General
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.
| # | Model | Score | Source |
|---|---|---|---|
| 1 | mammoth-1 | 62.7% | measured |
| 2 | elephant-1 | 56.7% | measured |
| 3 | d1-ultra | 56.4% | estimated ± 2.0 pp, medium confidence |
| 4 | Perplexity Decider v1.2 27B | 56.4% | measured |
| 5 | Drex v2.0 | 55.2% | measured |
| 6 | Blink v0.3 26B-A4B (NVFP4) | 52.3% | measured |
| 7 | Torchcast Decision 27B | 52.2% | measured |
| 8 | Surogate Rune 26B-A4B v3 | 52.0% | measured |
| 9 | Celeris-1 Decision | 51.1% | estimated ± 2.0 pp, medium confidence |
| 10 | GLiDE | 51.1% | estimated ± 2.0 pp, medium confidence |
| 11 | Drex v1.5 | 50.1% | measured |
| 12 | Microsoft-Decision-1 | 50.0% | estimated ± 2.0 pp, medium confidence |
| 13 | GEV-26B-Decide | 48.6% | measured |
| 14 | Mercury Decide | 48.5% | estimated ± 2.0 pp, medium confidence |
| 15 | Xor 1.2 | 48.1% | measured |
| 16 | Jev 1.14 | 47.7% | measured |
| 17 | d1 | 47.4% | estimated ± 2.0 pp, medium confidence |
| 18 | Bespoke Nimble 9B v3 | 47.2% | measured |
| 19 | Eikos-27B | 47.1% | measured |
| 20 | JEV-27B | 46.9% | measured |
| 21 | vLLM-SR Decision 2.0 Vega 27B | 45.6% | measured |
| 22 | simple-jev · Qwen3.8-27B | 45.3% | measured |
| 23 | JADE | 45.2% | measured |
| 24 | Kev 27B | 45.1% | measured |
| 25 | Quyet-1.0-Large | 45.1% | measured |
| 26 | Perplexity Decider Flash v1.2 4B | 45.0% | measured |
| 27 | Clef | 44.7% | measured |
| 28 | deck31b (Gemma 4 31B) | 44.3% | measured |
| 29 | Decider chat · Gemma-4-31B | 44.3% | measured |
| 30 | decider-35b-a3b | 42.9% | measured |
| 31 | Decider chat · Qwen3.6-27B | 42.9% | measured |
| 32 | JPT-35B-A3B | 41.4% | measured |
| 33 | JoshuaSP diffusiongemma (open-jev) | 40.9% | measured |
| 34 | decisio 0.4.0 (Qwen3.6-35B-A3B) | 40.2% | measured |
| 35 | lev | 39.4% | measured |
| 36 | Clef-Flash | 39.3% | measured |
| 37 | decisio 0.4.0 (Gemma 4 12B) | 38.7% | measured |
| 38 | Lev1 3.7B | 38.7% | measured |
| 39 | Clef-Omni | 37.8% | measured |
| 40 | ezjev 4B s2 | 37.8% | measured |
| 41 | Jevfire | 37.6% | measured |
| 42 | vLLM-SR Decision 2.0 Lux 9B | 37.6% | measured |
| 43 | djev | 37.4% | measured |
| 44 | Hopper 12B (trained) | 37.3% | measured |
| 45 | razorback16 openjev diffusiongemma (NVFP4, vLLM) | 35.9% | measured |
| 46 | Ryotide Qwen v0.3.1 | 35.7% | measured |
| 47 | JevK5 9B v0.3.3 | 35.1% | measured |
| 48 | Jobe | 35.1% | measured |
| 49 | Winnow-12B Q8 | 35.1% | measured |
| 50 | JEV-9B | 34.6% | measured |
| 51 | Decider 4B | 34.5% | measured |
| 52 | Bespoke Nimble 9B v2 | 34.2% | measured |
| 53 | Hopper (G) 1.2 | 34.0% | measured |
| 54 | JevK5 v0.3 | 33.5% | measured |
| 55 | JPT-9B | 33.2% | measured |
