# Decision Index 0.3 Knowledge

> Decision Index 0.3 publishes chance-corrected knowledge scores for 112 evaluated systems.

Canonical page: https://benchlm.ai/benchmarks/jevdecisionindex03knowledge

- Category: [Decision Models](/decision-models)
- Last updated: October 6, 2026

The Decision Index 0.3 board lists 112 evaluated systems. This snapshot follows source commit f03e5a6 and keeps the knowledge score values and size labels published on the board.

The full score weights 37 public benchmarks at 20%, private tests of the same skills at 50%, and private tasks from new domains at 30%. The source reports 110,201 decisions. Scores are chance-corrected and coverage-adjusted; unsupported or unanswered requests count as wrong.

The published aggregates include private task results, but the task contents and item-level answers are not public. We show the board as external reference data, separate from general model rankings.

- [Decision Index 0.3 board](https://huggingface.co/spaces/multimodalart/jev-decision-index)
- [Decision Index methodology](https://huggingface.co/spaces/multimodalart/jev-decision-index/blob/main/methodology.html)
- [Space README and model repositories](https://huggingface.co/spaces/multimodalart/jev-decision-index/blob/main/README.md)
- [Decision Models](/decision-models)

## About Decision Index 0.3 Knowledge

- Year: 2026
- Tasks: Knowledge area of the Decision Index 0.3 evaluation
- Format: Chance-corrected area score
- Difficulty: Knowledge decision tasks
- Paper: [Decision Index 0.3 leaderboard](https://huggingface.co/spaces/multimodalart/jev-decision-index)

The area score appears on the board beside the full score. The full score combines public benchmarks at 20%, private tests of the same skills at 50%, and private tasks from new domains at 30%. Private task contents and item-level results are not published.

