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Decision Index Tools leaderboard

As of 2026-10-29, the highest measured score on Decision Index Tools is 83.4% by mammoth-1. 6 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1mammoth-183.4%measured
2Perplexity Decider v1.2 27B82.4%measured
3elephant-182.1%measured
4d1-ultra81.8%estimated ± 3.0 pp, medium confidence
5Celeris-1 Decision79.6%estimated ± 3.0 pp, medium confidence
6GLiDE79.6%estimated ± 3.0 pp, medium confidence
7Microsoft-Decision-179.0%estimated ± 3.0 pp, medium confidence
8Torchcast Decision 27B78.9%measured
9Eikos-27B78.5%measured
10Mercury Decide77.9%estimated ± 3.0 pp, medium confidence
11Kev 27B77.5%measured
12vLLM-SR Decision 2.0 Vega 27B77.5%measured
13d177.0%estimated ± 3.0 pp, medium confidence
14simple-jev · Qwen3.8-27B75.8%measured
15Perplexity Decider Flash v1.2 4B75.7%measured
16deck31b (Gemma 4 31B)75.6%measured
17Clef75.5%measured
18Quyet-1.0-Large74.4%measured
19Jev 1.1474.4%measured
20JEV-27B73.9%measured
21Bespoke Nimble 9B v373.8%measured
22JADE73.6%measured
23Drex v2.072.5%measured
24Jevfire72.2%measured
25Xor 1.271.6%measured
26Drex v1.571.2%measured
27decisio 0.4.0 (Gemma 4 12B)70.7%measured
28Decider chat · Gemma-4-31B70.5%measured
29Decider chat · Qwen3.6-27B69.8%measured
30Blink v0.3 26B-A4B (NVFP4)69.4%measured
31Surogate Rune 26B-A4B v369.0%measured
32decisio 0.4.0 (Qwen3.6-35B-A3B)66.9%measured
33JoshuaSP diffusiongemma (open-jev)66.9%measured
34Hopper 12B (trained)66.5%measured
35JPT-35B-A3B66.4%measured
36GEV-26B-Decide66.3%measured
37Clef-Flash66.0%measured
38vLLM-SR Decision 2.0 Lux 9B65.0%measured
39Lev1 3.7B63.7%measured
40Jev-Omni63.4%measured
41Winnow-12B Q862.9%measured
42ezjev 4B s262.6%measured
43Hopper (G) 1.262.2%measured
44Sieve 9B62.1%measured
45JPT-9B61.0%measured
46JevK5 9B v0.3.360.8%measured
47Clef-Omni60.0%measured
48Kev 9B v258.7%measured
49vLLM-SR Decision 2.0 Nox 4B58.4%measured
50lev58.0%measured
51Jevstral 8B57.6%measured
52JEV-9B56.8%measured
53JPT-4B56.1%measured
54Intern-Decision-4B55.8%measured
55NeoHorse-Jev-4B55.7%measured
56Intelif Qwen3-4B54.9%measured
57razorback16 openjev diffusiongemma (NVFP4, vLLM)53.9%measured
58Kas 4B53.8%measured
59Winnow-E4B53.5%measured
60Bespoke Nimble 9B v253.0%measured
61JevK5 v0.353.0%measured
62djev52.9%measured
63Ryotide Qwen v0.3.151.7%measured
64Kev 4B r1050.1%measured
65RSI-Jev v5.0 VL 3B49.5%measured
66Gevva E4B48.4%measured
67decider-35b-a3b48.3%measured
68Jobe48.2%measured
69Decider 4B47.7%measured
70openvons46.9%measured
71vLLM-SR Decision 2.0 Sol 2B46.6%measured
72Solomon v1.145.6%measured
73Gevva E2B45.0%measured
74EXAONE-4.0-1.2B-JEV v0.344.3%measured
75Tev1-4B-experimental44.2%measured
76SemIf39.6%measured
77this-that 1.238.4%measured
78metask-jev-4b38.4%measured
79Intern-Decision-2B36.9%measured
80open-jev (pngwn)36.7%measured
81mmastrac diffusiongemma (vLLM PR 57250)36.6%measured
82decider-2b35.7%measured
83JPT-0.8B34.0%measured
84Bosun v3.1 1.7B31.9%measured
85Sieve 2B31.7%measured
86Sifr 0.8B v3.131.3%measured
87Kev 0.8B r1530.6%measured
88Tev1-0.8B-experimental30.6%measured
89mini-jev29.6%measured
90Intern-Decision-0.8B29.2%measured
91vLLM-SR Decision 2.0 Eos 0.8B29.2%measured
92Bosun v3.1 0.6B26.5%measured
93vLLM-SR Decision 2.0 Kai 0.6B24.4%measured
94Jev-Style 0.8B v323.8%measured
95Bekko System One v0 400M18.2%measured
96Kodiak v0.2 1B (accuracy)12.8%measured
97CLM-v0.1-8B12.3%measured
98GLiNER2.5-Decide12.3%measured
99Bekko System One v0 68M11.3%measured
100Lavoir9.8%measured
101LFM2.5-2.6B-RLCD8.1%measured
102Laya7.9%measured
103Qwen-2.5-1B-RLCD7.7%measured
104Von 1.37.6%measured
105Bekko System One v0 17M6.8%measured
106Julia 16.1%measured
107DM-JEPA 1.15.9%measured
108Verdict5.6%measured
109LFM2.5-350M-RLCD3.5%measured
110system-one-gemma2.5%measured
111Zev2.5%measured
112JevK5 Lite0.0%measured
113jeff0.0%measured

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