whatmodel.sh · find the best decision models you can run

Best Decision models for retrieval & classification

A leaderboard of the best Decision models for retrieval & classification. StartLux-Decision v1.1 27B is #1 right now, followed by Sieve 31B v3 and baselabs mammoth-1 (27B). Published typed-decision evaluations, with evaluator-specific protocols and tested settings retained. Each task score uses only its reviewed benchmarks. Filter by your computer or budget to find the best one you can use.

258 models · 22 benchmarks · updated

Compare tested decision models and inference recipes across text, vision and workflow tasks. Use task filters and raw results: probability consistency measures coherence, not correctness.

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gpu[apple silicon][graphics card][unified memory][none]
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task[all tasks][tools & automation][retrieval & classification][language understanding][arts & human taste][knowledge & reasoning][vision][workflows][consistency]

Scores use reviewed retrieval & classification evaluations only. Compare scores within this task. Models without task measurements are excluded.

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Run curl whatmodel.sh/decisionto get this list in your terminal (add &format=json for agents).

Score vs release date

Release dates available for 77 of 258 models. Undated models are omitted; month-only dates are plotted at the start of the month.

#modeltask score↓where↓RAM↓speed↓get itsources
#modeltask score↓where↓RAM↓speed↓get itsources
1StartLux-Decision v1.1 27B StartLux69±2†model files ↗huggingface.co ↗Decision Index 0.4.1
2Sieve 31B v3 Sthānika AI68±2†model files ↗huggingface.co ↗Decision Index 0.4.1
3baselabs mammoth-1 (27B) baselabs68±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
4WeMM-JEV-27B Rover0068±2†model files ↗huggingface.co ↗Decision Index 0.4.1
5Jeffan-31b-1710 tattrongvu67±2†model files ↗huggingface.co ↗Decision Index 0.4.1
6StartLux-Decision v1.1 9B StartLux66±2†model files ↗huggingface.co ↗Decision Index 0.4.1
7Bespoke Nimble v4 Max (27B) Bespoke Labs66±2†model files ↗huggingface.co ↗Decision Index 0.4.1
8OneShot 27B OneShot66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
9Perplexity Decider v1.2 (27B) Perplexity66±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
10baselabs elephant-1 (9B) baselabs66±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
11Nace.AI Drex Max v1 (27B) Nace-Deepinfra65±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
12StartLux-Decision v1.1 4B StartLux65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
13VisionJEV 1.0.0 (27B) taoszhang65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
14vera-large scar-ai65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
15Turion Jev 31B Turion.AI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
16vLLM-SR d3-turbo v1.1 (27B) vLLM Semantic Router65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
17Amos 1 Large (27B) mukaddamzaid65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
18JEV-35B AutoTrust AI Lab65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
19vLLM-SR d3-ultra (Decision 3.0, 27B) vLLM Semantic Router65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
20Torchcast Decision 27B Torchcast AI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
21Fastino GLiDE 1.2 Fastino65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
22KnowLine 35B-A3B Gen1.5 PelaAI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
23Matilda Decision v1 Maincode65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
24Sieve 27B v2 Sthānika AI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
25Ainvest-Decision-27B v1.0 Ainvest-World65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
26KnowLine 26B-A4B Gen2.5 PelaAI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
27KnowLine 31B Gen1 PelaAI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
28KnowLine 9B Gen1 PelaAI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
29GEV-26B-Decide AutoTrust AI Lab64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
30mogan-decision-31B-it Mogan AI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
31Cerno 27B apertixai64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
