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Best Decision models for knowledge & reasoning

A leaderboard of the best Decision models for knowledge & reasoning. Jev 1.13 is #1 right now, followed by Perplexity Decider v1.1 (27B) and baselabs mammoth-1 (27B). Published typed-choice knowledge and reasoning evaluations. Each task score uses only the reviewed benchmarks and their original evaluator protocols. Filter by your computer or budget to find the best one you can use.

263 models · 37 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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Scores use reviewed knowledge & reasoning evaluations only. Compare scores within this task. Models without task measurements are excluded.

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Score vs release date

Release dates available for 80 of 263 models. Undated models are omitted; month-only dates are plotted at the start of the month.

#modeltask score↓where↓RAM↓speed↓get itsources
1Jev 1.13 TypeSafe73±1api $0.042/M input tokensdocs.typesafe.ai ↗Decision Index 0.4.1LeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionDecisionPivot · StartLux LabsFreyer et al. · MedQADo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAG+1
2Perplexity Decider v1.1 (27B) Perplexity73±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionDecisionPivot · StartLux LabsFreyer et al. · MedQA
3baselabs mammoth-1 (27B) baselabs72±2model files ↗huggingface.co ↗Decision Index 0.4.1Do We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
4Jeffan-31b-1710 tattrongvu71±2†model files ↗huggingface.co ↗Decision Index 0.4.1
5Sieve 31B v3 Sthānika AI70±2†model files ↗huggingface.co ↗Decision Index 0.4.1
6vLLM-SR d3-ultra (Decision 3.0, 27B) vLLM Semantic Router70±2model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
7KnowLine 31B Gen1 PelaAI70±2†model files ↗huggingface.co ↗Decision Index 0.4.1
8d1-ultra Liquid AI70±4api price unknownopenrouter.ai ↗Commit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
9Fastino GLiDE 1.2 Fastino69±2†model files ↗huggingface.co ↗Decision Index 0.4.1
10Turion Jev 31B Turion.AI69±1model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
11Matilda Decision v1 Maincode69±1†model files ↗huggingface.co ↗Decision Index 0.4.1
12d1 (hosted) Liquid AI68±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionFreyer et al. · MedQADo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
13H2O Lightning 31B v1.1 H2O.ai68±1†request access ↗huggingface.co ↗Decision Index 0.4.1
14Ainvest-Decision-27B v1.0 Ainvest-World68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
15vLLM-SR d3-turbo v1.1 (27B) vLLM Semantic Router68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
16WeMM-JEV-27B Rover0068±1†model files ↗huggingface.co ↗Decision Index 0.4.1
17vLLM-SR d3 (27B) vLLM Semantic Router68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
18Nace.AI Drex Max v1 (27B) Nace-Deepinfra68±1model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
19AutoTrust-JEV-27B v1.1 AutoTrust AI Lab68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
20AnyJev Tacitus 31B morriszjm68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
21StartLux-Decision v1.1 27B StartLux68±1†model files ↗huggingface.co ↗Decision Index 0.4.1
22Perplexity Decider v1.2 (27B) Perplexity67±1model files ↗huggingface.co ↗Decision Index 0.4.1Commit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
23MISA AI 2.0 Decision Plus · oak 1.1 (31B) MISA JSC67±1†model files ↗huggingface.co ↗Decision Index 0.4.1
24oenogarum (Gemma 4 31B) plantwaterer67±1†model files ↗huggingface.co ↗Decision Index 0.4.1
25AJev lm6q (Gemma 4 31B) andyzhang23267±1†model files ↗huggingface.co ↗Decision Index 0.4.1
26KnowLine 35B-A3B Gen1.5 PelaAI67±1†model files ↗huggingface.co ↗Decision Index 0.4.1
