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priority,model_id,revision,candidate_type,provider,api_endpoint,model_version_or_revision,pricing_snapshot,total_cost_usd,uncertain_cost_usd,pending_reservation_usd,request_count,valid_decisions,error_rate,latency_p50_ms,latency_p95_ms,parameter_count,parameter_count_audit,checkpoint_disk_bytes,architecture,languages_declared,license,status,runtime_device,native_supported_primitives,adapted_primitives,advertised_but_unverified_primitives,unsupported_or_unverified_primitives,screening_cases_attempted,screening_cases_all_questions_valid,screening_probability_decisions,screening_labeled_decisions,choice_decisions,choice_probability_decisions,noul_decisions,noul_probability_decisions,score_decisions,score_probability_decisions,capability_audit,note
1,convaiinnovations/laya-multilingual,1720e3e3357cfe1e281542e223f8273b0890ca34,local_model,,,,,,,,,,,,,321908998,321908998,643835514,LayaTypedDecisions,"[""multilingual"",""en"",""de"",""fr"",""es"",""pt"",""it"",""nl"",""sv"",""da"",""nb"",""ru"",""pl"",""tr"",""ar"",""he"",""fa"",""ur"",""hi"",""bn"",""ta"",""te"",""kn"",""ml"",""th"",""vi"",""id"",""ms"",""tl"",""ja"",""ko"",""zh"",""el"",""hu"",""fi"",""ro"",""sq"",""sl"",""sw"",""af"",""cy"",""am"",""hy"",""ka"",""km"",""my"",""mn"",""lv"",""is"",""az"",""jv""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full 96-case screen completed on CPU; Apache-2.0 card; multilingual claim includes Persian.
2,amyrmahdy/decima-base,e5d84ab3a8436cedc45b0daefa91979f68319455,local_model,,,,,,,,,,,,,322000000,Model card claims about 322M; exact tensor count unavailable in pinned ONNX metadata.,2906521287,Decima,"[""en"",""fa"",""ar"",""ru"",""de"",""fr"",""es"",""pt"",""tr"",""hi"",""zh"",""ja"",""ko"",""ur"",""vi"",""th""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full screen completed using int8 ONNX on CPU; exact parameter total not recoverable from checkpoint metadata (card claim: about 322M).
3,Phocinae/Phocinae-Largha-150M-v1,6fd31334ad461265578a8b52cc38969b3960a9dc,local_model,,,,,,,,,,,,,144292870,144292870,288603268,ModernBertForMaskedLM,"[""en"",""zh""]",apache-2.0,PARTIAL_CAPABILITY,cpu,"[""choice"",""noul""]",[],[],"[""score""]",96,0,288,288,192,192,96,96,0,0,"choice, noul native; score incompatible",Choice/Noul screen completed. Its fixed 2–10 score head does not match this benchmark's four-level rubric.
4,mrm8488/embeddinggemma-2-ft-typed-decision,fcc165b7d7d97827e241e09752e83fd11165a74b,local_model,,,,,,,,,,,,,272120348,272120348,1088537684,GemmaDecisionModel,"[""en"",""multilingual""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full screen completed on CPU; checkpoint exposes the typed-decision interface and trainable HF weights; Apache-2.0 card.
5,amyrmahdy/decima-small,14d09cabc1b4e23106ae4413eef852a568ced77b,local_model,,,,,,,,,,,,,122000000,Model card claims about 122M; exact tensor count unavailable in pinned ONNX metadata.,1124841990,Decima,"[""en"",""fa"",""ar"",""ru"",""de"",""fr"",""es"",""pt"",""tr"",""hi"",""ta"",""zh"",""ja"",""ko"",""sw"",""ur"",""vi"",""th"",""el"",""bg""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full screen completed using int8 ONNX on CPU; exact parameter total not recoverable from checkpoint metadata (card claim: about 122M).
