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

Best Decision models for language understanding

A leaderboard of the best Decision models for language understanding. baselabs mammoth-1 (27B) is #1 right now, followed by vLLM-SR d3-turbo v1.1 (27B) and AutoTrust-JEV-27B v1.1. 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.

256 models · 21 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.

Filter by your hardware and budget · reset
ram[2][4][8][16][24][32][48][64][96][128][192][256]
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GB
gpu[apple silicon][graphics card][unified memory][none]
price[local][$0.05][$0.1][any]max per M input tokens
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task[all tasks][tools & automation][retrieval & classification][language understanding][arts & human taste][knowledge & reasoning][vision][workflows][consistency]

Scores use reviewed language understanding evaluations only. Compare scores within this task. Models without task measurements are excluded.

New #1s:
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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 76 of 256 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
1baselabs mammoth-1 (27B) baselabs75±2model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
2vLLM-SR d3-turbo v1.1 (27B) vLLM Semantic Router74±2†model files ↗huggingface.co ↗Decision Index 0.4.1
3AutoTrust-JEV-27B v1.1 AutoTrust AI Lab74±2†model files ↗huggingface.co ↗Decision Index 0.4.1
4StartLux-Decision v1.1 27B StartLux73±2†model files ↗huggingface.co ↗Decision Index 0.4.1
5vLLM-SR d3-ultra (Decision 3.0, 27B) vLLM Semantic Router73±2†model files ↗huggingface.co ↗Decision Index 0.4.1
6vLLM-SR d3 (27B) vLLM Semantic Router73±2†model files ↗huggingface.co ↗Decision Index 0.4.1
7Clef-omni Cloudflare73±2api $0.15/M input tokens +local~87GBdevelopers.cloudflare.com ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
8Nace.AI Drex Max v1 (27B) Nace-Deepinfra73±2model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
9Fastino GLiDE 1.2 Fastino72±2†model files ↗huggingface.co ↗Decision Index 0.4.1
10Jeffan-31b-1710 tattrongvu72±2†model files ↗huggingface.co ↗Decision Index 0.4.1
11Bespoke Nimble v4 Max (27B) Bespoke Labs72±2†model files ↗huggingface.co ↗Decision Index 0.4.1
12vera-large scar-ai72±2†model files ↗huggingface.co ↗Decision Index 0.4.1
13Torchcast Decision 27B Torchcast AI71±2†model files ↗huggingface.co ↗Decision Index 0.4.1
14Clef Cloudflare71±1api $0.24/M input tokens +local~68GBdevelopers.cloudflare.com ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
15Sieve 31B v3 Sthānika AI70±2†model files ↗huggingface.co ↗Decision Index 0.4.1
16Darwin-27B-ZTC FINAL_Bench70±2†model files ↗huggingface.co ↗Decision Index 0.4.1
17d1.1 (hosted) Liquid AI70±5api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
18Clef-flash Cloudflare70±1api $0.038/M input tokens +local~25GBdevelopers.cloudflare.com ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
19baselabs elephant-1 (9B) baselabs69±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
20Amos 1 Large (27B) mukaddamzaid69±1†model files ↗huggingface.co ↗Decision Index 0.4.1
21d1-ultra Liquid AI69±5api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
22OneShot 27B OneShot69±1†model files ↗huggingface.co ↗Decision Index 0.4.1
23KnowLine 35B-A3B Gen1.5 PelaAI68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
24JEV-35B AutoTrust AI Lab68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
25Sieve 27B v2 Sthānika AI68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
26OneJev1.6-27B OmniJev68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
27mogan-decision-31B-it Mogan AI68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
28WeMM-JEV-27B Rover0068±1†model files ↗huggingface.co ↗Decision Index 0.4.1
29Perplexity Decider v1.2 (27B) Perplexity68±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
30StartLux-Decision v1.1 9B StartLux67±1†model files ↗huggingface.co ↗Decision Index 0.4.1
31vLLM-SR d3-flash (9B) vLLM Semantic Router67±1†local~18GBhow to run › Decision Index 0.4.1
