| rank,model_id,model,parameters,parameter_count,choice_accuracy,noul_f1_true,score_mae,overall_normalized_score,coverage,screening_cases_attempted,choice_decisions,noul_decisions,score_decisions,screening_labeled_decisions,p95_case_latency_seconds,peak_vram_bytes,license,status,native_support,adapted_support,full_native_comparable,runtime_device
|
| 12,convaiinnovations/laya-multilingual,[convaiinnovations/laya-multilingual](https://huggingface.co/convaiinnovations/laya-multilingual),321.9M,321908998,0.4479166666666667,0.6031746031746031,1.03125,56.911375661375665,384/384,96,192,96,96,384,1.0804031000006944,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| 9,amyrmahdy/decima-base,[amyrmahdy/decima-base](https://huggingface.co/amyrmahdy/decima-base),≈322.0M,322000000,0.4791666666666667,0.7157894736842105,0.9583333333333334,62.51705653021442,384/384,96,192,96,96,384,3.2007422000169754,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,Phocinae/Phocinae-Largha-150M-v1,[Phocinae/Phocinae-Largha-150M-v1](https://huggingface.co/Phocinae/Phocinae-Largha-150M-v1),144.3M,144292870,0.453125,0.4489795918367347,,,288/384,96,192,96,0,288,0.3514953999547288,,apache-2.0,PARTIAL_CAPABILITY,"[""choice"",""noul""]",[],False,cpu
|
| 20,mrm8488/embeddinggemma-2-ft-typed-decision,[mrm8488/embeddinggemma-2-ft-typed-decision](https://huggingface.co/mrm8488/embeddinggemma-2-ft-typed-decision),272.1M,272120348,0.390625,0.3333333333333333,0.96875,46.701388888888886,384/384,96,192,96,96,384,5.624304700060748,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| 11,amyrmahdy/decima-small,[amyrmahdy/decima-small](https://huggingface.co/amyrmahdy/decima-small),≈122.0M,122000000,0.46875,0.55,0.9166666666666666,57.10648148148149,384/384,96,192,96,96,384,0.7673535000067204,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| 17,Dibachain/DibaOne-M3,[Dibachain/DibaOne-M3](https://huggingface.co/Dibachain/DibaOne-M3),278.0M,278043648,0.40625,0.47191011235955055,1.2604166666666667,48.60070744902206,384/384,96,192,96,96,384,0.786256399936974,,cc-by-nc-sa-4.0,LICENSE_RESTRICTED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| 16,SupersonicLabs/Julia-1,[SupersonicLabs/Julia-1](https://huggingface.co/SupersonicLabs/Julia-1),144.3M,144292870,0.3802083333333333,0.4358974358974359,1.0625,48.73130341880342,384/384,96,192,96,96,384,0.443777900072746,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,slow-stack/laya-typed-decisions-multilingual,[slow-stack/laya-typed-decisions-multilingual](https://huggingface.co/slow-stack/laya-typed-decisions-multilingual),421.3M,421293830,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,fastino/GLiNER2.5-multi-Decide,[fastino/GLiNER2.5-multi-Decide](https://huggingface.co/fastino/GLiNER2.5-multi-Decide),287.4M,287355159,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,Dibachain/DibaOne-X1,[Dibachain/DibaOne-X1](https://huggingface.co/Dibachain/DibaOne-X1),≈395.5M,395500000,0.4739583333333333,0.4367816091954023,,,288/384,96,192,96,0,288,0.75809510005638,,apache-2.0,PARTIAL_CAPABILITY,"[""choice""]","[""choice"",""noul""]",False,cpu
|
| ,wfzyx/von,[wfzyx/von](https://huggingface.co/wfzyx/von),394.8M,394781696,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 10,manjunathshiva/opendecider-nano,[manjunathshiva/opendecider-nano](https://huggingface.co/manjunathshiva/opendecider-nano),394.8M,394781696,0.3958333333333333,0.6515151515151515,0.96875,57.481060606060595,384/384,96,192,96,96,384,6.56207679992076,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,ParallaxOpen/Vela-Decision-170M,[ParallaxOpen/Vela-Decision-170M](https://huggingface.co/ParallaxOpen/Vela-Decision-170M),170.6M,170569738,,,,,0/384,96,0,0,0,0,,,apache-2.0,PARTIAL_CAPABILITY,"[""choice""]","[""noul""]",False,cpu
|
| ,heman10x/rlcd-modernbert-151m,[heman10x/rlcd-modernbert-151m](https://huggingface.co/heman10x/rlcd-modernbert-151m),151.4M,151378176,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,com-kotobalabs/open-jev-deberta-v3-large,[com-kotobalabs/open-jev-deberta-v3-large](https://huggingface.co/com-kotobalabs/open-jev-deberta-v3-large),≈437.2M,437200000,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,fastino/GLiNER2.5-Decide,[fastino/GLiNER2.5-Decide](https://huggingface.co/fastino/GLiNER2.5-Decide),486.4M,486444053,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,IJyad/jeb-typed-decisions,[IJyad/jeb-typed-decisions](https://huggingface.co/IJyad/jeb-typed-decisions),177.6M,177609985,0.4010416666666667,0.6666666666666666,,,288/384,96,192,96,0,288,0.5951295999111608,,apache-2.0,PARTIAL_CAPABILITY,"[""choice""]","[""choice"",""noul""]",False,cpu