27Solar Decide Upstage67±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchFreyer et al. · MedQA
28Clef-omni Cloudflare67±1api $0.15/M input tokens +local~87GBdevelopers.cloudflare.com ↗Decision Index 0.4.1LeanMCP · JevBenchFreyer et al. · MedQAEtsabary · decision benchmarks
29Aleria Judge 1.1.1 (Gemma 4 31B) (decision readout) ALERIA-ML67±1†source code ↗github.com ↗Decision Index 0.4.1
30Clef Cloudflare66±1api $0.24/M input tokens +local~68GBdevelopers.cloudflare.com ↗Decision Index 0.4.1LeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionDecisionPivot · StartLux LabsFreyer et al. · MedQAEtsabary · decision benchmarks
31Bespoke Nimble v4 Max (27B) Bespoke Labs66±1model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
32VisionJEV 1.0.0 (27B) taoszhang66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
33allec-oavg (Gemma 4 31B) plantwaterer66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
34FlexDM · Gemma-4-31B (decision readout) 1000luca66±1†source code ↗github.com ↗Decision Index 0.4.1
35GPT-6 Luna Decisions OpenAI66±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchDecision Models as Judges for Hallucination DetectionFreyer et al. · MedQACommit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
36Mercury Decide (paid endpoint) Inception66±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchFreyer et al. · MedQAEtsabary · decision benchmarks
37Amos 1 Large (27B) mukaddamzaid66±1model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
38OneShot 27B OneShot66±1†model files ↗huggingface.co ↗Decision Index 0.4.1
39Span-02 (Gemma 4 26B-A4B) Respan65±1api price unknownopenrouter.ai ↗Decision Index 0.4.1Etsabary · decision benchmarks
40Decider 31B (NVFP4) Mapika65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
41KnowLine 26B-A4B Gen2.5 PelaAI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
42Lychee-27B LycheeAI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
43d1.1 (hosted) Liquid AI65±7*api price unknownopenrouter.ai ↗Etsabary · decision benchmarks
44vera-large scar-ai65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
45mogan-decision-31B-it Mogan AI65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
46jev-brain · Gemma-4-31B (decision readout) wcole365±1†source code ↗github.com ↗Decision Index 0.4.1
47Clef-flash Cloudflare65±1api $0.038/M input tokens +local~25GBdevelopers.cloudflare.com ↗Decision Index 0.4.1LeanMCP · JevBenchDecisionPivot · StartLux LabsOllaya · original runsFreyer et al. · MedQAEtsabary · decision benchmarks
48Bobcat 1.3 (31B) sanghwa-na65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
49AnyJev L0 · Gemma-4-31B (decision readout) MorrisZJ65±1†source code ↗github.com ↗Decision Index 0.4.1
50Darwin-27B-ZTC FINAL_Bench65±1†model files ↗huggingface.co ↗Decision Index 0.4.1
51Jebadiah 27B v2.1 (T1e) frontier-infra64±1†local~69GBhow to run › Decision Index 0.4.1
52Quyet-1.0-Large chinhnc64±1model files ↗huggingface.co ↗Decision Index 0.4.1
53Torchcast Decision 27B Torchcast AI64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
54decisio 0.6.0 (Gemma 4 31B) (decision readout) aminry64±1†source code ↗github.com ↗Decision Index 0.4.1
55Jev 1.14 TypeSafe64±4api $0.042/M input tokensdocs.typesafe.ai ↗Commit or Abstain? System One Decision Models, LLMs, and Missing Legal AuthorityDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
56deck31b (Gemma 4 31B) (decision readout) krishna-gogineni-76564±1source code ↗github.com ↗Decision Index 0.4.1
57Cerno 27B apertixai64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
58Microsoft-Decision-1 Microsoft64±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchFreyer et al. · MedQADo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