32d1 (hosted) Liquid AI67±5api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
33KnowLine 31B Gen1 PelaAI66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
34RSI-Jev v6.1 VL 27B (effort auto) shgao66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
35Standard One 35B SH (v1) Standard Thinking66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
36Sieve 9B v2 Sthānika AI66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
37Decider 35B-A3B Mapika66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
38Cerno 27B apertixai66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
39GEV-26B-Decide AutoTrust AI Lab65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
40linne-fern 1.0 (27B) MISA-AICORE65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
41Matilda Decision v1 Maincode65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
42H2O Lightning 31B v1.1 H2O.ai65±1†request access ↗huggingface.co ↗Decision Index 0.4.1
43Tern-35B-A3B matthewagi64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
44AnyJev Tacitus 31B morriszjm64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
45Nace.AI Drex v2.0 (35B-A3B) Nace.AI64±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
46Quyet-1.0-Large chinhnc64±1model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
47vLLM-SR d3-mini (4B) vLLM Semantic Router64±1†local~11GBhow to run › Decision Index 0.4.1
48OneJev1.6-9B OmniJev64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
49KnowLine 26B-A4B Gen2.5 PelaAI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
50Mercury Decide (free endpoint) Inception64±5api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
51KnowLine 9B Gen1 PelaAI63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
52Cerno 9B v1.1 apertixai63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
53Senova-4B v2 WangSenQWQ63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
54Decider chat · Qwen3.6-27B (decision readout) Mapika63±1†source code ↗github.com ↗Decision Index 0.4.1
55Jeffan-4B-2010 tattrongvu63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
56Jebadiah 27B v2.1 (T1e) frontier-infra62±1†local~69GBhow to run › Decision Index 0.4.1
57Seb-9B v2 ironbcc62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
58StartLux-Decision v1.1 4B StartLux62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
59VisionJEV 1.0.0 (27B) taoszhang62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
60KnowLine 4B Gen5.5 PelaAI62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
61Microsoft-Decision-1 Microsoft62±4api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
62Xor 26B-A4B v1.2 Juspay Technologies62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
63Ainvest-Decision-27B v1.0 Ainvest-World62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
64MISA AI 2.0 Decision Plus · oak 1.1 (31B) MISA JSC62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
65Lychee-27B LycheeAI62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
66Sieve 4B Sthānika AI62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
67Jev 1.13 TypeSafe61±1api $0.042/M input tokensdocs.typesafe.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
68Span-02 (Gemma 4 26B-A4B) Respan61±1api price unknownopenrouter.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
69Kev 27B Jared Palmer61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
70JADE theunnecessarythings61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
71CoCo-Decision-4B 2.4 Corners61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
72SynACK Decide 26B-A4B v7 SkyPanther61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
73Amber 4B MLukauskas61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
74Jegue 0.1 (9B) fdemelo60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
75vLLM-SR Decision 2.0 Vega 27B vLLM Semantic Router60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
76Xor 1.2 Juspay Technologies60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
77Trio-Spark DI (9B) MachineFi Labs60±1†request access ↗huggingface.co ↗Decision Index 0.4.1