32Bobcat 1.3 (31B) sanghwa-na64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
33Standard One 35B SH (v1) Standard Thinking64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
34StartLux-Decision v1.1 2B StartLux64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
35Microsoft-Decision-1 Microsoft64±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)LeanMCP · JevBench
36RSI-Jev v6.1 VL 27B (effort auto) shgao63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
37Jeffan-4B-2010 tattrongvu63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
38d1 (hosted) Liquid AI63±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)LeanMCP · JevBench
39Darwin-27B-ZTC FINAL_Bench63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
40Standard One 8B SH (v4) Standard Thinking62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
41Perplexity Decider v1.1 (27B) Perplexity62±2api price unknownopenrouter.ai ↗DecisionPivot · StartLux LabsLeanMCP · JevBenchCitead GEO Citation Benchmark (October 2026)
42AnyJev Tacitus 31B morriszjm62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
43Senova-4B v2 WangSenQWQ62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
44StartLux-Decision v1.1 0.8B StartLux62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
45vLLM-SR d3 (27B) vLLM Semantic Router62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
46d1-ultra Liquid AI62±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
47AJev lm6q (Gemma 4 31B) andyzhang23262±1†model files ↗huggingface.co ↗Decision Index 0.4.1
48OneJev1.6-27B OmniJev62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
49MISA AI 2.0 Decision Plus · oak 1.1 (31B) MISA JSC62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
50FlexDM · Gemma-4-31B (decision readout) 1000luca62±1†source code ↗github.com ↗Decision Index 0.4.1
51Xor 26B-A4B v1.2 Juspay Technologies62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
52Cerno 9B v1.1 apertixai62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
53reflex Qwen3.8-27B-FP8 (pmscr) (decision readout) kshetrajna1262±1†source code ↗github.com ↗Decision Index 0.4.1
54Verdin-4B v1.1 victorbennett62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
55H2O Lightning 31B v1.1 H2O.ai61±1†request access ↗huggingface.co ↗Decision Index 0.4.1
56Qwen Decision 27B noncausal LoRA jsaurabh61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
57linne-fern 1.0 (27B) MISA-AICORE61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
58Span-02 (Gemma 4 26B-A4B) Respan61±1api price unknownopenrouter.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
59KnowLine 4B Gen5.5 PelaAI61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
60d1.1 (hosted) Liquid AI61±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
61Clef Cloudflare61±1api $0.24/M input tokens +local~68GBdevelopers.cloudflare.com ↗Decision Index 0.4.1DecisionPivot · StartLux LabsSystem One Bench (Ali Alhashimi)LeanMCP · JevBenchDecideBench (Cho Yin Yong)
62Clef-omni Cloudflare61±1api $0.15/M input tokens +local~87GBdevelopers.cloudflare.com ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)LeanMCP · JevBench
63Bespoke Nimble 9B v3 Bespoke Labs61±1†local~21GBhow to run › Decision Index 0.4.1
64Jebadiah 27B v2.1 (T1e) frontier-infra61±1†local~69GBhow to run › Decision Index 0.4.1
65Perplexity Decider Flash v1.2 (4B) Perplexity61±1local~10GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
66Aleria Judge 1.1.1 (Gemma 4 31B) (decision readout) ALERIA-ML60±1†source code ↗github.com ↗Decision Index 0.4.1
67Cerno 4B v1.1 apertixai60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
68Clef-flash Cloudflare60±1api $0.038/M input tokens +local~25GBdevelopers.cloudflare.com ↗Decision Index 0.4.1DecisionPivot · StartLux LabsSystem One Bench (Ali Alhashimi)LeanMCP · JevBenchDecideBench (Cho Yin Yong)
69simple-jev · Qwen3.8-27B (featherless) (decision readout) featherless-ai60±1†source code ↗github.com ↗Decision Index 0.4.1
70jev-brain · Gemma-4-31B (decision readout) wcole360±1†source code ↗github.com ↗Decision Index 0.4.1
71Kev 27B Jared Palmer60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
72Lychee-27B LycheeAI60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
73Standard One 3B SH (v4) Standard Thinking60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