6,Dibachain/DibaOne-M3,0cff3dc0b73e360ca0185be84a5b8104f5fb5e4c,local_model,,,,,,,,,,,,,278043648,278043648,3142419079,XLMRobertaModel,"[""fa"",""en""]",cc-by-nc-sa-4.0,LICENSE_RESTRICTED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native","Full screen completed; CC BY-NC-SA 4.0, so exclude from commercial shortlist absent separate permission."
7,SupersonicLabs/Julia-1,a85b127321d580d65176c89ced8273f305745d85,local_model,,,,,,,,,,,,,144292870,144292870,577189056,Not available in pinned config,"[""Not declared in pinned card metadata""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full screen completed in isolated Transformers 5.0.0 environment; Apache-2.0 card.
8,slow-stack/laya-typed-decisions-multilingual,8de52d4d7ec96423639882ca6faa93490fb81c90,local_model,,,,,,,,,,,,,421293830,421293830,1685218440,Not available in pinned config,"[""Not declared in pinned card metadata""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],"[""choice"",""noul"",""score""]","[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,"choice, score, noul advertised",Pinned 421M checkpoint weight transfer stalled at 0 bytes for about six minutes; no inference was run.
9,fastino/GLiNER2.5-multi-Decide,e173bca1f0c4217d7a55b3b0c705d5ece8a0218d,local_model,,,,,,,,,,,,,287355159,287355159,1149461028,Gliner2ForSchemaExtraction,"[""multilingual"",""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,label-only classification API; probability/typed score support not established,"Pinned 1,149,461,028-byte model.safetensors stayed 0 bytes after metadata/tokenizer retrieval; no inference was run."
10,Dibachain/DibaOne-X1,a7d696cb743ba41a941934196fcc447d7c39b9b6,local_model,,,,,,,,,,,,,395500000,"278,044,417 main + about 117.5M stage1/retrieval = about 395.5M active.",4462066912,XLMRobertaModel,"[""fa"",""en""]",apache-2.0,PARTIAL_CAPABILITY,cpu,"[""choice""]","[""choice"",""noul""]",[],"[""score""]",96,0,288,288,192,192,96,96,0,0,"choice native, noul adapted binary; score unsupported","Combined active model is about 395.5M parameters: 278,044,417 main plus about 117.5M stage1/retrieval. 96 cases completed, but no case had all four questions supported because ordinal Score is unavailable."
11,wfzyx/von,498ceba33390b32cfefaab6422ec380318ba9b99,local_model,,,,,,,,,,,,,394781696,394781696,3160460147,ModernBertModel,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],"[""choice"",""noul"",""score""]","[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,"choice, score, noul advertised; English-only","Pinned 1,579,143,688-byte safetensors transfer remained at 0 bytes after 30 seconds; paired checkpoint files total about 3.16 GB, so no inference was run."
12,manjunathshiva/opendecider-nano,1e1f0a7322e446c5ae9bbe840df11680f18a752a,local_model,,,,,,,,,,,,,394781696,394781696,791686130,ModernBertModel,"[""en""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",Full screen completed on CPU; Apache-2.0 card and safetensors checkpoint.
13,ParallaxOpen/Vela-Decision-170M,e6d304004bc827112cac3d6a518e3ef9517dbcaf,local_model,,,,,,,,,,,,,170569738,170569738,684404049,VelaDecisionForOptionScoring,"[""Not declared in pinned card metadata""]",apache-2.0,PARTIAL_CAPABILITY,cpu,"[""choice""]","[""noul""]","[""score generic ordered classification (not native ordinal)""]","[""score""]",96,0,0,0,0,0,0,0,0,0,choice native; score generic ordered classification; noul adapted binary,Adapter detected the pinned 768-token limit. All 96 shared-state cases exceed it when four questions are packed; no truncation was applied.
14,heman10x/rlcd-modernbert-151m,8af2496eb63c7fa66d7d234e1f62629380030eb4,local_model,,,,,,,,,,,,,151378176,151378176,1515637568,GLiClassModel,"[""Not declared in pinned card metadata""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],"[""choice"",""noul"",""score""]","[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,"choice, score, noul advertised","Pinned 303,785,047-byte fp16 ONNX and 606,323,181-byte ONNX transfers both stayed at 0 bytes; no inference was run."