78Perplexity Decider Flash v1.2 (4B) Perplexity60±1local~10GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
79reflex Qwen3.8-27B-FP8 (pmscr) (decision readout) kshetrajna1260±1†source code ↗github.com ↗Decision Index 0.4.1
80Jev 1.14 TypeSafe60±4api $0.042/M input tokensdocs.typesafe.ai ↗System One Bench (Ali Alhashimi)
81Cerno 4B v1.1 apertixai60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
82allec-oavg (Gemma 4 31B) plantwaterer60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
83Amber Hybrid 4B (decision readout) MLukauskas60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
84Aleria Judge 1.1.1 (Gemma 4 31B) (decision readout) ALERIA-ML59±1†source code ↗github.com ↗Decision Index 0.4.1
85Decider 31B (NVFP4) Mapika59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
86decisio 0.4.0 (Qwen3.6-35B-A3B) (decision readout) aminry59±1†source code ↗github.com ↗Decision Index 0.4.1
87Decider 4B Mapika59±1†local~11GBhow to run › Decision Index 0.4.1
88Verdin-4B v1.1 victorbennett59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
89oenogarum (Gemma 4 31B) plantwaterer59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
90Lumma-fev-27B FrontiersMind59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
91OneJev1.6-4B OmniJev59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
92jiwo 4B v2 eljiwo59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
93AJev lm6q (Gemma 4 31B) andyzhang23259±1†model files ↗huggingface.co ↗Decision Index 0.4.1
94Qwen Decision 27B noncausal LoRA jsaurabh59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
95simple-jev · Qwen3.8-27B (featherless) (decision readout) featherless-ai59±1†source code ↗github.com ↗Decision Index 0.4.1
96JevK5 9B v0.3.3 alibiserikbay59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
97Mica v0.5 4B akivet58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
98Bobcat 1.3 (31B) sanghwa-na58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
99Eikos-27B-FP8 Qwen3.8-27B LoRA caiovicentino158±1†model files ↗huggingface.co ↗Decision Index 0.4.1
100Turion Jev 31B Turion.AI58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
101FlexDM · Gemma-4-31B (decision readout) 1000luca58±1†source code ↗github.com ↗Decision Index 0.4.1
102AJev lora1 (Gemma 4 26B-A4B) andyzhang23258±1†model files ↗huggingface.co ↗Decision Index 0.4.1
103AJev lora7 (Gemma 4 12B) andyzhang23258±1†model files ↗huggingface.co ↗Decision Index 0.4.1
104Standard One 8B SH (v4) Standard Thinking58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
105Surogate Rune 26B-A4B v3 Surogate57±1†request access ↗huggingface.co ↗Decision Index 0.4.1
106AnyJev L0 · Gemma-4-31B (decision readout) MorrisZJ57±1†source code ↗github.com ↗Decision Index 0.4.1
107JEV-27B AutoTrust AI Lab57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
108decisio 0.6.0 (Gemma 4 31B) (decision readout) aminry57±1†source code ↗github.com ↗Decision Index 0.4.1
109ezjev 4B s2 everettjf57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
110deck31b (Gemma 4 31B) (decision readout) krishna-gogineni-76557±1source code ↗github.com ↗Decision Index 0.4.1
111Wald-26B-A4B ORG2 AI57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
112Nace.AI Drex v1.5 Nace.AI57±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
113jev-brain · Gemma-4-31B (decision readout) wcole357±1†source code ↗github.com ↗Decision Index 0.4.1
114Decider chat · Gemma-4-31B (decision readout) Mapika57±1†source code ↗github.com ↗Decision Index 0.4.1
115JPT-35B-A3B kirp57±1model files ↗huggingface.co ↗Decision Index 0.4.1
116Blink v0.3 26B-A4B (NVFP4) Pixilab.ai56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
117Saif 4B Gyr Technology56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
118GPT-6 Luna Decisions OpenAI56±3api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
119Solomon v1.1 Doccy Health55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
120RSI-Jev v6.1 VL 4B shgao55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
121vLLM-SR d3-nano (2B) vLLM Semantic Router55±1local~8.2GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