59Decider chat · Gemma-4-31B (decision readout) Mapika64±1†source code ↗github.com ↗Decision Index 0.4.1
60JEV-35B AutoTrust AI Lab64±1†model files ↗huggingface.co ↗Decision Index 0.4.1
61OneJev1.6-27B OmniJev63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
62baselabs elephant-1 (9B) baselabs63±1model files ↗huggingface.co ↗Decision Index 0.4.1Do We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
63Nace.AI Drex v2.0 (35B-A3B) Nace.AI63±1model files ↗huggingface.co ↗Decision Index 0.4.1Etsabary · decision benchmarks
64Standard One 35B SH (v1) Standard Thinking63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
65linne-fern 1.0 (27B) MISA-AICORE63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
66Tern-35B-A3B matthewagi63±1†model files ↗huggingface.co ↗Decision Index 0.4.1
67Xor 26B-A4B v1.2 Juspay Technologies62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
68Shisa DE-2.1 (repeat) Shisa.AI62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
69garum (Gemma 4 31B) plantwaterer62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
70Kev 27B Jared Palmer62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
71Surogate Rune 26B-A4B v3 Surogate62±1†request access ↗huggingface.co ↗Decision Index 0.4.1
72Qwen Decision 27B noncausal LoRA jsaurabh62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
73RSI-Jev v6.1 VL 27B (effort auto) shgao62±1†model files ↗huggingface.co ↗Decision Index 0.4.1
74garas (Gemma 4 31B) plantwaterer61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
75KnowLine 9B Gen1 PelaAI61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
76Decider chat · Qwen3.6-27B (decision readout) Mapika61±1†source code ↗github.com ↗Decision Index 0.4.1
77Lumma-fev-27B FrontiersMind61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
78Blink v0.3 26B-A4B (NVFP4) Pixilab.ai61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
79Sieve 27B v2 Sthānika AI61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
80StartLux-Decision v1.1 9B StartLux61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
81SynACK Decide 26B-A4B v7 SkyPanther61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
82GEV-26B-Decide AutoTrust AI Lab61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
83JADE theunnecessarythings61±1†model files ↗huggingface.co ↗Decision Index 0.4.1
84Eikos-27B-FP8 Qwen3.8-27B LoRA caiovicentino160±1†model files ↗huggingface.co ↗Decision Index 0.4.1
85Xor 1.2 Juspay Technologies60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
86vLLM-SR d3-flash (9B) vLLM Semantic Router60±1local~18GBhow to run › Decision Index 0.4.1Ollaya · original runs
87vLLM-SR Decision 2.0 Vega 27B vLLM Semantic Router60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
88JEV-27B AutoTrust AI Lab60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
89Wald-26B-A4B ORG2 AI60±1†model files ↗huggingface.co ↗Decision Index 0.4.1
90reflex Qwen3.8-27B-FP8 (pmscr) (decision readout) kshetrajna1260±1†source code ↗github.com ↗Decision Index 0.4.1
91AJev lora1 (Gemma 4 26B-A4B) andyzhang23260±1†model files ↗huggingface.co ↗Decision Index 0.4.1
92simple-jev · Qwen3.8-27B (featherless) (decision readout) featherless-ai60±1†source code ↗github.com ↗Decision Index 0.4.1
93JPT-35B-A3B kirp60±1model files ↗huggingface.co ↗Decision Index 0.4.1
94Jebadiah 27B v2.1 (Ollaya Q4_K_M) frontier-infra59±4local~16GBhow to run › Ollaya · original runs
95decisio 0.4.0 (Qwen3.6-35B-A3B) (decision readout) aminry59±1†source code ↗github.com ↗Decision Index 0.4.1
96OneJev1.6-9B OmniJev59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
97StartLux-Decision v1.1 4B StartLux59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
98Decider 35B-A3B Mapika59±1†model files ↗huggingface.co ↗Decision Index 0.4.1