15,com-kotobalabs/open-jev-deberta-v3-large,188ee67a5c93122b916e5acd5bdb0cb3623e380a,local_model,,,,,,,,,,,,,437200000,"434,012,160 backbone + about 3.15M decision head = about 437.2M active.",1748685796,DebertaV2Model,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],"[""choice"",""noul"",""score""]","[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,"choice, score, noul advertised","About 437.2M active parameters: 434,012,160 backbone plus about 3.15M decision head. Pinned 1.76 GB model weight transfer stalled at 0 bytes; no inference was run."
16,fastino/GLiNER2.5-Decide,9d1bfb848cd16d93ee56ccbc59cd92bf0f284d90,local_model,,,,,,,,,,,,,486444053,486444053,1945828140,Gliner2ForSchemaExtraction,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,label-only English classification API; probability/typed score support not established,"Pinned 1,945,828,140-byte model.safetensors stayed at 0 bytes after a bounded fetch attempt; no inference was run."
17,IJyad/jeb-typed-decisions,75de3f8befe82e03655ca2a8373ef26712eb9c7f,local_model,,,,,,,,,,,,,177609985,177609985,710466028,ArabicDecisionModel,"[""ar""]",apache-2.0,PARTIAL_CAPABILITY,cpu,"[""choice""]","[""choice"",""noul""]",[],"[""score""]",96,0,288,288,192,192,96,96,0,0,"choice native, noul adapted binary; score unsupported",Choice and adapted Noul completed; the checkpoint has a 512-token cap and no ordinal Score head. Persian transfer from Arabic is unproven.
199,hotchpotch/bekko-system-one-v0-68m,ab7685f23e5edbc1acb12ced4f2c4e12591efa69,local_model,,,,,,,,,,,,,68000000,APPROXIMATE_MODEL_CARD_TOTAL_68M,,See pinned official model card,"[""en""]",Not declared,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,All three native probability distributions returned and validated for the screening set.,
19,jaredpalmer/kev-0.5b,9ce2fd39db3a397c89733f94af948e3d1fdfffcd,local_model,,,,,,,,,,,,,,"502,830,976 combined base plus LoRA parameters; over the requested cap.",37074383,Not available in pinned config,"[""en""]",apache-2.0,OVER_500M,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,choice-oriented adapter,"Verified combined base plus LoRA active parameters: 502,830,976, above the requested 500M limit."
20,mo-shadfar/laya-fa-general,2b86ca01851f7fc44a77a284301bfc644d9ef9d8,local_model,,,,,,,,,,,,,321908998,"321,908,998",643835524,LayaTypedDecisions,"[""Not declared in pinned card metadata""]",apache-2.0,EVALUATED,cuda,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"choice, score, noul native",RTX 3050 6GB Laptop GPU; float32 weights with bfloat16 autocast; peak allocated VRAM 1611216896 bytes; 0 CPU fallbacks. Already fine-tuned checkpoint; model card reports about 300 Persian customer-service cases. This is not a zero-shot base-model result.
101,vllm-sr/Decision-2.0-Eos-0.8B,52cad37ef21f598302fe964cbfa164739cb965d5,local_model,,,,,,,,,,,,,753446208,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The cached snapshot contains only 26.8 MB and no complete weight checkpoint; earlier transfers stopped near 21 MB of an approximately 2 GB artifact. An RTX 3050 6GB is present, but the project runtime is PyTorch 2.14.1+cpu. A separate official CUDA wheel is 1.85 GiB; a 1 MiB range probe measured about 136 KB/s, so CUDA setup was stopped before inference rather than left downloading for hours."