74vLLM-SR Decision 2.0 Vega 27B vLLM Semantic Router60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
75SynACK Decide 26B-A4B v7 SkyPanther60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
76Wald-26B-A4B ORG2 AI60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
77Mercury Decide (free endpoint) Inception59±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
78CoCo-Decision-4B 2.4 Corners59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
79Jegue 0.1 (9B) fdemelo59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
80ezjev 4B s2 everettjf59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
81Lumma-fev-27B FrontiersMind59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
82Seb-9B v2 ironbcc59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
83Mercury Decide (paid endpoint) Inception59±6*api price unknownopenrouter.ai ↗LeanMCP · JevBench
84Solomon v1.1 Doccy Health59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
85allec-oavg (Gemma 4 31B) plantwaterer59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
86oenogarum (Gemma 4 31B) plantwaterer59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
87Jev-Style 2B v4 chaoliangUNSW59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
88JADE theunnecessarythings59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
89Sieve 2B v3 Sthānika AI59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
90Mica v0.5 4B akivet58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
91Surogate Rune 26B-A4B v3 Surogate58±1†request access ↗huggingface.co ↗Decision Index 0.4.1
92Trio-Spark DI (9B) MachineFi Labs58±1†request access ↗huggingface.co ↗Decision Index 0.4.1
93Jev 1.13 TypeSafe58±1api $0.042/M input tokensdocs.typesafe.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecisionPivot · StartLux LabsLeanMCP · JevBenchCitead GEO Citation Benchmark (October 2026)DecideBench (Cho Yin Yong)
94Eikos-27B-FP8 Qwen3.8-27B LoRA caiovicentino158±1†model files ↗huggingface.co ↗Decision Index 0.4.1
95Amber Hybrid 4B (decision readout) MLukauskas58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
96djev diffgemma (decision readout) Davipar58±1†source code ↗github.com ↗Decision Index 0.4.1
97Blink v0.3 26B-A4B (NVFP4) Pixilab.ai58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
98AJev lora7 (Gemma 4 12B) andyzhang23258±1†model files ↗huggingface.co ↗Decision Index 0.4.1
99AJev lora1 (Gemma 4 26B-A4B) andyzhang23258±1†model files ↗huggingface.co ↗Decision Index 0.4.1
100jiwo 4B v2 eljiwo58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
101razorback16 diffgemma (decision readout) vllm-project58±1†source code ↗github.com ↗Decision Index 0.4.1
102garum (Gemma 4 31B) plantwaterer58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
103Nace.AI Drex v1.5 Nace.AI58±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)LeanMCP · JevBenchDecideBench (Cho Yin Yong)
104crystal-0.8b Kyunghwan-kim58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
105vLLM-SR vela3-fast (Vela 3.0, 0.4B) vLLM Semantic Router58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
106Jev 1.14 TypeSafe57±3api $0.042/M input tokensdocs.typesafe.ai ↗System One Bench (Ali Alhashimi)
107JEV-27B AutoTrust AI Lab57±1model files ↗huggingface.co ↗Decision Index 0.4.1Citead GEO Citation Benchmark (October 2026)
108Decider 31B (NVFP4) Mapika57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
109AnyJev L0 · Gemma-4-31B (decision readout) MorrisZJ57±1†source code ↗github.com ↗Decision Index 0.4.1
110Nace.AI Drex v2.0 (35B-A3B) Nace.AI57±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
111baselabs joey-1 (2B) baselabs57±1api price unknownopenrouter.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
112Kas 4B kpiya57±1model files ↗huggingface.co ↗Decision Index 0.4.1
113decisio 0.6.0 (Gemma 4 31B) (decision readout) aminry57±1†source code ↗github.com ↗Decision Index 0.4.1
114OneJev1.6-9B OmniJev57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
115vLLM-SR d3-flash (9B) vLLM Semantic Router57±1†local~18GBhow to run › Decision Index 0.4.1
116decisio 0.4.0 (Gemma 4 12B) (decision readout) aminry56±1†source code ↗github.com ↗Decision Index 0.4.1
117Jevfire Qwen3.8-27B (decision readout) kikoncuo56±1†source code ↗github.com ↗Decision Index 0.4.1
118GPT-6 Luna Decisions OpenAI56±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)LeanMCP · JevBenchDecideBench (Cho Yin Yong)
