10Blink v0.3 26B-A4B (NVFP4)40.7%measured
11JEV-27B39.0%measured
12Torchcast Decision 27B38.9%measured
13Celeris-1 Decision38.8%estimated ± 3.6 pp, medium confidence
14GEV-26B-Decide38.7%measured
15Kev 27B38.3%measured
16Decider chat · Qwen3.6-27B38.0%measured
17vLLM-SR Decision 2.0 Vega 27B37.8%measured
18Eikos-27B37.6%measured
19JADE36.9%measured
20Clef36.3%measured
21d136.0%estimated ± 3.6 pp, medium confidence
22Drex v2.036.0%measured
23JPT-35B-A3B35.8%measured
24Xor 1.235.8%measured
25Microsoft-Decision-135.1%estimated ± 3.6 pp, medium confidence
26GLiDE34.5%estimated ± 3.6 pp, medium confidence
27Clef-Omni34.1%measured
28simple-jev · Qwen3.8-27B33.9%measured
29Mercury Decide33.9%estimated ± 3.6 pp, medium confidence
30Bespoke Nimble 9B v332.9%measured
31JoshuaSP diffusiongemma (open-jev)32.7%measured
32Clef-Flash32.5%measured
33JevK5 9B v0.3.332.2%measured
34decider-35b-a3b32.0%measured
35Perplexity Decider Flash v1.2 4B32.0%measured
36decisio 0.4.0 (Qwen3.6-35B-A3B)31.2%measured
37Drex v1.531.2%measured
38Winnow-12B Q831.2%measured
39vLLM-SR Decision 2.0 Lux 9B30.3%measured
40decisio 0.4.0 (Gemma 4 12B)30.0%measured
41JEV-9B29.8%measured
42JPT-9B29.1%measured
43Kev 9B v228.6%measured
44ezjev 4B s228.5%measured
45vLLM-SR Decision 2.0 Nox 4B28.4%measured
46Hopper 12B (trained)27.8%measured
47JPT-4B27.2%measured
48Bespoke Nimble 9B v226.6%measured
49Hopper (G) 1.226.5%measured
50Decider 4B26.4%measured
51Kas 4B26.2%measured
52JevK5 v0.325.8%measured
53Sieve 9B25.2%measured
54Jevfire24.5%measured
55open-jev (pngwn)23.9%measured
56Jev-Omni23.4%measured
57Kev 4B r1023.3%measured
58NeoHorse-Jev-4B23.3%measured
59mmastrac diffusiongemma (vLLM PR 57250)23.2%measured
60Intern-Decision-4B22.9%measured
61razorback16 openjev diffusiongemma (NVFP4, vLLM)22.9%measured
62Tev1-4B-experimental22.8%measured
63Jevstral 8B22.5%measured
64djev22.4%measured
65RSI-Jev v5.0 VL 3B21.8%measured
66Solomon v1.121.4%measured
67metask-jev-4b21.4%measured
68lev20.8%measured
69Intelif Qwen3-4B20.3%measured
70Lev1 3.7B20.1%measured
71Winnow-E4B20.1%measured
72openvons19.9%measured
73Ryotide Qwen v0.3.118.2%measured
74mini-jev18.1%measured
75Gevva E4B16.7%measured
76Jobe16.2%measured
77decider-2b15.4%measured
78SemIf15.3%measured
79EXAONE-4.0-1.2B-JEV v0.315.2%measured
80this-that 1.214.3%measured
81Gevva E2B13.9%measured
82vLLM-SR Decision 2.0 Sol 2B13.0%measured
83Sieve 2B12.4%measured
84Intern-Decision-2B9.5%measured
85Kodiak v0.2 1B (accuracy)9.4%measured
86Sifr 0.8B v3.18.0%measured
87Bekko System One v0 400M7.9%measured
88vLLM-SR Decision 2.0 Eos 0.8B7.6%measured
89Kev 0.8B r157.4%measured
90JPT-0.8B6.6%measured
91LFM2.5-2.6B-RLCD6.6%measured
92Intern-Decision-0.8B6.5%measured
93Von 1.36.2%measured
94vLLM-SR Decision 2.0 Kai 0.6B6.0%measured
95JevK5 Lite4.7%measured
96Tev1-0.8B-experimental4.4%measured
97Julia 14.1%measured
98Bosun v3.1 1.7B3.0%measured
99Jev-Style 0.8B v33.0%measured
100Lavoir2.6%measured
101system-one-gemma2.3%measured
102Verdict2.1%measured
103GLiNER2.5-Decide2.0%measured
104Qwen-2.5-1B-RLCD1.6%measured
105Laya1.4%measured
106Bekko System One v0 68M0.9%measured
107jeff0.9%measured
108Bosun v3.1 0.6B0.4%measured
109DM-JEPA 1.10.4%measured
110CLM-v0.1-8B0.1%measured
111Bekko System One v0 17M0.0%measured
112LFM2.5-350M-RLCD0.0%measured
113Zev0.0%measured

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