|
| 22,hotchpotch/bekko-system-one-v0-68m,[hotchpotch/bekko-system-one-v0-68m](https://huggingface.co/hotchpotch/bekko-system-one-v0-68m),≈68.0M,68000000,0.3645833333333333,0.0,0.875,35.763888888888886,384/384,96,192,96,96,384,1.3928295000223443,,Not declared,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,jaredpalmer/kev-0.5b,[jaredpalmer/kev-0.5b](https://huggingface.co/jaredpalmer/kev-0.5b),Not verified,,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,OVER_500M,[],[],False,not loaded
|
| 19,mo-shadfar/laya-fa-general,[mo-shadfar/laya-fa-general](https://huggingface.co/mo-shadfar/laya-fa-general),321.9M,321908998,0.4895833333333333,0.2545454545454545,1,47.026515151515156,384/384,96,192,96,96,384,0.06554049998521805,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cuda
|
| ,vllm-sr/Decision-2.0-Eos-0.8B,[vllm-sr/Decision-2.0-Eos-0.8B](https://huggingface.co/vllm-sr/Decision-2.0-Eos-0.8B),753.4M,753446208,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,vllm-sr/Decision-2.0-Kai-0.6B,[vllm-sr/Decision-2.0-Kai-0.6B](https://huggingface.co/vllm-sr/Decision-2.0-Kai-0.6B),597.1M,597103104,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,vllm-sr/d3-edge,[vllm-sr/d3-edge](https://huggingface.co/vllm-sr/d3-edge),594.6M,594582720,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,vllm-sr/d3-lite,[vllm-sr/d3-lite](https://huggingface.co/vllm-sr/d3-lite),853.2M,853247040,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,internlm/Intern-Decision-0.8B,[internlm/Intern-Decision-0.8B](https://huggingface.co/internlm/Intern-Decision-0.8B),853.0M,852985920,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,chaoliangUNSW/Jev-Style-0.8B-Decision-v3,[chaoliangUNSW/Jev-Style-0.8B-Decision-v3](https://huggingface.co/chaoliangUNSW/Jev-Style-0.8B-Decision-v3),752.4M,752393024,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 21,Manav2op/verdict-small,[Manav2op/verdict-small](https://huggingface.co/Manav2op/verdict-small),117.7M,117653760,0.40625,0.0784313725490196,1.1458333333333333,36.75789760348584,384/384,96,192,96,96,384,0.435550200054422,,apache-2.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,tasksource/tasksource-decider-nano,[tasksource/tasksource-decider-nano](https://huggingface.co/tasksource/tasksource-decider-nano),149.0M,149015041,0.4166666666666667,0.5747126436781609,,,288/384,96,192,96,0,288,1.546440599951893,,apache-2.0,PARTIAL_CAPABILITY,"[""choice"",""noul""]",[],False,cpu
|
| ,DangerLabs/DM-JEPA,[DangerLabs/DM-JEPA](https://huggingface.co/DangerLabs/DM-JEPA),308.3M,308272641,,,,,Not evaluated,0,0,0,0,0,,,mit,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,Hanno-Labs/bosun-v3.1-0.6b,[Hanno-Labs/bosun-v3.1-0.6b](https://huggingface.co/Hanno-Labs/bosun-v3.1-0.6b),≈596.0M,596049920,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,LiquidAI/d1-omni-600M,[LiquidAI/d1-omni-600M](https://huggingface.co/LiquidAI/d1-omni-600M),587.2M,587161089,,,,,Not evaluated,0,0,0,0,0,,,other,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 13,Lukitaduarte/dinah-0,[Lukitaduarte/dinah-0](https://huggingface.co/Lukitaduarte/dinah-0),149.6M,149614978,0.40625,0.6666666666666666,1.1041666666666667,56.828703703703695,384/384,96,192,96,96,384,5.557919200044125,,cc-by-nc-4.0,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,eljiwo/jiwo-0.8b,[eljiwo/jiwo-0.8b](https://huggingface.co/eljiwo/jiwo-0.8b),752.4M,752393024,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 14,hotchpotch/bekko-system-one-v0-17m,[hotchpotch/bekko-system-one-v0-17m](https://huggingface.co/hotchpotch/bekko-system-one-v0-17m),≈17.0M,17000000,0.25,0.6808510638297872,0.9791666666666666,53.48207249802994,384/384,96,192,96,96,384,0.15764539991505444,,Not declared,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,hotchpotch/bekko-system-one-v0-400m,[hotchpotch/bekko-system-one-v0-400m](https://huggingface.co/hotchpotch/bekko-system-one-v0-400m),≈400.0M,400000000,,,,,Not evaluated,0,0,0,0,0,,,Not declared,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,jaredpalmer/kev-0.8b,[jaredpalmer/kev-0.8b](https://huggingface.co/jaredpalmer/kev-0.8b),≈870.0M,870000000,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,kirp/jpt-0.8b,[kirp/jpt-0.8b](https://huggingface.co/kirp/jpt-0.8b),853.0M,852985920,,,,,Not evaluated,0,0,0,0,0,,,cc-by-nc-4.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 18,kshitijthakkar/nirnaya-0.4b-0.2a-decision,[kshitijthakkar/nirnaya-0.4b-0.2a-decision](https://huggingface.co/kshitijthakkar/nirnaya-0.4b-0.2a-decision),390.0M,389956608,0.3229166666666667,0.5739130434782609,1.3854166666666667,47.8341384863124,384/384,96,192,96,96,384,17.504379999940284,,Not declared,EVALUATED,"[""choice"",""noul"",""score""]",[],True,cpu