102,vllm-sr/Decision-2.0-Kai-0.6B,cc7f30cda9e7c7b28c5f71ef33f01e09385f1c4b,local_model,,,,,,,,,,,,,597103104,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The cached snapshot contains only 18.3 MB and no complete weight checkpoint; earlier transfers stopped near 17 MB of an approximately 1.5 GB artifact. The RTX 3050 is not accessible to the installed CPU-only PyTorch runtime. Installing its 1.85 GiB CUDA wheel at the measured 136 KB/s transfer rate was not practical for this run; no GPU inference was attempted.
103,vllm-sr/d3-edge,fe71f8e1dad1d0198386de78345b13f25c319b36,local_model,,,,,,,,,,,,,594582720,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The cached snapshot contains only 27.0 MB and no complete weight checkpoint; earlier transfer stopped near 18.6 MB of an approximately 1.19 GB artifact. The RTX 3050 is present, but CUDA is unavailable in the project's installed PyTorch. The isolated CUDA setup was stopped after the official 1.85 GiB wheel's 1 MiB probe measured about 136 KB/s."
104,vllm-sr/d3-lite,99e5b1ce5a718454cd112cfe00caa8d2ae8df2ff,local_model,,,,,,,,,,,,,853247040,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The cached snapshot contains only about 0.2 MB of reviewed code and no model weights. The approximately 1.71 GB checkpoint was not downloaded. The RTX 3050 is present, but CUDA is unavailable in the project runtime; installing the 1.85 GiB CUDA wheel would take several hours at the measured transfer rate."
105,internlm/Intern-Decision-0.8B,85a0cc5a99d67ea8d56dfe98115689212867171d,local_model,,,,,,,,,,,,,852985920,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The local Hub cache contains reviewed inference code only, not model weights. The full model was not downloaded. The RTX 3050 is present, but the project's PyTorch build is CPU-only; CUDA setup was stopped after a 1 MiB official-wheel probe measured about 136 KB/s."
106,chaoliangUNSW/Jev-Style-0.8B-Decision-v3,b023d1f9c7858fbf01504577a3bfc349ea5c7385,local_model,,,,,,,,,,,,,752393024,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en"",""zh"",""ar"",""bg"",""de"",""el"",""es"",""fr"",""hi"",""ja"",""ko"",""pt"",""ru"",""sw"",""ta"",""th"",""tr"",""ur"",""vi""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The local Hub cache contains reviewed inference code only, not model weights. The full checkpoint was not downloaded. The RTX 3050 is present, but CUDA is unavailable in the project's PyTorch build; the isolated CUDA-wheel transfer rate made a multi-gigabyte runtime setup impractical for this run."
107,Manav2op/verdict-small,085a41e0ea269f00483dd202a286cfb68f7aa63a,local_model,,,,,,,,,,,,,117653760,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""multilingual"",""en"",""hi"",""de"",""fr"",""es"",""ja"",""zh"",""ar"",""pt"",""ru"",""tr"",""ko"",""sw"",""bn""]",apache-2.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,All three native probability distributions returned and validated for the screening set.,
108,tasksource/tasksource-decider-nano,46e88e08cc1a3122a348ce134f18865e93f8e1c8,local_model,,,,,,,,,,,,,149015041,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,PARTIAL_CAPABILITY,cpu,"[""choice"",""noul""]",[],[],"[""score""]",96,0,288,288,192,192,96,96,0,0,Choice and Noul distributions validated. The native inference interface did not provide a valid Score distribution; Score is unsupported in this evaluation.,
199,DangerLabs/DM-JEPA,6c7b6a6c5ca3bfa5221130fc00cc2c3cbb4a5a8c,local_model,,,,,,,,,,,,,308272641,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en""]",mit,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The 308M checkpoint is approximately 1.23 GB; the reviewed inference loader holds the state dictionary and model concurrently, making peak memory exceed the available RAM budget. It was not loaded or scored."
199,Hanno-Labs/bosun-v3.1-0.6b,5e78a37c8d86860ebac9ef2d5327d6299498498e,local_model,,,,,,,,,,,,,596049920,UNDER_1B_INDEX_REPORT__TOTAL_NOT_IN_WEIGHT_METADATA,,See pinned official model card,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The 596M-parameter FP32 backbone is about 2.38 GB before tokenizer/runtime overhead, exceeding the available-memory budget in the CPU-only runtime."