119JoshuaSP diffgemma (decision readout) JoshuaSP56±1†source code ↗github.com ↗Decision Index 0.4.1
120deck31b (Gemma 4 31B) (decision readout) krishna-gogineni-76556±1source code ↗github.com ↗Decision Index 0.4.1
121Decider chat · Gemma-4-31B (decision readout) Mapika56±1†source code ↗github.com ↗Decision Index 0.4.1
122muria (Gemma 4 12B) plantwaterer56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
123Shisa DE-2.1 (repeat) Shisa.AI56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
124JPT-35B-A3B kirp56±1model files ↗huggingface.co ↗Decision Index 0.4.1
125Winnow-12B EldanRing56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
126RSI-Jev v6.1 VL 4B shgao56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
127Aurelis-2B Leptos Labs56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
128mmastrac diffgemma (decision readout) vllm-project56±1†source code ↗github.com ↗Decision Index 0.4.1
129Jebadiah 9B v2.1 (T1e) frontier-infra55±1†local~25GBhow to run › Decision Index 0.4.1
130AutoTrust-JEV-27B v1.1 AutoTrust AI Lab55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
131Jev-Omni akhilaaa355±1†model files ↗huggingface.co ↗Decision Index 0.4.1
132garas (Gemma 4 31B) plantwaterer55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
133Tern-35B-A3B matthewagi55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
134Saif 4B Gyr Technology55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
135vLLM-SR d3-mini (4B) vLLM Semantic Router55±1†local~11GBhow to run › Decision Index 0.4.1
136OneJev1.6-4B OmniJev55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
137JPT-9B Qwen3.5-9B LoRA kirp55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
138Nari Decision 4B v3.2 blackmallangcow55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
139Amber 4B MLukauskas55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
140Xor 1.2 Juspay Technologies55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
141GLiClass v4 edge (0.4B) Knowledgator Engineering55±1†local~2.7GBhow to run › Decision Index 0.4.1
142Amber 0.4B MLukauskas55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
143LiquidAI d1-3B Liquid AI54±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
144LatentMesh Blitz 2B v1 LatentMesh Labs54±1†request access ↗huggingface.co ↗Decision Index 0.4.1
145jdi-ptr14-0.8b AnamK54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
146Decider 35B-A3B Mapika53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
147Saina Helm 2 Omni (0.8B) Saina53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
148OneJev1.6-0.8B OmniJev53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
149Sieve 9B v2 Sthānika AI53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
150Crivo-1B tardellirs52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
151Sieve 4B Sthānika AI52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
152PurpleMIST-Flash-1.0 Olaverse Lab52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
153DecisionTune 1.0 DecisionTune52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
154Sieve 9B Sthānika AI52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
155jiwo 0.8B v2 eljiwo52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
156Quyet-1.0-Large chinhnc52±1model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
157Kev 9B v2 Jared Palmer52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
158FlyMy.AI Decision 4B v1.6 FlyMy.AI51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
159Hopper 12B (trained) HopitAI51±1model files ↗huggingface.co ↗Decision Index 0.4.1
160Decider chat · Qwen3.6-27B (decision readout) Mapika51±1†source code ↗github.com ↗Decision Index 0.4.1
161vLLM-SR d3-nano (2B) vLLM Semantic Router50±1local~8.2GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
162Saina Helm 2.0 v2 Saina50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
163Dinah-1 Lukitaduarte50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
164Bosun v3.1 1.7B LoRA Hanno Labs50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
165Mola-150M codavidgarcia49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
166Winnow-E4B EldanRing49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
