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external benchmark
Decision Index 0.4. Every model the catalog carries a published Decision Index Full Score value for, ranked by that value.
Decision Index 0.4 publishes full scores for 209 evaluated systems. The full score weights private tests of the same skills at 60% and private tasks from new domains at 40%; public benchmarks no longer count toward it.
120 models with a published Decision Index Full Score value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Chance-corrected composite score |
|---|---|---|---|
| 1 | BAmammoth-1 | Baseten | 68.9 |
| 2 | Perplexity | 68.0 | |
| 3 | NLdeck31b (Gemma 4 31B) | Not listed | 63.0 |
What the benchmark measures and how its value is published, from the source’s own record.
Decision Index Full Score (Decision Index 0.4) is an external benchmark published by Decision Index leaderboard. Decision Index 0.4 publishes full scores for 209 evaluated systems. The full score weights private tests of the same skills at 60% and private tasks from new domains at 40%; public benchmarks no longer count toward it. Its evaluation set is described by the source as private same-skill and new-domain task sets; 110,201 public-benchmark decisions shown alongside. The source rates its difficulty as private decision tasks.
Each model's result is published by Decision Index leaderboard as chance-corrected composite score. ModelScale prints that value to 1 decimal place, exactly as published, and never converts or rescales it. This page ranks the 120 models that carry a published value, highest value first; a model the source never scored is left out rather than ranked at zero. The source does not state whether a higher value is the better result, so neither does this page.
| 4 | Perplexity | 62.8 |
| 5 | NLFastino GLiDE no-thinking (28B) | Not listed | 62.4 |
| 6 | MADecider chat · Gemma-4-31B | Mapika | 61.6 |
| 7 | NLTorchcast Decision 27B | Not listed | 61.5 |
| 8 | CHQuyet-1.0-Large | chinhnc | 60.8 |
| 9 | BAelephant-1 | Baseten | 60.3 |
| 10 | TAJev 1.14 | TypeSafe AI | 60.2 |
| 11 | NLJev | Not listed | 60.1 |
| 12 | JAKev 27B | jaredpalmer | 59.6 |
| 13 | CAEikos-27B | caiovicentino1 | 58.8 |
| 14 | NLvLLM-SR Decision 2.0 Vega 27B | Not listed | 58.0 |
| 15 | AUJEV-27B | autotrust | 57.4 |
| 16 | FAsimple-jev · Qwen3.8-27B | Featherless AI | 57.0 |
| 17 | SUSurogate Rune 26B-A4B v3 | Surogate | 56.4 |
| 18 | JUXor 26B-A4B | juspay | 56.0 |
| 19 | PIBlink v0.3 26B-A4B (NVFP4) | PixilabAI | 55.9 |
| 20 | NLJADE | Not listed | 55.6 |
| 20 | FIJebadiah 27B | frontier-infra | 55.6 |
| 22 | CLClef | Cloudflare | 54.9 |
| 23 | NLDecider chat · Qwen3.6-27B | Not listed | 54.7 |
| 24 | Perplexity | 54.3 |
| 25 | KIJPT-35B-A3B | kirp | 54.1 |
| 26 | NLXor 1.2 | Not listed | 53.6 |
| 27 | AUGEV-26B-Decide | autotrust | 53.5 |
| 28 | NADrex v2.0 | Nace.AI | 52.8 |
| 29 | KSreflex-27b | kshetrajna12 | 51.4 |
| 30 | BEBespoke Nimble 9B v3 | bespokelabs | 51.1 |
| 31 | NLdecisio 0.4.0 (Qwen3.6-35B-A3B) | Not listed | 50.8 |
| 32 | ANAJev lora5 (Gemma 4 12B) | andyzhang232 | 50.0 |
| 33 | NLJoshuaSP diffusiongemma (open-jev) | Not listed | 49.5 |
| 34 | NLdecisio 0.4.0 (Gemma 4 12B) | Not listed | 48.8 |
| 35 | MAdecider-35b-a3b | Mapika | 46.6 |
| 35 | ERWinnow-12B Q8 | Eldan Ring | 46.6 |
| 37 | NLvLLM-SR Decision 2.0 Lux 9B | Not listed | 46.0 |
| 38 | NADrex v1.5 | Nace.AI | 45.8 |
| 38 | NLHopper 12B (trained) | Not listed | 45.8 |
| 40 | CLClef-Omni | Cloudflare | 45.0 |
| 41 | ALJevK5 9B v0.3.3 | alibiserikbay | 44.9 |
| 42 | CLClef-Flash | Cloudflare | 44.4 |