122Jevfire Qwen3.8-27B (decision readout) kikoncuo54±1†source code ↗github.com ↗Decision Index 0.4.1
123Standard One 3B SH (v4) Standard Thinking54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
124JevK5 v0.3 alibiserikbay54±1model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
125garum (Gemma 4 31B) plantwaterer54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
126garas (Gemma 4 31B) plantwaterer53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
127Shisa DE-2.1 (repeat) Shisa.AI53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
128LiquidAI d1-3B Liquid AI53±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
129Bespoke Nimble 9B v3 Bespoke Labs53±1†local~21GBhow to run › Decision Index 0.4.1
130StartLux-Decision v1.1 2B StartLux52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
131Jebadiah 9B v2.1 (T1e) frontier-infra52±1†local~25GBhow to run › Decision Index 0.4.1
132vLLM-SR Decision 2.0 Lux 9B vLLM Semantic Router52±1†local~20GBhow to run › Decision Index 0.4.1
133muria (Gemma 4 12B) plantwaterer51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
134Sieve 2B v3 Sthānika AI51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
135decisio 0.4.0 (Gemma 4 12B) (decision readout) aminry50±1†source code ↗github.com ↗Decision Index 0.4.1
136RSI-Jev v5.0 VL 3B shgao50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
137Ryotide Qwen v0.3.1 (decision readout) csabag50±1†source code ↗github.com ↗Decision Index 0.4.1
138JPT-9B Qwen3.5-9B LoRA kirp50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
139Winnow-12B EldanRing49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
140Decider 2B Mapika49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
141Bespoke Nimble 9B v2 Bespoke Labs49±1†local~20GBhow to run › Decision Index 0.4.1
142Aurelis-2B Leptos Labs48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
143JEV-9B AutoTrust AI Lab48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
144Crivo-1B tardellirs48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
145Hopper (G) 1.2 Qwen3.5-4B LoRA HopitAI48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
146LatentMesh Blitz 2B v1 LatentMesh Labs48±1†request access ↗huggingface.co ↗Decision Index 0.4.1
147Aplomb 1 EmpirioLabs AI48±1†request access ↗huggingface.co ↗Decision Index 0.4.1
148djev diffgemma (decision readout) Davipar48±1†source code ↗github.com ↗Decision Index 0.4.1
149baselabs joey-1 (2B) baselabs48±1api price unknownopenrouter.ai ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)
150vera-core-2 scar-ai48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
151Solar Decide Upstage47±4api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
152JoshuaSP diffgemma (decision readout) JoshuaSP47±1†source code ↗github.com ↗Decision Index 0.4.1
153Jobe Qwen3.5-4B (decision readout) MantisShrimpdev47±1†source code ↗github.com ↗Decision Index 0.4.1
154DecisionTune 1.0 DecisionTune47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
155Sieve 9B Sthānika AI47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
156GLiClass v4 edge (0.4B) Knowledgator Engineering47±1†local~2.7GBhow to run › Decision Index 0.4.1
157Kev 9B v2 Jared Palmer47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
158Together Tev1 Qwen3.5-4B Together46±1model files ↗huggingface.co ↗Decision Index 0.4.1System One Bench (Ali Alhashimi)DecideBench (Cho Yin Yong)
159SemIf Qwen3.5-4B Base (decision readout) TheoLeeCJ46±1†source code ↗github.com ↗Decision Index 0.4.1
160FlyMy.AI Decision 4B v1.6 FlyMy.AI46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
161crystal-0.8b Kyunghwan-kim46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
162vLLM-SR d3-lite (0.8B) vLLM Semantic Router46±1local~4.5GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
163mmastrac diffgemma (decision readout) vllm-project46±1†source code ↗github.com ↗Decision Index 0.4.1
164vLLM-SR Decision 2.0 Nox 4B vLLM Semantic Router46±1†local~12GBhow to run › Decision Index 0.4.1
165Jev-Style 2B v4 chaoliangUNSW46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
166Jev-Omni akhilaaa346±1†model files ↗huggingface.co ↗Decision Index 0.4.1