167JEV-9B AutoTrust AI Lab49±1model files ↗huggingface.co ↗Decision Index 0.4.1Citead GEO Citation Benchmark (October 2026)
168vLLM-SR Decision 2.0 Nox 4B vLLM Semantic Router49±1†local~12GBhow to run › Decision Index 0.4.1
169JPT-4B Qwen3.5-4B LoRA kirp49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
170Interfaze lev Qwen3.5-4B LoRA Interfaze49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
171decisio 0.4.0 (Qwen3.6-35B-A3B) (decision readout) aminry48±1†source code ↗github.com ↗Decision Index 0.4.1
172Mola-68M codavidgarcia48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
173vLLM-SR Decision 2.0 Lux 9B vLLM Semantic Router48±1†local~20GBhow to run › Decision Index 0.4.1
174Bespoke Nimble 9B v2 Bespoke Labs48±1†local~20GBhow to run › Decision Index 0.4.1
175InternLM Intern-Decision Qwen3.5-4B Shanghai AI Laboratory (InternLM)48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
176Together Tev1 Qwen3.5-4B Together47±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
177TokenRhythm NeoHorse-Jev-4B TokenRhythm47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
178JEV Ettin 150M Elfsong47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
179Solar Decide Upstage47±2api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)LeanMCP · JevBench
180Aplomb 1 EmpirioLabs AI46±1†request access ↗huggingface.co ↗Decision Index 0.4.1
181vLLM-SR vela3-fast-vision (Vela 3.0, 0.25B) vLLM Semantic Router46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
182vera-core-2 scar-ai46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
183Decider 4B Mapika45±1local~11GBhow to run › Decision Index 0.4.1Citead GEO Citation Benchmark (October 2026)
184Lev1 3.7B theaviv45±1model files ↗huggingface.co ↗Decision Index 0.4.1
185vLLM-SR d3-lite (0.8B) vLLM Semantic Router45±1local~4.5GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
186wyat-1-800m teilomillet45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
187Bosun v3.1 0.6B LoRA Hanno Labs45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
188Saracura PT-BR 4B Felhen45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
189JevK5 v0.3 alibiserikbay45±1model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
190Crivo-400M tardellirs44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
191Sieve 0.8B Sthānika AI44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
192Kev 4B r10 Jared Palmer44±1local~11GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
193Crivo-68M tardellirs44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
194tasksource Decider nano v5 (150M) tasksource43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
195Bekko System One v0 400M hotchpotch43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
196JevK5 9B v0.3.3 alibiserikbay43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
197Valen-4B Valen43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
198RSI-Jev v5.0 VL 3B shgao43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
199Hopper (G) 1.2 Qwen3.5-4B LoRA HopitAI42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
200Kodiak v0.2 1B (accuracy) Cortex Agent LLC42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
201Cam1 cbuk1000142±1†model files ↗huggingface.co ↗Decision Index 0.4.1
202Ryotide Qwen v0.3.1 (decision readout) csabag41±1†source code ↗github.com ↗Decision Index 0.4.1
203Solar Decide Flash Upstage41±2api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)LeanMCP · JevBench
204Gevva E4B davidburhans40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
205Crivo-150M v2 tardellirs40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
206FLock this-that 1.2 FLock.io40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
207Jevstral 8B AmirBraham39±1†model files ↗huggingface.co ↗Decision Index 0.4.1
208SemIf Qwen3.5-4B Base (decision readout) TheoLeeCJ39±2†source code ↗github.com ↗Decision Index 0.4.1
209Crivo-32M v2 tardellirs39±1†model files ↗huggingface.co ↗Decision Index 0.4.1
210Jobe Qwen3.5-4B (decision readout) MantisShrimpdev38±2†source code ↗github.com ↗Decision Index 0.4.1
211Metask-Jev-4B Metask-AI-Lab37±2†model files ↗huggingface.co ↗Decision Index 0.4.1
212vLLM-SR Decision 2.0 Eos 0.8B vLLM Semantic Router37±2†local~5.8GBhow to run › Decision Index 0.4.1
213Decider 2B Mapika37±2†model files ↗huggingface.co ↗Decision Index 0.4.1