199,LiquidAI/d1-omni-600M,02b55d7076f15129e59ab3f94783f32c4b088674,local_model,,,,,,,,,,,,,587161089,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en"",""de"",""es"",""fr"",""it"",""nl"",""pl"",""pt"",""ar"",""hi"",""ja"",""ru"",""tr"",""vi"",""zh""]",other,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The required multimodal checkpoint is approximately 2.35 GB on disk and its full-precision text, vision, and audio components exceed available CPU RAM. No inference was completed."
199,Lukitaduarte/dinah-0,bdfb82d3440c1592551779c3e6068cd71fb734f1,local_model,,,,,,,,,,,,,149614978,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en"",""pt""]",cc-by-nc-4.0,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,All three native probability distributions returned and validated for the screening set.,
199,eljiwo/jiwo-0.8b,71b7911cf68f7df52fdc2dbf07de1e158bb807f2,local_model,,,,,,,,,,,,,752393024,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The 752M-parameter FP32 checkpoint requires about 3 GB before runtime overhead, above roughly 2.8 GB available RAM."
199,hotchpotch/bekko-system-one-v0-17m,b886a1f9b91f4e8368d7830080d52d955e2c8dfa,local_model,,,,,,,,,,,,,17000000,UNDER_1B_INDEX_REPORT__TOTAL_NOT_IN_WEIGHT_METADATA,,See pinned official model card,"[""en""]",Not declared,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,All three native probability distributions returned and validated for the screening set.,
199,hotchpotch/bekko-system-one-v0-400m,1960df5602bd93cc8d336fdebd9fb68a30926e13,local_model,,,,,,,,,,,,,400000000,UNDER_1B_INDEX_REPORT__TOTAL_NOT_IN_WEIGHT_METADATA,,See pinned official model card,"[""en""]",Not declared,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The approximately 1.58 GB weight transfer made no progress after a bounded resumable attempt; the CPU FP32 load would also leave insufficient runtime headroom. No inference was completed.
199,jaredpalmer/kev-0.8b,bf75a6a8848ea6960ff2ed108d9ed44c2941174f,local_model,,,,,,,,,,,,,870000000,UNDER_1B_INDEX_REPORT__TOTAL_NOT_IN_WEIGHT_METADATA,,See pinned official model card,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The documented TypeSafe serving path requires a compatible accelerator/server runtime unavailable in this CPU-only PyTorch environment; the 870M FP32 checkpoint also exceeds the local memory budget.
199,kirp/jpt-0.8b,1431c0509bbc10772cd59964cc7af5835c8720d6,local_model,,,,,,,,,,,,,852985920,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",cc-by-nc-4.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The documented vLLM/SGLang GPU path cannot run because the installed PyTorch build has CUDA unavailable; its 853M FP32 checkpoint exceeds available CPU memory.
199,kshitijthakkar/nirnaya-0.4b-0.2a-decision,8d81850e41ae31a423d89aaf0b8bd77e946df502,local_model,,,,,,,,,,,,,389956608,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",Not declared,EVALUATED,cpu,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,All three native probability distributions returned and validated for the screening set.,
199,mohamedlotfy50/sifr-0.8b-v3,fdedb868ae7088335cbde79e3a603d05add66377,local_model,,,,,,,,,,,,,852985920,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The approximately 1.71 GB checkpoint transfer remained at zero bytes during the bounded attempt; no complete model was available for inference.
199,notnotsamuel/LFM2.5-350M-RLCD,deb589d803d141cabd158ef55f6617b128529f36,local_model,,,,,,,,,,,,,354483968,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en"",""fr"",""es""]",other,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,Both resumable range download and the Hub file download returned zero bytes for the pinned checkpoint; no inference was completed.