| 56 | mmastrac diffusiongemma (vLLM PR 57250) | 33.2% | measured |
| 57 | SemIf | 33.0% | measured |
| 58 | Intern-Decision-4B | 32.9% | measured |
| 59 | openvons | 32.7% | measured |
| 60 | mini-jev | 31.9% | measured |
| 61 | vLLM-SR Decision 2.0 Nox 4B | 31.9% | measured |
| 62 | Jev-Omni | 31.9% | measured |
| 63 | Kas 4B | 31.6% | measured |
| 64 | Solomon v1.1 | 30.7% | measured |
| 65 | JPT-4B | 30.6% | measured |
| 66 | Sieve 9B | 29.7% | measured |
| 67 | Gevva E4B | 28.3% | measured |
| 68 | Winnow-E4B | 28.2% | measured |
| 69 | Tev1-4B-experimental | 27.3% | measured |
| 70 | Intelif Qwen3-4B | 27.2% | measured |
| 71 | Bekko System One v0 400M | 24.6% | measured |
| 72 | decider-2b | 24.4% | measured |
| 73 | Sieve 2B | 23.6% | measured |
| 74 | Kev 4B r10 | 23.0% | measured |
| 75 | metask-jev-4b | 22.2% | measured |
| 76 | RSI-Jev v5.0 VL 3B | 22.1% | measured |
| 77 | Intern-Decision-2B | 21.4% | measured |
| 78 | Kev 9B v2 | 21.3% | measured |
| 79 | open-jev (pngwn) | 20.3% | measured |
| 80 | this-that 1.2 | 19.1% | measured |
| 81 | Jevstral 8B | 17.6% | measured |
| 82 | Kodiak v0.2 1B (accuracy) | 17.3% | measured |
| 83 | Bekko System One v0 68M | 16.9% | measured |
| 84 | vLLM-SR Decision 2.0 Sol 2B | 16.3% | measured |
| 85 | EXAONE-4.0-1.2B-JEV v0.3 | 16.2% | measured |
| 86 | NeoHorse-Jev-4B | 15.5% | measured |
| 87 | Qwen-2.5-1B-RLCD | 13.2% | measured |
| 88 | Gevva E2B | 13.0% | measured |
| 89 | LFM2.5-2.6B-RLCD | 11.4% | measured |
| 90 | vLLM-SR Decision 2.0 Eos 0.8B | 9.6% | measured |
| 91 | Sifr 0.8B v3.1 | 8.7% | measured |
| 92 | Bosun v3.1 1.7B | 8.5% | measured |
| 93 | Intern-Decision-0.8B | 8.2% | measured |
| 94 | vLLM-SR Decision 2.0 Kai 0.6B | 8.2% | measured |
| 95 | Von 1.3 | 8.0% | measured |
| 96 | Jev-Style 0.8B v3 | 7.9% | measured |
| 97 | JPT-0.8B | 7.8% | measured |
| 98 | system-one-gemma | 7.3% | measured |
| 99 | Laya | 7.0% | measured |
| 100 | Bosun v3.1 0.6B | 6.6% | measured |
| 101 | JevK5 Lite | 5.8% | measured |
| 102 | Tev1-0.8B-experimental | 5.7% | measured |
| 103 | GLiNER2.5-Decide | 5.1% | measured |
| 104 | Lavoir | 4.8% | measured |
| 105 | Kev 0.8B r15 | 4.7% | measured |
| 106 | LFM2.5-350M-RLCD | 4.3% | measured |
| 107 | Bekko System One v0 17M | 3.9% | measured |
| 108 | DM-JEPA 1.1 | 3.6% | measured |
| 109 | Julia 1 | 2.4% | measured |
| 110 | CLM-v0.1-8B | 1.5% | measured |
| 111 | Zev | 1.1% | measured |
| 112 | jeff | 1.0% | measured |
| 113 | Verdict | 0.0% | measured |
All leaderboards
Agentic · terminal
- AA Terminal-Bench 2.1
- AA Terminal-Bench 4.0
- Terminal-Bench 2.0
- Terminal-Bench 3.0
- Terminal-Bench 4.0
- Terminal-Bench Hard
- Terminal-Bench 2.1
- Terminal-Bench 2.1 (Vals AI)
Agentic · tools