99Perplexity Decider Flash v1.2 (4B) Perplexity58±1local~10GBhow to run › Decision Index 0.4.1Ollaya · original runsDo We Need an LLM to Know Why Sources Conflict? Decision Models for Knowledge-Conflict Typing in RAGEtsabary · decision benchmarks
100KnowLine 4B Gen5.5 PelaAI58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
101Jeffan-4B-2010 tattrongvu58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
102Nace.AI Drex v1.5 Nace.AI58±1model files ↗huggingface.co ↗Decision Index 0.4.1LeanMCP · JevBenchFreyer et al. · MedQAEtsabary · decision benchmarks
103Verdin-4B v1.1 victorbennett58±1†model files ↗huggingface.co ↗Decision Index 0.4.1
104vLLM-SR d3-mini (4B) vLLM Semantic Router57±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runs
105Jebadiah 9B v2.1 (T1e) frontier-infra57±1†local~25GBhow to run › Decision Index 0.4.1
106Cerno 9B v1.1 apertixai57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
107Bespoke Nimble 9B v3 Bespoke Labs57±1local~21GBhow to run › Decision Index 0.4.1Ollaya · original runs
108Senova-4B v2 WangSenQWQ57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
109Sieve 9B v2 Sthānika AI57±1†model files ↗huggingface.co ↗Decision Index 0.4.1
110PurpleMIST-Flash-1.0 Olaverse Lab56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
111JevK5 9B v0.3.3 alibiserikbay56±1†model files ↗huggingface.co ↗Decision Index 0.4.1
112Jevfire Qwen3.8-27B (decision readout) kikoncuo56±1†source code ↗github.com ↗Decision Index 0.4.1
113JoshuaSP diffgemma (decision readout) JoshuaSP55±1†source code ↗github.com ↗Decision Index 0.4.1
114AJev lora7 (Gemma 4 12B) andyzhang23255±1†model files ↗huggingface.co ↗Decision Index 0.4.1
115Seb-9B v2 ironbcc55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
116Trio-Spark DI (9B) MachineFi Labs55±1†request access ↗huggingface.co ↗Decision Index 0.4.1
117muria (Gemma 4 12B) plantwaterer55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
118Mica v0.5 4B akivet55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
119decisio 0.4.0 (Gemma 4 12B) (decision readout) aminry55±1†source code ↗github.com ↗Decision Index 0.4.1
120Winnow-12B EldanRing55±1†model files ↗huggingface.co ↗Decision Index 0.4.1
121JPT-9B Qwen3.5-9B LoRA kirp54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
122Jegue 0.1 (9B) fdemelo54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
123Sieve 4B Sthānika AI54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
124OneJev1.6-4B OmniJev54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
125vLLM-SR Decision 2.0 Lux 9B vLLM Semantic Router54±1local~20GBhow to run › Decision Index 0.4.1Ollaya · original runs
126CoCo-Decision-4B 2.4 Corners54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
127djev diffgemma (decision readout) Davipar54±1†source code ↗github.com ↗Decision Index 0.4.1
128JEV-9B AutoTrust AI Lab54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
129Bespoke Nimble 9B v2 Bespoke Labs54±1local~20GBhow to run › Decision Index 0.4.1Ollaya · original runs
130Kev 9B v2 Jared Palmer54±1†model files ↗huggingface.co ↗Decision Index 0.4.1
131Aplomb 1 EmpirioLabs AI53±1†request access ↗huggingface.co ↗Decision Index 0.4.1
132ezjev 4B s2 everettjf53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
133Jev-Omni akhilaaa353±1†model files ↗huggingface.co ↗Decision Index 0.4.1
134Amber 4B MLukauskas53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
135Cerno 4B v1.1 apertixai53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
136mmastrac diffgemma (decision readout) vllm-project53±1†source code ↗github.com ↗Decision Index 0.4.1
137Jebadiah 9B v2.1 (Ollaya Q8_0) frontier-infra53±4local~9.1GBhow to run › Ollaya · original runs
138jiwo 4B v2 eljiwo53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
139Solar Decide Flash Upstage53±2api price unknownopenrouter.ai ↗LeanMCP · JevBenchFreyer et al. · MedQAEtsabary · decision benchmarks