167JPT-4B Qwen3.5-4B LoRA kirp46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
168PurpleMIST-Flash-1.0 Olaverse Lab45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
169razorback16 diffgemma (decision readout) vllm-project45±1†source code ↗github.com ↗Decision Index 0.4.1
170Interfaze lev Qwen3.5-4B LoRA Interfaze45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
171Hopper 12B (trained) HopitAI45±1model files ↗huggingface.co ↗Decision Index 0.4.1
172jdi-ptr14-0.8b AnamK45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
173openvons Qwen3-4B (decision readout) genai-craft45±1†source code ↗github.com ↗Decision Index 0.4.1
174FLock this-that 1.2 FLock.io45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
175Kev 4B r10 Jared Palmer44±1local~11GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
176Saracura PT-BR 4B Felhen44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
177StartLux-Decision v1.1 0.8B StartLux44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
178vera-spark scar-ai43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
179InternLM Intern-Decision Qwen3.5-4B Shanghai AI Laboratory (InternLM)43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
180Kas 4B kpiya43±1model files ↗huggingface.co ↗Decision Index 0.4.1
181Valen-4B Valen43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
182open-jev (pngwn) pngwn43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
183Winnow-E4B EldanRing43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
184mini-jev Qwen3-4B (decision readout) r-ms43±1†source code ↗github.com ↗Decision Index 0.4.1
185JEV FLAN-T5 Large public v2 (342M) Elfsong43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
186OneJev1.6-0.8B OmniJev42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
187Lev1 3.7B theaviv42±1model files ↗huggingface.co ↗Decision Index 0.4.1
188EXAONE-4.0-1.2B-JEV v0.3 carrtesy42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
189DM-JEPA 1.1 Danger Labs42±1model files ↗huggingface.co ↗Decision Index 0.4.1
190Intelif Qwen3-4B UserMoonlight42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
191Metask-Jev-4B Metask-AI-Lab42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
192Sieve 0.8B Sthānika AI42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
193Nari Decision 4B v3.2 blackmallangcow41±1†model files ↗huggingface.co ↗Decision Index 0.4.1
194jiwo 0.8B v2 eljiwo41±1†model files ↗huggingface.co ↗Decision Index 0.4.1
195Jevstral 8B AmirBraham41±1†model files ↗huggingface.co ↗Decision Index 0.4.1
196Cam1 cbuk1000141±1†model files ↗huggingface.co ↗Decision Index 0.4.1
197Solar Decide Flash Upstage41±4api price unknownopenrouter.ai ↗System One Bench (Ali Alhashimi)
198Gevva E4B davidburhans40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
199Crivo-400M tardellirs40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
200Sifr 0.8B v3.1 mohamedlotfy5040±1†model files ↗huggingface.co ↗Decision Index 0.4.1
201TokenRhythm NeoHorse-Jev-4B TokenRhythm40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
202vLLM-SR vela3-fast (Vela 3.0, 0.4B) vLLM Semantic Router40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
203Amber 0.4B MLukauskas40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
204Saina Helm 2.0 v2 Saina36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
205tasksource Decider nano v5 (150M) tasksource36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
206JEV Ettin 150M Elfsong36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
207vLLM-SR Decision 2.0 Sol 2B vLLM Semantic Router35±1†local~11GBhow to run › Decision Index 0.4.1
208Sieve 2B Sthānika AI35±1†model files ↗huggingface.co ↗Decision Index 0.4.1
209Bekko System One v0 400M hotchpotch35±1†model files ↗huggingface.co ↗Decision Index 0.4.1
210Kodiak v0.2 1B (accuracy) Cortex Agent LLC34±1†model files ↗huggingface.co ↗Decision Index 0.4.1
211InternLM Intern-Decision Qwen3.5-2B Shanghai AI Laboratory (InternLM)34±1†model files ↗huggingface.co ↗Decision Index 0.4.1
212vLLM-SR vela3-fast-vision (Vela 3.0, 0.25B) vLLM Semantic Router33±1†model files ↗huggingface.co ↗Decision Index 0.4.1