- AA Agentic Index
- AA-AnalystAgent
- AA AutomationBench
- CWE-Bench-AA
- AA Cyber Index
- DeepsecBench-AA
- AA EnterpriseOps-Gym
- GDP.pdf
- AA Harvey LAB v1.0
- AA ITBench
- AA Tau3 Banking
- Agents' Last Exam
- APEX-Agents
- APEX-Agents-AA
- ApprenticeBench
- AutomationBench
- BFCL v4
- BrowseComp
- Claw-Eval
- CWE-bench v1
- CyberGym
- DeepPlanning
- DeepSearchQA
- DRACO
- ExploitGym
- Finance Agent v2
- GDPval-AA
- Gert Labs
- Hermes Bench
- Hermes Index
- HLE w/ tools
- JobBench
- MazeBench
- MCP Atlas
- MCP-Tasks
- OSWorld 2.1
- OSWorld 2.1 Offline
- OSWorld-Verified
- OSWorld 2.0
- PinchBench
- QwenClawBench
- ResearchClawBench
- SkillsBench
- τ²-bench results
- τ³-bench results
- Toolathlon
- Toolathlon-Verified
- VITA-Bench
- WideResearch
Coding
- AA Coding Index
- AA LiveCodeBench
- AA-SciCode
- Bug Hunt Bench
- CursorBench 3.1
- CursorBench 3.2
- CursorBench 4.0
- DeepSWE
- FrontierCode 1.1 Main
- FrontierCode 2.0
- FrontierCode 1.1 Extended
- FrontierSWE v2
- LiveCodeBench
- LiveCodeBench Pro
- LiveCodeBench v6
- NL2Repo
- OpenHarmony Bench
- PostTrainBench v1.1
- ProgramBench
- React Native Evals
- SciCode
- SWE-Atlas Codebase QnA
- SWE-bench Pro
- SWE-bench Verified
- SWE-Rebench
- SWE-Marathon
- Vals LiveCodeBench
- Vals SWE-bench
- Vibe Code Bench
- VulcanBench v3
Math
- AIME 2024
- AIME 2025
- AIME26
- FrontierMath v2 (Tier 4)
- FrontierMath v2 (Tiers 1-3)
- HMMT Feb 2025
- HMMT Feb 2026
- HMMT Nov 2025
- IMOAnswerBench
- MATH-500
- MMAnswerBench
Knowledge & reasoning
- AA-GPQA Diamond
- AA-HLE
- AA MMLU-Pro
- ARC-AGI-2
- ARC-AGI-3 Provider Adapter
- ARC-AGI-1
- ARC-AGI-3
- Artificial Analysis Intelligence Index
- BBH
- BioMysteryBench (human-difficult)
- BioMysteryBench (human-solvable)
- C-Eval
- CritPt
- GPQA
- GPQA Diamond
- GraphWalks BFS 256K–1M
- HealthBench (raw)
- HealthBench Hard
- HealthBench (length-adjusted)
- HealthBench Professional
- HealthBench Professional (raw)
- HLE
- HLE w/o tools
- HLE-Verified
- JevBench 1.4
- LABBench2
- MedXpertQA (Text)
- MMLU
- MMLU-Pro
- MMLU-Pro (Arcee)
- MMLU-Redux
- MMMLU
- AA-Omniscience Accuracy
- SimpleQA
- STEMBench
- SuperGPQA
- Vals GPQA Diamond
- Vals MMLU-Pro
Instruction following
Multilingual
Vision & documents
- AA-MMMU-Pro
- AI2D_TEST
- BabyVision
- CC-OCR
- Chartography (tools)
- CharXiv
- CharXiv w/o tools
- CountBench
- DynaMath
- ERQA
- LVBench
- MathVision
- MathVision w/ Python
- MedXpertQA (MM)
- MLVU (M-Avg)
- MMMU
- MMMU-Pro
- MMMU-Pro w/ Python
- MMVU
- OCRBench V2
- OfficeQA Pro
- OmniDocBench 1.5
- ParseBench
- RealWorldQA
- RefCOCO (avg)
- ScreenSpot Pro
- SimpleVQA
- SWE-bench Multimodal
- Video-MME (w/o subtitle)
- Video-MME (with subtitle)
- VideoMMMU
- V*
- We-Math
- ZeroBench