140Sieve 9B Sthānika AI53±1†model files ↗huggingface.co ↗Decision Index 0.4.1
141razorback16 diffgemma (decision readout) vllm-project52±1†source code ↗github.com ↗Decision Index 0.4.1
142Decider 4B Mapika52±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runs
143Saif 4B Gyr Technology52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
144Amber Hybrid 4B (decision readout) MLukauskas52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
145JevK5 v0.3 alibiserikbay52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
146Ryotide Qwen v0.3.1 (decision readout) csabag52±1†source code ↗github.com ↗Decision Index 0.4.1
147FlyMy.AI Decision 4B v1.6 FlyMy.AI52±1†model files ↗huggingface.co ↗Decision Index 0.4.1
148Standard One 8B SH (v4) Standard Thinking51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
149JPT-4B Qwen3.5-4B LoRA kirp51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
150Hopper (G) 1.2 Qwen3.5-4B LoRA HopitAI51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
151Interfaze lev Qwen3.5-4B LoRA Interfaze51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
152Winnow-12B (DecisionBench b6ac22b0) EldanRing51±4local~16GBhow to run › Ollaya · original runs
153Hopper 12B (trained) HopitAI51±1model files ↗huggingface.co ↗Decision Index 0.4.1
154Nari Decision 4B v3.2 blackmallangcow51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
155vLLM-SR Decision 2.0 Nox 4B vLLM Semantic Router51±1local~12GBhow to run › Decision Index 0.4.1Ollaya · original runs
156Saracura PT-BR 4B Felhen51±1†model files ↗huggingface.co ↗Decision Index 0.4.1
157Together Tev1 Qwen3.5-4B Together50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
158RSI-Jev v6.1 VL 4B shgao50±1†model files ↗huggingface.co ↗Decision Index 0.4.1
159Kev 4B r10 Jared Palmer50±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runs
160InternLM Intern-Decision Qwen3.5-4B Shanghai AI Laboratory (InternLM)49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
161SemIf Qwen3.5-4B Base (decision readout) TheoLeeCJ49±1†source code ↗github.com ↗Decision Index 0.4.1
162Valen-4B Valen49±1†model files ↗huggingface.co ↗Decision Index 0.4.1
163Jobe Qwen3.5-4B (decision readout) MantisShrimpdev49±1†source code ↗github.com ↗Decision Index 0.4.1
164Jebadiah 4B v2 (Ollaya Q8_0) frontier-infra49±4local~5.5GBhow to run › Ollaya · original runs
165Jevstral 8B AmirBraham48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
166Metask-Jev-4B Metask-AI-Lab48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
167StartLux-Decision v1.1 2B StartLux48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
168RSI-Jev v5.0 VL 3B shgao48±1†model files ↗huggingface.co ↗Decision Index 0.4.1
169openvons Qwen3-4B (decision readout) genai-craft48±1†source code ↗github.com ↗Decision Index 0.4.1
170Kas 4B kpiya47±1model files ↗huggingface.co ↗Decision Index 0.4.1
171TokenRhythm NeoHorse-Jev-4B TokenRhythm47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
172vLLM-SR d3-nano (2B) vLLM Semantic Router47±1local~8.2GBhow to run › Decision Index 0.4.1Ollaya · original runs
173Solomon v1.1 Doccy Health47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
174Standard One 3B SH (v4) Standard Thinking47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
175Winnow-E4B EldanRing47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
176LiquidAI d1-3B Liquid AI47±1†model files ↗huggingface.co ↗Decision Index 0.4.1
177Cam1 cbuk1000146±1†model files ↗huggingface.co ↗Decision Index 0.4.1
178mini-jev Qwen3-4B (decision readout) r-ms46±1†source code ↗github.com ↗Decision Index 0.4.1
179Lev1 3.7B theaviv46±1model files ↗huggingface.co ↗Decision Index 0.4.1
180Intelif Qwen3-4B UserMoonlight46±1†model files ↗huggingface.co ↗Decision Index 0.4.1
