{"id":"linne-oak-1-0","slug":"linne-oak-1-0","name":"linne-oak 1.0 (31B)","orgId":"misa-aicore","family":"linne-oak-1-0","releaseDate":null,"availability":"ga","openWeights":true,"license":null,"paramsTotal":31273088876,"contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://huggingface.co/MISA-core/linne-oak-1-0","hfRepo":"MISA-core/linne-oak-1-0","modalities":["text"],"aliases":["linne-oak 1.0 (31B)","Linne Oak 1.0","linne-oak-1.0"],"aliasNote":null,"decision":{"kind":"decision","outputTypes":["noul","choice","score","multi"],"vision":false,"backbone":"gemma-4-31B-it","technique":"autoregressive","weightsRepo":null,"servedParams":31273088876,"hosted":null,"coverage":1,"partialRun":false,"latencyMedianMs":105.3,"latencyHosted":false,"firstSeen":"2026-10-14","reliability":[{"w":0.0003,"acc":0,"conf":0.0882},{"w":0.009,"acc":0.2041,"conf":0.1615},{"w":0.0145,"acc":0.1717,"conf":0.249},{"w":0.0249,"acc":0.1911,"conf":0.3535},{"w":0.0363,"acc":0.2908,"conf":0.4531},{"w":0.0654,"acc":0.4407,"conf":0.5478},{"w":0.063,"acc":0.5026,"conf":0.6474},{"w":0.0687,"acc":0.5348,"conf":0.7522},{"w":0.0786,"acc":0.645,"conf":0.8546},{"w":0.6394,"acc":0.9144,"conf":0.987}],"priceUsdPer1k":null,"api":false,"measuredOn":null},"paramsSource":"huggingface","organization":{"id":"misa-aicore","name":"MISA-AICORE","slug":"misa-aicore","country":null,"url":null,"color":"#A39E8F","mark":"MI"},"price":null,"answer":{"word":"Yes.","scope":"SOTA in Decision models (tied).","lead":"As of Oct 15, 2026, linne-oak 1.0 (31B) is tied for state of the art with low confidence in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0). linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).","confidence":"low"},"verdicts":[{"id":"v_overall_decision_linne-oak-1-0_2026-10-14_open_CO_SOTA","model":"linne-oak-1-0","model_name":"linne-oak 1.0 (31B)","category":"decision","category_name":"Decision models","slice":"overall","state":"CO_SOTA","rank":1,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":0,"confidence":"low","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).","safeguard_flags":["source_conflict"],"co_sota_with":["vllm-sr-d3-v310","pplx-decider-v1-1-27b"],"challengers":[],"methodology":"1.0","label":"Co-SOTA · Decision models"},{"id":"v_open-weights_decision_linne-oak-1-0_2026-10-14_open_CO_SOTA","model":"linne-oak-1-0","model_name":"linne-oak 1.0 (31B)","category":"decision","category_name":"Decision models","slice":"open-weights","state":"CO_SOTA","rank":1,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":0,"confidence":"low","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).","safeguard_flags":["source_conflict"],"co_sota_with":["vllm-sr-d3-v310","pplx-decider-v1-1-27b"],"challengers":[],"methodology":"1.0","label":"Co-SOTA · Decision models (open weights)"},{"id":"v_le-32b_decision_linne-oak-1-0_2026-10-14_open_CO_SOTA","model":"linne-oak-1-0","model_name":"linne-oak 1.0 (31B)","category":"decision","category_name":"Decision models","slice":"le-32b","state":"CO_SOTA","rank":1,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":0,"confidence":"low","valid_from":"2026-10-14","valid_to":null,"configuration":null,"rationale":"linne-oak 1.0 (31B) is co-SOTA in Decision models with low confidence because primary sources disagree beyond the margin of error (with vLLM-SR d3 (27B), Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)).","safeguard_flags":["source_conflict"],"co_sota_with":["vllm-sr-d3-v310","pplx-decider-v1-1-27b"],"challengers":[],"methodology":"1.0","label":"Co-SOTA · Decision models (≤32B)"},{"id":"v_latency_decision_linne-oak-1-0_2026-10-15_open_RANKED","model":"linne-oak-1-0","model_name":"linne-oak 1.0 (31B)","category":"decision","category_name":"Decision models","slice":"latency","state":"RANKED","rank":6,"present_evidence":[],"missing_evidence":[],"coverage":null,"segments":[],"confirm":[],"margin":41.5,"confidence":"medium","valid_from":"2026-10-15","valid_to":null,"configuration":null,"rationale":"Ranked #6 in Decision models on same-GPU latency. linne-oak 1.0 (31B) is inside the field.","safeguard_flags":[],"co_sota_with":[],"challengers":[],"methodology":"1.0","label":"#6 in Decision models (same-GPU latency)"}]}