Decision Index 0.3 Knowledge is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (112 evaluated systems)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Quyet-1.0-Large](/models/decision-index-0-3-quyet-1-0-large) | chinhnc | 47.8 points |
| 2 | [Jev](/models/decision-index-0-3-jev) | Not listed | 46.2 points |
| 3 | [Perplexity Decider v1.1 (27B)](/models/decision-index-0-3-perplexity-decider-v1-1-27b) | Perplexity | 45.8 points |
| 4 | [deck31b (Gemma 4 31B)](/models/decision-index-0-3-deck31b-gemma-4-31b) | Not listed | 45.3 points |
| 5 | [Decider chat · Gemma-4-31B](/models/decision-index-decider-chat-gemma4-31b) | Mapika | 45.0 points |
| 6 | [Fastino GLiDE no-thinking (28B)](/models/decision-index-0-3-fastino-glide-no-thinking-28b) | Not listed | 43.5 points |
| 7 | [Surogate Rune 26B-A4B v3](/models/decision-index-rune-26b-a4b-v3) | Surogate | 43.1 points |
| 8 | [Blink v0.3 26B-A4B (NVFP4)](/models/decision-index-0-3-blink-v0-3-26b-a4b-nvfp4) | PixilabAI | 42.0 points |
| 9 | [Xor 26B-A4B](/models/decision-index-0-3-xor-26b-a4b) | juspay | 41.8 points |
| 10 | [Torchcast Decision 27B](/models/decision-index-0-3-torchcast-decision-27b) | Not listed | 41.1 points |
| 11 | [Cloudflare clef](/models/cloudflare-clef) | Cloudflare | 41.0 points |
| 12 | [Kev 27B](/models/decision-index-0-3-kev-27b) | jaredpalmer | 40.4 points |
| 13 | [GEV-26B-Decide](/models/decision-index-0-3-gev-26b-decide) | autotrust | 40.2 points |
| 14 | [vLLM-SR Decision 2.0 Vega 27B](/models/decision-index-0-3-vllm-sr-decision-2-0-vega-27b) | Not listed | 40.1 points |
| 15 | [JEV-27B](/models/decision-index-0-3-jev-27b) | autotrust | 39.7 points |
| 16 | [Jebadiah 27B](/models/decision-index-0-3-jebadiah-27b) | frontier-infra | 39.3 points |
| 17 | [Cloudflare clef-flash](/models/cloudflare-clef-flash) | Cloudflare | 38.4 points |
| 18 | [Eikos-27B](/models/eikos-27b) | caiovicentino1 | 38.3 points |
| 19 | [JADE](/models/decision-index-0-3-jade) | Not listed | 38.2 points |
| 20 | [Decider chat · Qwen3.6-27B](/models/decision-index-0-3-decider-chat-qwen3-6-27b) | Not listed | 38.1 points |
| 21 | [JPT-35B-A3B](/models/decision-index-0-3-jpt-35b-a3b) | kirp | 36.0 points |
| 22 | [Xor 1.2](/models/decision-index-0-3-xor-1-2) | Not listed | 35.7 points |
| 23 | [AJev lora5 (Gemma 4 12B)](/models/decision-index-0-3-ajev-lora5-gemma-4-12b) | andyzhang232 | 35.5 points |
| 24 | [Bespoke Nimble 9B v3](/models/decision-index-0-3-bespoke-nimble-9b-v3) | bespokelabs | 35.2 points |
| 25 | [simple-jev · Qwen3.8-27B (featherless)](/models/decision-index-simple-jev-qwen3-8-27b) | Featherless AI | 34.8 points |
| 26 | [reflex 27B](/models/reflex-27b) | kshetrajna12 | 33.5 points |
| 27 | [Decider 35B-A3B](/models/decider-35b-a3b) | Mapika | 33.1 points |
| 28 | [JoshuaSP diffusiongemma (open-jev)](/models/decision-index-0-3-joshuasp-diffusiongemma-open-jev) | Not listed | 32.6 points |
| 29 | [Winnow-12B](/models/winnow-12b) | Eldan Ring | 32.2 points |
| 30 | [JevK5 9B v0.3.3](/models/decision-index-0-3-jevk5-9b-v0-3-3) | alibiserikbay | 32.0 points |
| 31 | [decisio 0.4.0 (Qwen3.6-35B-A3B)](/models/decision-index-0-3-decisio-0-4-0-qwen3-6-35b-a3b) | Not listed | 31.8 points |
| 32 | [vLLM-SR Decision 2.0 Lux 9B](/models/decision-index-0-3-vllm-sr-decision-2-0-lux-9b) | Not listed | 31.7 points |
| 33 | [decisio 0.4.0 (Gemma 4 12B)](/models/decision-index-0-3-decisio-0-4-0-gemma-4-12b) | Not listed | 30.2 points |
| 34 | [JEV-9B](/models/decision-index-0-3-jev-9b) | autotrust | 30.1 points |
| 35 | [JPT-9B](/models/decision-index-0-3-jpt-9b) | kirp | 29.6 points |
| 36 | [ezjev 4B s2](/models/decision-index-0-3-ezjev-4b-s2) | everettjf | 29.2 points |
| 37 | [vLLM-SR Decision 2.0 Nox 4B](/models/decision-index-0-3-vllm-sr-decision-2-0-nox-4b) | Not listed | 29.2 points |