213LiquidAI d1-omni-600M Liquid AI33±1local~2.7GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
214vLLM-SR d3-edge (0.6B) vLLM Semantic Router33±1local~2.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
215Valen-2B Valen32±1†model files ↗huggingface.co ↗Decision Index 0.4.1
216Strands Decider 2B (Hobson v21) Amazon Web Services32±1local~6.6GBhow to run › Decision Index 0.4.1
217Gevva E2B davidburhans32±1†model files ↗huggingface.co ↗Decision Index 0.4.1
218Saina Helm 2 Omni (0.8B) Saina32±1†model files ↗huggingface.co ↗Decision Index 0.4.1
219JEV Ettin 400M Elfsong31±1†model files ↗huggingface.co ↗Decision Index 0.4.1
220Crivo-150M v2 tardellirs31±1†model files ↗huggingface.co ↗Decision Index 0.4.1
221Dinah-1 Lukitaduarte30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
222Mola-150M codavidgarcia30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
223wyat-1-800m teilomillet29±1†model files ↗huggingface.co ↗Decision Index 0.4.1
224JPT-0.8B Qwen3.5-0.8B LoRA kirp28±1†model files ↗huggingface.co ↗Decision Index 0.4.1
225JevK5 Lite alibiserikbay27±1†model files ↗huggingface.co ↗Decision Index 0.4.1
226LFM2.5-2.6B-RLCD monotykamary27±1†model files ↗huggingface.co ↗Decision Index 0.4.1
227PICK-150M v5 lCREEl27±1†model files ↗huggingface.co ↗Decision Index 0.4.1
228Together Tev1 Qwen3.5-0.8B Together26±1†model files ↗huggingface.co ↗Decision Index 0.4.1
229Valen-0.8B Valen26±1†model files ↗huggingface.co ↗Decision Index 0.4.1
230vLLM-SR Decision 2.0 Kai 0.6B vLLM Semantic Router26±1†local~3.7GBhow to run › Decision Index 0.4.1
231vLLM-SR Decision 2.0 Eos 0.8B vLLM Semantic Router26±1†local~5.8GBhow to run › Decision Index 0.4.1
232InternLM Intern-Decision Qwen3.5-0.8B Shanghai AI Laboratory (InternLM)26±1†model files ↗huggingface.co ↗Decision Index 0.4.1
233Kev 0.8B r15 Jared Palmer26±1local~4.6GBhow to run › Decision Index 0.4.1System One Bench (Ali Alhashimi)
234Qwen-2.5-1B-RLCD (decision readout) harshatheg25±1†source code ↗huggingface.co ↗Decision Index 0.4.1
235MoganAI Lavoir ModernBERT-large Mogan AI25±1†model files ↗huggingface.co ↗Decision Index 0.4.1
236CLM-v0.1-8B Qwen3-8B heads Contrastive-LM24±1local~15GBhow to run › Decision Index 0.4.1DecideBench (Cho Yin Yong)
237Crivo-68M tardellirs24±1†model files ↗huggingface.co ↗Decision Index 0.4.1
238Mola-68M codavidgarcia23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
239Von 1.3 wfzyx23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
240Bekko System One v0 68M hotchpotch23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
241Jev-Style 0.8B v3 chaoliangUNSW22±1†model files ↗huggingface.co ↗Decision Index 0.4.1
242Bosun v3.1 1.7B LoRA Hanno Labs22±1†model files ↗huggingface.co ↗Decision Index 0.4.1
243Verdict heman10x22±1†model files ↗huggingface.co ↗Decision Index 0.4.1
244jeff GLiFormer-large (decision readout) logan-markewich22±1†source code ↗github.com ↗Decision Index 0.4.1
245Crivo-32M v2 tardellirs21±1†model files ↗huggingface.co ↗Decision Index 0.4.1
246Laya ConvAI Innovations21±1†model files ↗huggingface.co ↗Decision Index 0.4.1
247Bosun v3.1 0.6B LoRA Hanno Labs21±1†model files ↗huggingface.co ↗Decision Index 0.4.1
248GLiNER2.5-Decide Fastino20±1†model files ↗huggingface.co ↗Decision Index 0.4.1
249Crivo-17M tardellirs20±1†model files ↗huggingface.co ↗Decision Index 0.4.1
250Bekko System One v0 17M hotchpotch19±1†model files ↗huggingface.co ↗Decision Index 0.4.1
251Supersonic Labs Julia 1 Supersonic Labs19±1model files ↗huggingface.co ↗Decision Index 0.4.1DecideBench (Cho Yin Yong)
252system-one-gemma akash-kamat18±1†source code ↗github.com ↗Decision Index 0.4.1
253LFM2.5-350M-RLCD notnotsamuel16±1†model files ↗huggingface.co ↗Decision Index 0.4.1
254Nirnaya 0.4B kshitijthakkar16±1†model files ↗huggingface.co ↗Decision Index 0.4.1
255Zev (decision readout) bhubbard16±1†source code ↗github.com ↗Decision Index 0.4.1
256Prumo (rule-based engine) tardellirs16±1†source code ↗huggingface.co ↗Decision Index 0.4.1

256 of 256 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

256 models · 21 benchmarks · updated