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Decision Index Retrieval leaderboard

As of 2026-10-29, the highest measured score on Decision Index Retrieval is 69.4% by Perplexity Decider v1.2 27B. 6 more models have estimated scores, calibrated from the benchmarks they were measured on.

Measured scores: benchlm.ai.

#ModelScoreSource
1Perplexity Decider v1.2 27B69.4%measured
2d1-ultra68.4%estimated ± 7.6 pp, low confidence
3mammoth-166.2%measured
4elephant-165.1%measured
5deck31b (Gemma 4 31B)64.8%measured
6Jev 1.1464.8%measured
7Celeris-1 Decision64.0%estimated ± 7.6 pp, low confidence
8GLiDE64.0%estimated ± 7.6 pp, low confidence
9simple-jev · Qwen3.8-27B63.5%measured
10Decider chat · Gemma-4-31B63.4%measured
11GEV-26B-Decide63.3%measured
12Quyet-1.0-Large63.2%measured
13Torchcast Decision 27B63.2%measured
14Blink v0.3 26B-A4B (NVFP4)63.1%measured
15Microsoft-Decision-163.0%estimated ± 7.6 pp, low confidence
16Surogate Rune 26B-A4B v362.3%measured
17Perplexity Decider Flash v1.2 4B62.2%measured
18Mercury Decide61.6%estimated ± 7.6 pp, low confidence
19vLLM-SR Decision 2.0 Vega 27B61.1%measured
20d160.6%estimated ± 7.6 pp, low confidence
21Clef59.8%measured
22Eikos-27B59.3%measured
23Drex v1.559.2%measured
24JEV-27B58.5%measured
25Drex v2.058.5%measured
26Xor 1.257.9%measured
27Clef-Omni56.5%measured
28decisio 0.4.0 (Gemma 4 12B)56.5%measured
29JADE56.0%measured
30Kev 27B55.6%measured
31JPT-35B-A3B55.1%measured
32Winnow-12B Q854.6%measured
33vLLM-SR Decision 2.0 Lux 9B54.3%measured
34JoshuaSP diffusiongemma (open-jev)54.2%measured
35decisio 0.4.0 (Qwen3.6-35B-A3B)54.0%measured
36Decider chat · Qwen3.6-27B53.8%measured
37Jevfire53.7%measured
38Bespoke Nimble 9B v352.9%measured
39Hopper 12B (trained)52.9%measured
40vLLM-SR Decision 2.0 Nox 4B52.3%measured
41decider-35b-a3b52.1%measured
42ezjev 4B s252.0%measured
43JevK5 9B v0.3.352.0%measured
44JEV-9B48.4%measured
45RSI-Jev v5.0 VL 3B48.3%measured
46Kev 9B v247.4%measured
47Hopper (G) 1.246.6%measured
48Ryotide Qwen v0.3.145.8%measured
49Sieve 9B45.8%measured
50JevK5 v0.345.6%measured
51djev44.8%measured
52NeoHorse-Jev-4B44.7%measured
53Lev1 3.7B44.0%measured
54JPT-9B42.3%measured
55lev42.3%measured
56Decider 4B42.2%measured
57Kev 4B r1041.7%measured
58Clef-Flash40.8%measured
59Kas 4B40.8%measured
60Winnow-E4B40.8%measured
61JPT-4B40.4%measured
62vLLM-SR Decision 2.0 Sol 2B40.4%measured
63Intern-Decision-4B39.5%measured
64Jev-Omni39.3%measured
65Gevva E2B38.5%measured
66Bosun v3.1 1.7B37.9%measured
67this-that 1.237.9%measured
68Bekko System One v0 400M37.7%measured
69razorback16 openjev diffusiongemma (NVFP4, vLLM)37.6%measured
70Jobe37.5%measured
71decider-2b36.7%measured
72Intelif Qwen3-4B36.6%measured
73Jevstral 8B36.6%measured
74Bespoke Nimble 9B v236.0%measured
75vLLM-SR Decision 2.0 Eos 0.8B33.1%measured
76Gevva E4B32.9%measured
77EXAONE-4.0-1.2B-JEV v0.331.2%measured
78openvons30.0%measured
79Kodiak v0.2 1B (accuracy)29.9%measured
80Bekko System One v0 68M28.5%measured
81Bosun v3.1 0.6B28.1%measured
82Sieve 2B28.0%measured
83Solomon v1.126.9%measured
84vLLM-SR Decision 2.0 Kai 0.6B26.8%measured
85Sifr 0.8B v3.126.0%measured
86open-jev (pngwn)24.0%measured
87mmastrac diffusiongemma (vLLM PR 57250)23.0%measured
88Jev-Style 0.8B v321.7%measured
89Von 1.320.9%measured
90JevK5 Lite20.3%measured
91Tev1-4B-experimental18.5%measured
92GLiNER2.5-Decide18.3%measured
93SemIf17.8%measured
94Intern-Decision-2B17.7%measured
95jeff17.2%measured
96Lavoir17.1%measured
97Kev 0.8B r1516.7%measured
98JPT-0.8B14.6%measured
99Bekko System One v0 17M14.5%measured
100metask-jev-4b14.1%measured
101mini-jev10.0%measured
102Laya9.2%measured
103system-one-gemma8.8%measured
104Intern-Decision-0.8B8.5%measured
105LFM2.5-2.6B-RLCD4.9%measured
106CLM-v0.1-8B4.6%measured
107DM-JEPA 1.14.3%measured
108Julia 13.5%measured
109Tev1-0.8B-experimental3.4%measured
110Qwen-2.5-1B-RLCD1.0%measured
111LFM2.5-350M-RLCD0.0%measured
112Verdict0.0%measured
113Zev0.0%measured

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