| 38 | [Kev 9B v2](/models/decision-index-0-3-kev-9b-v2) | Not listed | 29.2 points |
| 39 | [Hopper 12B (trained)](/models/decision-index-0-3-hopper-12b-trained) | Not listed | 28.9 points |
| 40 | [jiwo 4B](/models/decision-index-0-3-jiwo-4b) | eljiwo | 28.9 points |
| 41 | [Kas 4B](/models/decision-index-0-3-kas-4b) | kpiya | 27.9 points |
| 42 | [Bespoke Nimble 9B v2](/models/decision-index-0-3-bespoke-nimble-9b-v2) | bespokelabs | 27.7 points |
| 43 | [JPT-4B](/models/decision-index-0-3-jpt-4b) | kirp | 27.0 points |
| 44 | [Decider 4B](/models/decision-index-0-3-decider-4b) | Mapika | 26.7 points |
| 45 | [Sieve 9B](/models/decision-index-0-3-sieve-9b) | sthanika-ai | 26.3 points |
| 46 | [Jevfire](/models/decision-index-0-3-jevfire) | Not listed | 26.2 points |
| 47 | [Hopper (G) 1.2](/models/decision-index-0-3-hopper-g-1-2) | HopitAI | 25.9 points |
| 48 | [Jet v6.2](/models/decision-index-0-3-jet-v6-2) | michaljach | 25.9 points |
| 49 | [JevK5 v0.3](/models/decision-index-0-3-jevk5-v0-3) | Not listed | 25.8 points |
| 50 | [Jev-Omni](/models/jev-omni) | akhilaaa3 | 24.2 points |
| 51 | [Kev 4B r10](/models/decision-index-0-3-kev-4b-r10) | jaredpalmer | 24.1 points |
| 52 | [razorback16 openjev diffusiongemma (NVFP4, vLLM)](/models/decision-index-0-3-razorback16-openjev-diffusiongemma-nvfp4-vllm) | Not listed | 23.7 points |
| 53 | [mmastrac diffusiongemma (vLLM PR 57250)](/models/decision-index-0-3-mmastrac-diffusiongemma-vllm-pr-57250) | Not listed | 23.7 points |
| 54 | [open-jev (pngwn)](/models/decision-index-0-3-open-jev-pngwn) | Not listed | 23.6 points |
| 55 | [djev](/models/djev) | Maisa | 23.4 points |
| 56 | [NeoHorse-Jev-4B](/models/decision-index-0-3-neohorse-jev-4b) | TokenRhythm | 23.4 points |
| 57 | [Solomon v1.1](/models/decision-index-0-3-solomon-v1-1) | Not listed | 23.3 points |
| 58 | [Jevstral 8B](/models/decision-index-0-3-jevstral-8b) | AmirBraham | 23.2 points |
| 59 | [Tev1-4B-experimental](/models/decision-index-0-3-tev1-4b-experimental) | togethercomputer | 23.2 points |
| 60 | [Intern-Decision-4B](/models/decision-index-0-3-intern-decision-4b) | internlm | 22.9 points |
| 61 | [RSI-Jev v5.0 VL 3B](/models/decision-index-0-3-rsi-jev-v5-0-vl-3b) | shgao | 22.4 points |
| 62 | [lev](/models/decision-index-0-3-lev) | interfaze-ai | 21.4 points |
| 63 | [Metask-Jev-4B](/models/metask-jev-4b) | Wayfind (metask-ai) | 21.4 points |
| 64 | [Lev1 3.7B](/models/decision-index-0-3-lev1-3-7b) | Not listed | 20.9 points |
| 65 | [Winnow-E4B](/models/decision-index-0-3-winnow-e4b) | EldanRing | 20.8 points |
| 66 | [Intelif Qwen3-4B](/models/decision-index-0-3-intelif-qwen3-4b) | Not listed | 20.0 points |
| 67 | [openvons](/models/decision-index-0-3-openvons) | Not listed | 19.8 points |
| 68 | [Ryotide Qwen v0.3.1](/models/decision-index-0-3-ryotide-qwen-v0-3-1) | Not listed | 19.0 points |
| 69 | [Jev-Style 2B v3](/models/decision-index-0-3-jev-style-2b-v3) | Not listed | 17.7 points |
| 70 | [mini-jev](/models/decision-index-0-3-mini-jev) | Not listed | 17.4 points |
| 71 | [Gevva E4B](/models/decision-index-0-3-gevva-e4b) | davidburhans | 17.0 points |
| 72 | [Jobe](/models/decision-index-0-3-jobe) | Not listed | 16.9 points |
| 73 | [SemIf](/models/decision-index-0-3-semif) | Not listed | 16.0 points |
| 74 | [Decider 2B](/models/decider-2b) | Mapika | 15.9 points |
| 75 | [EXAONE-4.0-1.2B-JEV v0.3](/models/decision-index-0-3-exaone-4-0-1-2b-jev-v0-3) | Not listed | 15.1 points |
| 76 | [this-that 1.2](/models/decision-index-0-3-this-that-1-2) | Not listed | 14.9 points |
| 77 | [vLLM-SR Decision 2.0 Sol 2B](/models/decision-index-0-3-vllm-sr-decision-2-0-sol-2b) | Not listed | 13.9 points |
| 78 | [Gevva E2B](/models/decision-index-0-3-gevva-e2b) | davidburhans | 13.3 points |