214vLLM-SR Decision 2.0 Sol 2B vLLM Semantic Router37±2†local~11GBhow to run › Decision Index 0.4.1
215InternLM Intern-Decision Qwen3.5-2B Shanghai AI Laboratory (InternLM)36±2†model files ↗huggingface.co ↗Decision Index 0.4.1
216PICK-150M v5 lCREEl35±2†model files ↗huggingface.co ↗Decision Index 0.4.1
217openvons Qwen3-4B (decision readout) genai-craft35±2†source code ↗github.com ↗Decision Index 0.4.1
218Gevva E2B davidburhans34±2†model files ↗huggingface.co ↗Decision Index 0.4.1
219Jev-Style 0.8B v3 chaoliangUNSW34±2†model files ↗huggingface.co ↗Decision Index 0.4.1
220Sifr 0.8B v3.1 mohamedlotfy5033±2†model files ↗huggingface.co ↗Decision Index 0.4.1
221Valen-2B Valen33±2†model files ↗huggingface.co ↗Decision Index 0.4.1
222open-jev (pngwn) pngwn32±2†model files ↗huggingface.co ↗Decision Index 0.4.1
223vLLM-SR d3-edge (0.6B) vLLM Semantic Router32±1local~2.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
224Intelif Qwen3-4B UserMoonlight31±2†model files ↗huggingface.co ↗Decision Index 0.4.1
225JPT-0.8B Qwen3.5-0.8B LoRA kirp31±2†model files ↗huggingface.co ↗Decision Index 0.4.1
226mini-jev Qwen3-4B (decision readout) r-ms31±2†source code ↗github.com ↗Decision Index 0.4.1
227JEV Ettin 400M Elfsong31±2†model files ↗huggingface.co ↗Decision Index 0.4.1
228vLLM-SR Decision 2.0 Kai 0.6B vLLM Semantic Router30±2†local~3.7GBhow to run › Decision Index 0.4.1
229EXAONE-4.0-1.2B-JEV v0.3 carrtesy29±2†model files ↗huggingface.co ↗Decision Index 0.4.1
230vera-spark scar-ai29±2†model files ↗huggingface.co ↗Decision Index 0.4.1
231JEV FLAN-T5 Large public v2 (342M) Elfsong28±2†model files ↗huggingface.co ↗Decision Index 0.4.1
232Valen-0.8B Valen28±2†model files ↗huggingface.co ↗Decision Index 0.4.1
233MoganAI Lavoir ModernBERT-large Mogan AI28±2†model files ↗huggingface.co ↗Decision Index 0.4.1
234Bekko System One v0 68M hotchpotch28±2†model files ↗huggingface.co ↗Decision Index 0.4.1
235Strands Decider 2B (Hobson v21) Amazon Web Services27±2local~6.6GBhow to run › Decision Index 0.4.1
236LiquidAI d1-omni-600M Liquid AI27±1local~2.7GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
237Crivo-17M tardellirs27±2†model files ↗huggingface.co ↗Decision Index 0.4.1
238Von 1.3 wfzyx27±2†model files ↗huggingface.co ↗Decision Index 0.4.1
239Prumo (rule-based engine) tardellirs26±2†source code ↗huggingface.co ↗Decision Index 0.4.1
240Sieve 2B Sthānika AI25±2†model files ↗huggingface.co ↗Decision Index 0.4.1
241Kev 0.8B r15 Jared Palmer24±1local~4.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
242Laya ConvAI Innovations23±2†model files ↗huggingface.co ↗Decision Index 0.4.1
243InternLM Intern-Decision Qwen3.5-0.8B Shanghai AI Laboratory (InternLM)23±2†model files ↗huggingface.co ↗Decision Index 0.4.1
244GLiNER2.5-Decide Fastino23±2†model files ↗huggingface.co ↗Decision Index 0.4.1
245Together Tev1 Qwen3.5-0.8B Together21±2†model files ↗huggingface.co ↗Decision Index 0.4.1
246LFM2.5-2.6B-RLCD monotykamary21±2†model files ↗huggingface.co ↗Decision Index 0.4.1
247jeff GLiFormer-large (decision readout) logan-markewich20±2†source code ↗github.com ↗Decision Index 0.4.1
248Nirnaya 0.4B kshitijthakkar20±2†model files ↗huggingface.co ↗Decision Index 0.4.1
249Supersonic Labs Julia 1 Supersonic Labs17±2model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
250system-one-gemma akash-kamat17±2†source code ↗github.com ↗Decision Index 0.4.1
251Bekko System One v0 17M hotchpotch14±2†model files ↗huggingface.co ↗Decision Index 0.4.1
252Zev (decision readout) bhubbard6±2†source code ↗github.com ↗Decision Index 0.4.1
253DM-JEPA 1.1 Danger Labs6±2model files ↗huggingface.co ↗Decision Index 0.4.1
254Verdict heman10x5±2†model files ↗huggingface.co ↗Decision Index 0.4.1
255LFM2.5-350M-RLCD notnotsamuel3±2†model files ↗huggingface.co ↗Decision Index 0.4.1
256Qwen-2.5-1B-RLCD (decision readout) harshatheg-4±2†source code ↗huggingface.co ↗Decision Index 0.4.1
257JevK5 Lite alibiserikbay-7±2†model files ↗huggingface.co ↗Decision Index 0.4.1
258CLM-v0.1-8B Qwen3-8B heads Contrastive-LM-14±3local~15GBhow to run › Decision Index 0.4.1DecideBench (Cho Yin Yong)

258 of 258 catalogue models listed here · sources and licences

* new or thinly tested: ranked on too few benchmark results · † no independently run results verified · ~RAM is estimated; full context may need more memory

258 models · 22 benchmarks · updated