199,scar-ai/vera-spark,964a12f7a7c2aaa08950af899277de789f84045c,local_model,,,,,,,,,,,,,638468358,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"The 638M-parameter FP32 weights require about 2.55 GB before runtime overhead, leaving insufficient memory in the CPU-only environment."
199,sthanika-ai/Sieve-0.8B,f0f5f886e51ad297e4b04370f251397c39e52eaa,local_model,,,,,,,,,,,,,590000000,UNDER_1B_INDEX_REPORT__TOTAL_NOT_IN_WEIGHT_METADATA,,See pinned official model card,"[""en""]",apache-2.0,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,"Its official loader requires the Qwen base and a 1.33 GB decision checkpoint concurrently; this exceeds the available RAM budget, and the base was not cached."
199,togethercomputer/Tev1-0.8B-experimental,6bb2dff14b38fea90ddb14d870166ccaf77374e9,local_model,,,,,,,,,,,,,873438784,UNDER_1B_VERIFIED_CHECKPOINT_TOTAL,,See pinned official model card,"[""UNKNOWN""]",Not declared,RESOURCE_BLOCKED,not loaded,[],[],[],"[""choice"",""noul"",""score""]",0,0,0,0,0,0,0,0,0,0,No complete screening inference was obtained; primitive support is not asserted.,The 873M checkpoint is approximately 1.75 GB and requires autoregressive generation; the CPU-only runtime has insufficient memory headroom for a complete run. The repository also reports its license terms as not finalized.
20,typesafe/jev-1.13,typesafe/jev-1.13-20260917,hosted_api,TypeSafe,https://openrouter.ai/api/alpha/decisions,typesafe/jev-1.13-20260917,"{""configured_model"":""typesafe/jev-1.13"",""canonical_model"":""typesafe/jev-1.13-20260917"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""4.2E-8"",""completion_usd_per_token"":""0"",""context_length"":64000,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.004334736,0.0,0.0,101,384,0.0,450.0,685.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
21,openai/gpt-6-luna-decisions,openai/gpt-6-luna-decisions-20261006,hosted_api,OpenAI,https://openrouter.ai/api/alpha/decisions,openai/gpt-6-luna-decisions-20261006,"{""configured_model"":""openai/gpt-6-luna-decisions"",""canonical_model"":""openai/gpt-6-luna-decisions-20261006"",""interface"":""decisions"",""input_modalities"":[""text"",""image""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""1E-7"",""completion_usd_per_token"":""0"",""context_length"":1050000,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.0078924,0.0,0.0,99,384,0.0,480.5,677.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
22,perplexity/pplx-decider-v1.1-27b,perplexity/pplx-decider-v1.1-27b-20261006,hosted_api,Perplexity,https://openrouter.ai/api/alpha/decisions,perplexity/pplx-decider-v1.1-27b-20261006,"{""configured_model"":""perplexity/pplx-decider-v1.1-27b"",""canonical_model"":""perplexity/pplx-decider-v1.1-27b-20261006"",""interface"":""decisions"",""input_modalities"":[""text"",""image""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""2E-8"",""completion_usd_per_token"":""0"",""context_length"":262144,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.0025195,0.0,0.0,99,384,0.0,485.5,2945.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
23,microsoft/microsoft-decision-1,microsoft/microsoft-decision-1-20261009,hosted_api,Azure,https://openrouter.ai/api/alpha/decisions,microsoft/microsoft-decision-1-20261009,"{""configured_model"":""microsoft/microsoft-decision-1"",""canonical_model"":""microsoft/microsoft-decision-1-20261009"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""4.2E-8"",""completion_usd_per_token"":""0"",""context_length"":32768,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.001845774,0.0,0.0,99,384,0.0,535.0,900.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
24,cloudflare/clef,cloudflare/clef,hosted_api,"Cloudflare, DeepInfra, PrimeIntellect",https://openrouter.ai/api/alpha/decisions,cloudflare/clef,"{""configured_model"":""cloudflare/clef"",""canonical_model"":""cloudflare/clef"",""interface"":""decisions"",""input_modalities"":[""text"",""image""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""2.4E-7"",""completion_usd_per_token"":""0"",""context_length"":65536,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.004090068,0.0,0.0,99,384,0.0,2516.5,3665.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