| 79 | [Sieve 2B](/models/decision-index-0-3-sieve-2b) | sthanika-ai | 11.9 points |
| 80 | [jiwo 0.8B](/models/decision-index-0-3-jiwo-0-8b) | eljiwo | 11.3 points |
| 81 | [Kodiak v0.2 1B (accuracy)](/models/decision-index-0-3-kodiak-v0-2-1b-accuracy) | cortex-agent-llc | 10.5 points |
| 82 | [Intern-Decision-2B](/models/decision-index-0-3-intern-decision-2b) | internlm | 10.2 points |
| 83 | [Dinah-0](/models/decision-index-0-3-dinah-0) | Lukitaduarte | 9.7 points |
| 84 | [Sifr 0.8B v3.1](/models/decision-index-0-3-sifr-0-8b-v3-1) | Not listed | 9.5 points |
| 85 | [OneJev 0.8B](/models/decision-index-0-3-onejev-0-8b) | OmniJev | 9.0 points |
| 86 | [Bekko System One v0 400M](/models/decision-index-0-3-bekko-system-one-v0-400m) | hotchpotch | 8.9 points |
| 87 | [vLLM-SR Decision 2.0 Eos 0.8B](/models/decision-index-0-3-vllm-sr-decision-2-0-eos-0-8b) | Not listed | 7.4 points |
| 88 | [Kev 0.8B r15](/models/decision-index-0-3-kev-0-8b-r15) | Not listed | 7.3 points |
| 89 | [JPT-0.8B](/models/decision-index-0-3-jpt-0-8b) | kirp | 7.1 points |
| 90 | [Von 1.3](/models/decision-index-0-3-von-1-3) | Not listed | 7.0 points |
| 91 | [Intern-Decision-0.8B](/models/decision-index-0-3-intern-decision-0-8b) | internlm | 6.6 points |
| 92 | [LFM2.5-2.6B-RLCD](/models/decision-index-0-3-lfm2-5-2-6b-rlcd) | monotykamary | 6.6 points |
| 93 | [vLLM-SR Decision 2.0 Kai 0.6B](/models/decision-index-0-3-vllm-sr-decision-2-0-kai-0-6b) | Not listed | 6.1 points |
| 94 | [DM-JEPA 1.1](/models/decision-index-0-3-dm-jepa-1-1) | Not listed | 5.2 points |
| 95 | [Tev1-0.8B-experimental](/models/decision-index-0-3-tev1-0-8b-experimental) | togethercomputer | 5.1 points |
| 96 | [JevK5 Lite](/models/decision-index-0-3-jevk5-lite) | alibiserikbay | 4.9 points |
| 97 | [Jev-Style 0.8B v3](/models/decision-index-0-3-jev-style-0-8b-v3) | Not listed | 3.7 points |
| 98 | [Bosun v3.1 1.7B](/models/decision-index-0-3-bosun-v3-1-1-7b) | Hanno-Labs | 3.5 points |
| 99 | [Julia 1](/models/decision-index-0-3-julia-1) | SupersonicLabs | 3.3 points |
| 100 | [Lavoir](/models/decision-index-0-3-lavoir) | moganai | 2.6 points |
| 101 | [GLiNER2.5-Decide](/models/decision-index-0-3-gliner2-5-decide) | fastino | 2.1 points |
| 102 | [system-one-gemma](/models/decision-index-0-3-system-one-gemma) | Not listed | 2.0 points |
| 103 | [Bekko System One v0 68M](/models/decision-index-0-3-bekko-system-one-v0-68m) | hotchpotch | 1.8 points |
| 104 | [Laya](/models/laya) | Convai Innovations | 1.8 points |
| 105 | [Verdict](/models/decision-index-0-3-verdict) | Not listed | 1.6 points |
| 106 | [Qwen-2.5-1B-RLCD](/models/decision-index-0-3-qwen-2-5-1b-rlcd) | harshatheg | 1.5 points |
| 107 | [jeff](/models/jeff) | Logan Markewich | 1.4 points |
| 108 | [Bosun v3.1 0.6B](/models/bosun-v31-0-6b) | Clause Logic | 1.0 points |
| 109 | [CLM-v0.1-8B](/models/decision-index-0-3-clm-v0-1-8b) | Contrastive-LM | 0.7 points |
| 110 | [Bekko System One v0 17M](/models/decision-index-0-3-bekko-system-one-v0-17m) | hotchpotch | 0.5 points |
| 111 | [LFM2.5-350M-RLCD](/models/decision-index-0-3-lfm2-5-350m-rlcd) | notnotsamuel | 0.0 points |
| 112 | [Zev](/models/decision-index-0-3-zev) | Not listed | 0.0 points |

## FAQ

### What does Decision Index 0.3 Knowledge measure?

Decision Index 0.3 publishes chance-corrected knowledge scores for 112 evaluated systems.

### Which model leads the published Decision Index 0.3 Knowledge snapshot?

Quyet-1.0-Large currently leads the published Decision Index 0.3 Knowledge snapshot with a score of 47.8 points.

### How many models are evaluated on Decision Index 0.3 Knowledge?

The October 6, 2026 contains 112 AI models.

### Does Decision Index 0.3 Knowledge affect BenchLM's overall score?

Not directly. Decision Index 0.3 Knowledge is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.