|
| ,mohamedlotfy50/sifr-0.8b-v3,[mohamedlotfy50/sifr-0.8b-v3](https://huggingface.co/mohamedlotfy50/sifr-0.8b-v3),853.0M,852985920,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,notnotsamuel/LFM2.5-350M-RLCD,[notnotsamuel/LFM2.5-350M-RLCD](https://huggingface.co/notnotsamuel/LFM2.5-350M-RLCD),354.5M,354483968,,,,,Not evaluated,0,0,0,0,0,,,other,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,scar-ai/vera-spark,[scar-ai/vera-spark](https://huggingface.co/scar-ai/vera-spark),638.5M,638468358,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,sthanika-ai/Sieve-0.8B,[sthanika-ai/Sieve-0.8B](https://huggingface.co/sthanika-ai/Sieve-0.8B),≈590.0M,590000000,,,,,Not evaluated,0,0,0,0,0,,,apache-2.0,RESOURCE_BLOCKED,[],[],False,not loaded
|
| ,togethercomputer/Tev1-0.8B-experimental,[togethercomputer/Tev1-0.8B-experimental](https://huggingface.co/togethercomputer/Tev1-0.8B-experimental),873.4M,873438784,,,,,Not evaluated,0,0,0,0,0,,,Not declared,RESOURCE_BLOCKED,[],[],False,not loaded
|
| 5,typesafe/jev-1.13,[typesafe/jev-1.13](https://openrouter.ai/typesafe/jev-1.13),Not verified,,0.9427083333333334,0.9894736842105263,0.7604166666666666,89.29032651072126,384/384,96,192,96,96,384,0.685,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 1,openai/gpt-6-luna-decisions,[openai/gpt-6-luna-decisions](https://openrouter.ai/openai/gpt-6-luna-decisions),Not verified,,0.921875,1.0,0.4791666666666667,92.07175925925925,384/384,96,192,96,96,384,0.677,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 15,perplexity/pplx-decider-v1.1-27b,[perplexity/pplx-decider-v1.1-27b](https://openrouter.ai/perplexity/pplx-decider-v1.1-27b),Not verified,,0.4166666666666667,0.5882352941176471,1.5,50.16339869281046,384/384,96,192,96,96,384,2.945,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 3,microsoft/microsoft-decision-1,[microsoft/microsoft-decision-1](https://openrouter.ai/microsoft/microsoft-decision-1),Not verified,,0.9322916666666666,1.0,0.6145833333333334,90.91435185185185,384/384,96,192,96,96,384,0.9,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 4,cloudflare/clef,[cloudflare/clef](https://openrouter.ai/cloudflare/clef),Not verified,,0.9583333333333334,0.9787234042553191,0.7291666666666666,89.80003940110322,384/384,96,192,96,96,384,3.665,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 2,nace-ai/drex-v1.5,[nace-ai/drex-v1.5](https://openrouter.ai/nace-ai/drex-v1.5),Not verified,,0.921875,0.9894736842105263,0.5104166666666666,91.37365984405457,384/384,96,192,96,96,384,1.495,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 8,liquid/d1,[liquid/d1](https://openrouter.ai/liquid/d1),Not verified,,0.9270833333333334,0.946236559139785,0.8229166666666666,86.63381123058542,384/384,96,192,96,96,384,0.816,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| ,respan/span-01-lite,[respan/span-01-lite](https://openrouter.ai/respan/span-01-lite),Not verified,,,0.9795918367346939,,,96/384,96,0,96,0,96,0.708,,Hosted service; provider and model terms apply; no weights redistributed,PARTIAL_CAPABILITY,"[""noul""]",[],False,hosted_api
|
| 6,cloudflare/clef-flash,[cloudflare/clef-flash](https://openrouter.ai/cloudflare/clef-flash),Not verified,,0.8854166666666666,1.0,0.6770833333333334,88.6574074074074,384/384,96,192,96,96,384,0.964,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
| 7,inception/mercury-decide:free,[inception/mercury-decide:free](https://openrouter.ai/inception/mercury-decide%3Afree),Not verified,,0.9635416666666666,0.9473684210526315,0.7708333333333334,88.46552144249512,384/384,96,192,96,96,384,0.845,,Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,"[""choice"",""noul"",""score""]",[],True,hosted_api
|
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