181vera-core-2 scar-ai45±1†model files ↗huggingface.co ↗Decision Index 0.4.1
182Gevva E4B davidburhans44±1†model files ↗huggingface.co ↗Decision Index 0.4.1
183Jev-Style 2B v4 chaoliangUNSW43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
184Decider 2B Mapika43±1†model files ↗huggingface.co ↗Decision Index 0.4.1
185FLock this-that 1.2 FLock.io42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
186Sieve 2B Sthānika AI42±1†model files ↗huggingface.co ↗Decision Index 0.4.1
187baselabs joey-1 (2B) baselabs42±1api price unknownopenrouter.ai ↗Decision Index 0.4.1Etsabary · decision benchmarks
188Valen-2B Valen42±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
190Aurelis-2B Leptos Labs41±1†model files ↗huggingface.co ↗Decision Index 0.4.1
191open-jev (pngwn) pngwn41±1†model files ↗huggingface.co ↗Decision Index 0.4.1
192LatentMesh Blitz 2B v1 LatentMesh Labs41±1†request access ↗huggingface.co ↗Decision Index 0.4.1
193laya (DecisionBench 1c5edc17) ConvAI Innovations40±4local~1.7GBhow to run › Ollaya · original runs
194Sieve 2B v3 Sthānika AI40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
195StartLux-Decision v1.1 0.8B StartLux40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
196crystal-0.8b Kyunghwan-kim40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
197vLLM-SR d3-lite (0.8B) vLLM Semantic Router40±1local~4.5GBhow to run › Decision Index 0.4.1Ollaya · original runs
198InternLM Intern-Decision Qwen3.5-2B Shanghai AI Laboratory (InternLM)40±1†model files ↗huggingface.co ↗Decision Index 0.4.1
199EXAONE-4.0-1.2B-JEV v0.3 carrtesy38±1†model files ↗huggingface.co ↗Decision Index 0.4.1
200OneJev1.6-0.8B OmniJev38±1†model files ↗huggingface.co ↗Decision Index 0.4.1
201vLLM-SR Decision 2.0 Sol 2B vLLM Semantic Router37±1local~11GBhow to run › Decision Index 0.4.1Ollaya · original runs
202Gevva E2B davidburhans37±1†model files ↗huggingface.co ↗Decision Index 0.4.1
203Strands Decider 2B (Hobson v21) Amazon Web Services37±1local~6.6GBhow to run › Decision Index 0.4.1
204GLiClass v4 edge (0.4B) Knowledgator Engineering37±1local~2.7GBhow to run › Decision Index 0.4.1Ollaya · original runs
205Sieve 0.8B Sthānika AI37±1†model files ↗huggingface.co ↗Decision Index 0.4.1
206jdi-ptr14-0.8b AnamK36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
207Saina Helm 2 Omni (0.8B) Saina36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
208Saina Helm 2.0 v2 Saina36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
209Valen-0.8B Valen36±1†model files ↗huggingface.co ↗Decision Index 0.4.1
210jiwo 0.8B v2 eljiwo35±1†model files ↗huggingface.co ↗Decision Index 0.4.1
211JPT-0.8B Qwen3.5-0.8B LoRA kirp35±1†model files ↗huggingface.co ↗Decision Index 0.4.1
212Sifr 0.8B v3.1 mohamedlotfy5035±1†model files ↗huggingface.co ↗Decision Index 0.4.1
213wyat-1-800m teilomillet34±1†model files ↗huggingface.co ↗Decision Index 0.4.1
214Kodiak v0.2 1B (accuracy) Cortex Agent LLC34±1†model files ↗huggingface.co ↗Decision Index 0.4.1
215LFM2.5-2.6B-RLCD monotykamary34±1†model files ↗huggingface.co ↗Decision Index 0.4.1
216Crivo-1B tardellirs33±1†model files ↗huggingface.co ↗Decision Index 0.4.1
217Kev 0.8B r15 Jared Palmer33±1local~4.6GBhow to run › Decision Index 0.4.1Ollaya · original runs
218InternLM Intern-Decision Qwen3.5-0.8B Shanghai AI Laboratory (InternLM)33±1†model files ↗huggingface.co ↗Decision Index 0.4.1
219Together Tev1 Qwen3.5-0.8B Together32±1†model files ↗huggingface.co ↗Decision Index 0.4.1
220Bekko System One v0 400M hotchpotch31±1†model files ↗huggingface.co ↗Decision Index 0.4.1
221vLLM-SR vela3-fast (Vela 3.0, 0.4B) vLLM Semantic Router31±1†model files ↗huggingface.co ↗Decision Index 0.4.1
222vera-spark scar-ai30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