| 42 | NLJevfire | Not listed | 44.4 |
| 44 | KIJPT-9B | kirp | 44.1 |
| 45 | EVezjev 4B s2 | everettjf | 43.9 |
| 46 | AKJev-Omni | akhilaaa3 | 43.8 |
| 47 | NLSolomon v1.1 | Not listed | 43.2 |
| 48 | ELjiwo 4B | eljiwo | 42.9 |
| 49 | BEBespoke Nimble 9B v2 | bespokelabs | 42.1 |
| 49 | AUJEV-9B | autotrust | 42.1 |
| 51 | SASieve 9B | sthanika-ai | 41.7 |
| 52 | NLKev 9B v2 | Not listed | 40.9 |
| 53 | NLvLLM-SR Decision 2.0 Nox 4B | Not listed | 40.8 |
| 54 | HOHopper (G) 1.2 | HopitAI | 40.2 |
| 55 | MIJet v6.2 | michaljach | 40.0 |
| 56 | KIJPT-4B | kirp | 39.6 |
| 57 | internlm | 38.7 |
| 58 | SHRSI-Jev v5.0 VL 3B | shgao | 38.6 |
| 59 | MAdjev | Maisa | 38.1 |
| 60 | NLrazorback16 openjev diffusiongemma (NVFP4, vLLM) | Not listed | 37.6 |
| 61 | TONeoHorse-Jev-4B | TokenRhythm | 37.3 |
| 62 | NLJevK5 v0.3 | Not listed | 36.6 |
| 63 | MADecider 4B | Mapika | 36.3 |
| 64 | IAlev | interfaze-ai | 35.5 |
| 65 | NLLev1 3.7B | Not listed | 35.4 |
| 66 | JAKev 4B r10 | jaredpalmer | 34.9 |
| 67 | NLmmastrac diffusiongemma (vLLM PR 57250) | Not listed | 34.3 |
| 68 | KPKas 4B | kpiya | 34.0 |
| 69 | TOTev1-4B-experimental | togethercomputer | 33.7 |
| 70 | ELWinnow-E4B | EldanRing | 32.7 |
| 71 | AMJevstral 8B | AmirBraham | 32.2 |
| 71 | W(metask-jev-4b | Wayfind (metask-ai) | 32.2 |
| 73 | NLRyotide Qwen v0.3.1 | Not listed | 32.0 |
| 74 | NLIntelif Qwen3-4B | Not listed | 31.3 |
| 75 | NLopen-jev (pngwn) | Not listed | 31.1 |
| 76 | NLJev-Style 2B v3 | Not listed | 30.7 |
| 77 | NLJobe | Not listed | 30.4 |
| 78 | DAGevva E4B | davidburhans | 29.2 |
| 79 | NLopenvons | Not listed | 28.8 |
| 80 | NLSemIf | Not listed | 26.7 |
| 81 | NLthis-that 1.2 | Not listed | 24.9 |
| 82 | DAGevva E2B | davidburhans | 24.3 |
| 82 | ELjiwo 0.8B | eljiwo | 24.3 |
| 84 | MAdecider-2b | Mapika | 23.6 |
| 84 | NLvLLM-SR Decision 2.0 Sol 2B | Not listed | 23.6 |
| 86 | NLmini-jev | Not listed | 22.8 |
| 87 | SASieve 2B | sthanika-ai | 21.9 |
| 88 | internlm | 20.9 |
| 89 | NLEXAONE-4.0-1.2B-JEV v0.3 | Not listed | 20.6 |
| 90 | OMOneJev 0.8B | OmniJev | 20.5 |
| 91 | NLvLLM-SR Decision 2.0 Eos 0.8B | Not listed | 18.4 |
| 92 | HOBekko System One v0 400M | hotchpotch | 18.0 |
| 93 | HLBosun v3.1 1.7B | Hanno-Labs | 16.5 |
| 94 | NLvLLM-SR Decision 2.0 Kai 0.6B | Not listed | 16.4 |
| 95 | NLKev 0.8B r15 | Not listed | 16.3 |
| 96 | KIJPT-0.8B | kirp | 15.5 |
| 97 | NLSifr 0.8B v3.1 | Not listed | 14.5 |
| 98 | LUDinah-0 | Lukitaduarte | 13.9 |
| 98 | CAKodiak v0.2 1B (accuracy) | cortex-agent-llc | 13.9 |
| 100 | internlm | 12.7 |
| 101 | NLJev-Style 0.8B v3 | Not listed | 12.5 |
| 101 | TOTev1-0.8B-experimental | togethercomputer | 12.5 |
| 103 | HOBekko System One v0 68M | hotchpotch | 12.4 |
| 104 | NLVon 1.3 | Not listed | 11.7 |
| 105 | CLBosun v3.1 0.6B | Clause Logic | 11.0 |
| 106 | MOLavoir | moganai | 10.8 |
| 107 | FAGLiNER2.5-Decide | fastino | 10.1 |
| 108 | CILaya | Convai Innovations | 9.2 |
| 109 | ALJevK5 Lite | alibiserikbay | 8.8 |
| 110 | MOLFM2.5-2.6B-RLCD | monotykamary | 8.2 |
| 111 | HAQwen-2.5-1B-RLCD | harshatheg | 7.8 |
| 112 | HOBekko System One v0 17M | hotchpotch | 7.7 |
| 113 | CLCLM-v0.1-8B | Contrastive-LM | 6.5 |
| 114 | LMjeff | Logan Markewich | 6.2 |
| 115 | NOLFM2.5-350M-RLCD | notnotsamuel | 5.9 |
| 116 | NLsystem-one-gemma | Not listed | 5.2 |
| 117 | NLDM-JEPA 1.1 | Not listed | 5.0 |
| 118 | SUJulia 1 | SupersonicLabs | 4.8 |
| 119 | NLZev | Not listed | 3.4 |
| 120 | NLVerdict | Not listed | 2.0 |
Evidence key: ObservedLast good
Rows are ordered by the value Decision Index leaderboard published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.