25,nace-ai/drex-v1.5,nace-ai/drex-v1.5-20261009,hosted_api,DeepInfra,https://openrouter.ai/api/alpha/decisions,nace-ai/drex-v1.5-20261009,"{""configured_model"":""nace-ai/drex-v1.5"",""canonical_model"":""nace-ai/drex-v1.5-20261009"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""4E-8"",""completion_usd_per_token"":""0"",""context_length"":131072,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.00160404,0.0,0.0,99,384,0.0,717.0,1495.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
26,liquid/d1,liquid/d1-20260930,hosted_api,Liquid,https://openrouter.ai/api/alpha/decisions,liquid/d1-20260930,"{""configured_model"":""liquid/d1"",""canonical_model"":""liquid/d1-20260930"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""4E-8"",""completion_usd_per_token"":""0"",""context_length"":65536,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.0054788,0.0,0.0001944,100,384,0.0,423.5,816.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
27,respan/span-01-lite,respan/span-01-lite-20260925,hosted_api,Respan,https://openrouter.ai/api/alpha/decisions,respan/span-01-lite-20260925,"{""configured_model"":""respan/span-01-lite"",""canonical_model"":""respan/span-01-lite-20260925"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""0"",""completion_usd_per_token"":""0"",""context_length"":0,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.0,0.0,0.0,235,96,0.75,446.5,708.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,PARTIAL_CAPABILITY,hosted_api,"[""noul""]",[],[],"[""choice"",""score""]",96,0,96,96,0,0,96,96,0,0,"{""choice"":{""status"":""UNSUPPORTED_IN_SMOKE"",""valid_smoke_answers"":0,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""UNSUPPORTED_IN_SMOKE"",""valid_smoke_answers"":0,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
28,cloudflare/clef-flash,cloudflare/clef-flash,hosted_api,"Cloudflare, PrimeIntellect",https://openrouter.ai/api/alpha/decisions,cloudflare/clef-flash,"{""configured_model"":""cloudflare/clef-flash"",""canonical_model"":""cloudflare/clef-flash"",""interface"":""decisions"",""input_modalities"":[""text"",""image""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""3.8E-8"",""completion_usd_per_token"":""0"",""context_length"":24576,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.001790237,0.0,0.0,99,384,0.0,490.0,964.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."
29,inception/mercury-decide:free,inception/mercury-decide-20260930,hosted_api,Inception,https://openrouter.ai/api/alpha/decisions,inception/mercury-decide-20260930,"{""configured_model"":""inception/mercury-decide:free"",""canonical_model"":""inception/mercury-decide-20260930"",""interface"":""decisions"",""input_modalities"":[""text""],""output_modalities"":[""decisions""],""supported_parameters"":[],""prompt_usd_per_token"":""0"",""completion_usd_per_token"":""0"",""context_length"":65536,""pricing_basis"":""model metadata; maximum listed endpoint rate""}",0.0,0.0,0.0,99,384,0.0,570.0,845.0,,Hosted API; parameter count is not exposed by the catalog.,,OpenRouter Decisions API; underlying architecture not exposed consistently,"[""Persian evaluated; provider language metadata not independently confirmed""]",Hosted service; provider and model terms apply; no weights redistributed,EVALUATED,hosted_api,"[""choice"",""noul"",""score""]",[],[],[],96,96,384,384,192,192,96,96,96,96,"{""choice"":{""status"":""SUPPORTED_IN_6_OF_6_SMOKE_QUESTIONS"",""valid_smoke_answers"":6,""smoke_answers"":6},""noul"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3},""score"":{""status"":""SUPPORTED_IN_3_OF_3_SMOKE_QUESTIONS"",""valid_smoke_answers"":3,""smoke_answers"":3}}","Hosted API; latency includes client, network, provider routing, and service time."