223vLLM-SR d3-edge (0.6B) vLLM Semantic Router30±1local~2.6GBhow to run › Decision Index 0.4.1Ollaya · original runs
224Crivo-400M tardellirs30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
225vLLM-SR Decision 2.0 Eos 0.8B vLLM Semantic Router30±1local~5.8GBhow to run › Decision Index 0.4.1Ollaya · original runs
226JEV FLAN-T5 Large public v2 (342M) Elfsong30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
227JEV Ettin 400M Elfsong30±1†model files ↗huggingface.co ↗Decision Index 0.4.1
228vLLM-SR Decision 2.0 Kai 0.6B vLLM Semantic Router29±1local~3.7GBhow to run › Decision Index 0.4.1Ollaya · original runs
229Jev-Style 0.8B v3 chaoliangUNSW29±1†model files ↗huggingface.co ↗Decision Index 0.4.1
230Bosun v3.1 1.7B LoRA Hanno Labs28±1†model files ↗huggingface.co ↗Decision Index 0.4.1
231LiquidAI d1-omni-600M Liquid AI28±1local~2.7GBhow to run › Decision Index 0.4.1Ollaya · original runs
232Mola-150M codavidgarcia28±1†model files ↗huggingface.co ↗Decision Index 0.4.1
233tasksource Decider nano v5 (150M) tasksource28±1†model files ↗huggingface.co ↗Decision Index 0.4.1
234JEV Ettin 150M Elfsong27±1†model files ↗huggingface.co ↗Decision Index 0.4.1
235JevK5 Lite alibiserikbay27±1†model files ↗huggingface.co ↗Decision Index 0.4.1
236vLLM-SR vela3-fast-vision (Vela 3.0, 0.25B) vLLM Semantic Router26±1†model files ↗huggingface.co ↗Decision Index 0.4.1
237Decision-1.0-Eos-0.8B (DecisionBench 3c2d6326) llm-semantic-router26±3local~5.8GBhow to run › Ollaya · original runs
238Crivo-150M v2 tardellirs25±1†model files ↗huggingface.co ↗Decision Index 0.4.1
239PICK-150M v5 lCREEl25±1†model files ↗huggingface.co ↗Decision Index 0.4.1
240Mola-68M codavidgarcia25±1†model files ↗huggingface.co ↗Decision Index 0.4.1
241DecisionTune 1.0 DecisionTune25±1†model files ↗huggingface.co ↗Decision Index 0.4.1
242Von 1.3 wfzyx24±1†model files ↗huggingface.co ↗Decision Index 0.4.1
243Qwen-2.5-1B-RLCD (decision readout) harshatheg24±1†source code ↗huggingface.co ↗Decision Index 0.4.1
244Bosun v3.1 0.6B LoRA Hanno Labs24±1†model files ↗huggingface.co ↗Decision Index 0.4.1
245CLM-v0.1-8B Qwen3-8B heads Contrastive-LM23±1local~15GBhow to run › Decision Index 0.4.1Ollaya · original runs
246MoganAI Lavoir ModernBERT-large Mogan AI23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
247Bekko System One v0 68M hotchpotch23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
248Crivo-68M tardellirs23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
249Dinah-1 Lukitaduarte23±1†model files ↗huggingface.co ↗Decision Index 0.4.1
250GLiNER2.5-Decide Fastino22±1†model files ↗huggingface.co ↗Decision Index 0.4.1
251Amber 0.4B MLukauskas22±1†model files ↗huggingface.co ↗Decision Index 0.4.1
252jeff GLiFormer-large (decision readout) logan-markewich21±1†source code ↗github.com ↗Decision Index 0.4.1
253Verdict heman10x20±1†model files ↗huggingface.co ↗Decision Index 0.4.1
254Crivo-32M v2 tardellirs20±1†model files ↗huggingface.co ↗Decision Index 0.4.1
255Laya ConvAI Innovations20±1†model files ↗huggingface.co ↗Decision Index 0.4.1
256system-one-gemma akash-kamat20±1†source code ↗github.com ↗Decision Index 0.4.1
257Supersonic Labs Julia 1 Supersonic Labs19±1†model files ↗huggingface.co ↗Decision Index 0.4.1
258Bekko System One v0 17M hotchpotch19±1†model files ↗huggingface.co ↗Decision Index 0.4.1
259Crivo-17M tardellirs18±1†model files ↗huggingface.co ↗Decision Index 0.4.1
260Prumo (rule-based engine) tardellirs16±1†source code ↗huggingface.co ↗Decision Index 0.4.1
261Nirnaya 0.4B kshitijthakkar15±1†model files ↗huggingface.co ↗Decision Index 0.4.1
262LFM2.5-350M-RLCD notnotsamuel15±1†model files ↗huggingface.co ↗Decision Index 0.4.1
263Zev (decision readout) bhubbard14±1†source code ↗github.com ↗Decision Index 0.4.1

263 of 263 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