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Decision Index Arts leaderboard

As of 2026-10-29, the highest measured score on Decision Index Arts is 62.7% by mammoth-1. 6 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1mammoth-162.7%measured
2elephant-156.7%measured
3d1-ultra56.4%estimated ± 2.0 pp, medium confidence
4Perplexity Decider v1.2 27B56.4%measured
5Drex v2.055.2%measured
6Blink v0.3 26B-A4B (NVFP4)52.3%measured
7Torchcast Decision 27B52.2%measured
8Surogate Rune 26B-A4B v352.0%measured
9Celeris-1 Decision51.1%estimated ± 2.0 pp, medium confidence
10GLiDE51.1%estimated ± 2.0 pp, medium confidence
11Drex v1.550.1%measured
12Microsoft-Decision-150.0%estimated ± 2.0 pp, medium confidence
13GEV-26B-Decide48.6%measured
14Mercury Decide48.5%estimated ± 2.0 pp, medium confidence
15Xor 1.248.1%measured
16Jev 1.1447.7%measured
17d147.4%estimated ± 2.0 pp, medium confidence
18Bespoke Nimble 9B v347.2%measured
19Eikos-27B47.1%measured
20JEV-27B46.9%measured
21vLLM-SR Decision 2.0 Vega 27B45.6%measured
22simple-jev · Qwen3.8-27B45.3%measured
23JADE45.2%measured
24Kev 27B45.1%measured
25Quyet-1.0-Large45.1%measured
26Perplexity Decider Flash v1.2 4B45.0%measured
27Clef44.7%measured
28deck31b (Gemma 4 31B)44.3%measured
29Decider chat · Gemma-4-31B44.3%measured
30decider-35b-a3b42.9%measured
31Decider chat · Qwen3.6-27B42.9%measured
32JPT-35B-A3B41.4%measured
33JoshuaSP diffusiongemma (open-jev)40.9%measured
34decisio 0.4.0 (Qwen3.6-35B-A3B)40.2%measured
35lev39.4%measured
36Clef-Flash39.3%measured
37decisio 0.4.0 (Gemma 4 12B)38.7%measured
38Lev1 3.7B38.7%measured
39Clef-Omni37.8%measured
40ezjev 4B s237.8%measured
41Jevfire37.6%measured
42vLLM-SR Decision 2.0 Lux 9B37.6%measured
43djev37.4%measured
44Hopper 12B (trained)37.3%measured
45razorback16 openjev diffusiongemma (NVFP4, vLLM)35.9%measured
46Ryotide Qwen v0.3.135.7%measured
47JevK5 9B v0.3.335.1%measured
48Jobe35.1%measured
49Winnow-12B Q835.1%measured
50JEV-9B34.6%measured
51Decider 4B34.5%measured
52Bespoke Nimble 9B v234.2%measured
53Hopper (G) 1.234.0%measured
54JevK5 v0.333.5%measured
55JPT-9B33.2%measured
56mmastrac diffusiongemma (vLLM PR 57250)33.2%measured
57SemIf33.0%measured
58Intern-Decision-4B32.9%measured
59openvons32.7%measured
60mini-jev31.9%measured
61vLLM-SR Decision 2.0 Nox 4B31.9%measured
62Jev-Omni31.9%measured
63Kas 4B31.6%measured
64Solomon v1.130.7%measured
65JPT-4B30.6%measured
66Sieve 9B29.7%measured
67Gevva E4B28.3%measured
68Winnow-E4B28.2%measured
69Tev1-4B-experimental27.3%measured
70Intelif Qwen3-4B27.2%measured
71Bekko System One v0 400M24.6%measured
72decider-2b24.4%measured
73Sieve 2B23.6%measured
74Kev 4B r1023.0%measured
75metask-jev-4b22.2%measured
76RSI-Jev v5.0 VL 3B22.1%measured
77Intern-Decision-2B21.4%measured
78Kev 9B v221.3%measured
79open-jev (pngwn)20.3%measured
80this-that 1.219.1%measured
81Jevstral 8B17.6%measured
82Kodiak v0.2 1B (accuracy)17.3%measured
83Bekko System One v0 68M16.9%measured
84vLLM-SR Decision 2.0 Sol 2B16.3%measured
85EXAONE-4.0-1.2B-JEV v0.316.2%measured
86NeoHorse-Jev-4B15.5%measured
87Qwen-2.5-1B-RLCD13.2%measured
88Gevva E2B13.0%measured
89LFM2.5-2.6B-RLCD11.4%measured
90vLLM-SR Decision 2.0 Eos 0.8B9.6%measured
91Sifr 0.8B v3.18.7%measured
92Bosun v3.1 1.7B8.5%measured
93Intern-Decision-0.8B8.2%measured
94vLLM-SR Decision 2.0 Kai 0.6B8.2%measured
95Von 1.38.0%measured
96Jev-Style 0.8B v37.9%measured
97JPT-0.8B7.8%measured
98system-one-gemma7.3%measured
99Laya7.0%measured
100Bosun v3.1 0.6B6.6%measured
101JevK5 Lite5.8%measured
102Tev1-0.8B-experimental5.7%measured
103GLiNER2.5-Decide5.1%measured
104Lavoir4.8%measured
105Kev 0.8B r154.7%measured
106LFM2.5-350M-RLCD4.3%measured
107Bekko System One v0 17M3.9%measured
108DM-JEPA 1.13.6%measured
109Julia 12.4%measured
110CLM-v0.1-8B1.5%measured
111Zev1.1%measured
112jeff1.0%measured
113Verdict0.0%measured

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