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bwarner
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inference-winrate

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{ "avg_reward_per_dataset": { "careqa_en": 0.5267745952677461, "head_qa_v2": 0.582252613377348, "longhealth-task1": 0.6341666666666661, "longhealth-task2": 0.49541666666666606, "m_arc": 0.16333333333333303, "med_halt-reasoning_fct": 0.1226977248104, "med_halt-reasoning_nota": 0.22255326832791603, "med_mcqa": 0.44481632002550003, "medbullets-op4": 0.369047619047619, "medbullets-op5": 0.33333333333333304, "medcalc_bench": 0.071818181818181, "medconceptsqa_sample-easy": 0.25, "medconceptsqa_sample-hard": 0.272166666666666, "medconceptsqa_sample-medium": 0.28949999999999904, "medhallu-easy": 0.33941605839416, "medhallu-hard": 0.275772058823529, "medhallu-medium": 0.290880503144654, "medqa": 0.47001832940560306, "medxpertqa-reasoning": 0.126634425935876, "medxpertqa-understanding": 0.14487832484436802, "metamedqa": 0.34328720563243503, "mmlu_pro_health": 0.28810105949470205, "pubhealthbench_reviewed": 0.033333333333333, "pubmedqa": 0.681333333333333, "sctpublic": 0.283317369093678, 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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
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null
{ "avg_reward_per_model": { "afm-4-5b": 0.49541666666666606, "ai21-jamba2-mini": 0.785833333333333, "antangelmed": 0.866666666666666, "baichuan-m2": 0.880833333333333, "baichuan-m3": 0.8904166666666661, "dasd-30b-a3b": 0.8704166666666661, "dasd-4b-thinking": 0.8562500000000001, "gemini-3-pro-preview": 0.9041666666666661, "gemma-3-12b-it": 0.7483333333333331, "gemma-3-27b-it": 0.7612500000000001, "gemma-3-4b-it": 0.31916666666666604, "glm-4.5-air": 0.8779166666666661, "glm-4.7-fp8": 0.887916666666666, "gpt-5_2": 0.8775000000000001, "gpt-oss-120b": 0.875833333333333, "gpt-oss-120b-high": 0.8841666666666661, "gpt-oss-120b-low": 0.860416666666666, "gpt-oss-20b": 0.8741666666666661, "gpt-oss-20b-high": 0.88, "gpt-oss-20b-low": 0.8541666666666661, "gpt_5_1": 0.89375, "granite-4-0-h-small": 0.525833333333333, "granite-4-0-h-tiny": 0.37708333333333305, "grok-4": 0.8562500000000001, "hermes-4-14b": 0.8300000000000001, "hermes-4-70b": 0.86875, "intellect3": 0.884583333333333, "ling-2-flash": 0.854583333333333, "llama-3-70b-instruct": 0.8862500000000001, "llama-3-8b-instruct": 0.7008333333333331, "magistral-small": 0.8895833333333331, "medgemma-27b-text": 0.802083333333333, "medgemma-4b-1_5-it": 0.367916666666666, "medgemma-4b-it": 0.330416666666666, "minimax-m2": 0.870833333333333, "minimax-m2.1": 0.8820833333333331, "ministral3-14b-instruct": 0.88875, "ministral3-14b-reason": 0.87875, "ministral3-3b-instruct": 0.844583333333333, "ministral3-3b-reason": 0.777916666666666, "ministral3-8b-instruct": 0.892916666666666, "ministral3-8b-reason": 0.8537500000000001, "mirothinker-30b-a3b": 0.8629166666666661, "nemotron-nano-v2": 0.866666666666666, "nemotron-nano-v3": 0.8720833333333331, "olmo-3-32b-think": 0.843333333333333, "olmo-3-7b-instruct": 0.375833333333333, "olmo-3-7b-think": 0.81625, "olmo-3_1-32b-instruct": 0.7766666666666661, "olmo-3_1-32b-think": 0.81625, "phi-4-reasoning": 0.885833333333333, "qwen-235b-a22b": 0.8975000000000001, "qwen-3-14b": 0.8775000000000001, "qwen-3-4b-thinking": 0.8670833333333331, "qwen-3-8b": 0.8791666666666661, "qwen-30b-a3b": 0.8770833333333331, "qwen-30b-a3b-awq-4bit": 0.869583333333333, "qwen-30b-a3b-awq-8bit": 0.875, "qwen-30b-a3b-fp8": 0.882916666666666, "qwen-30b-a3b-instruct": 0.885833333333333, "qwen-30b-a3b-instruct-awq-4bit": 0.8775000000000001, "qwen-30b-a3b-instruct-awq-8bit": 0.8862500000000001, "qwen-30b-a3b-instruct-fp8": 0.885833333333333, "qwen-next-80b-a3b": 0.870833333333333, "qwen-next-80b-a3b-instruct": 0.9033333333333331, "qwen-vl-30b-a3b": 0.8775000000000001, "qwen2_5-32b-instruct": 0.884583333333333, "smollm3-3b": 0.399583333333333, "sonnet-4_5": 0.919166666666666, "trinity-mini": 0.805, "trinity-nano-preview": 0.40750000000000003 }, "n_questions": 800 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.16333333333333303, "ai21-jamba2-mini": 0.186666666666666, "antangelmed": 0.603333333333333, "baichuan-m2": 0.42666666666666603, "baichuan-m3": 0.683333333333333, "dasd-30b-a3b": 0.346666666666666, "dasd-4b-thinking": 0.30000000000000004, "gemini-3-pro-preview": 0.713333333333333, "gemma-3-12b-it": 0.2, "gemma-3-27b-it": 0.243333333333333, "gemma-3-4b-it": 0.11, "glm-4.5-air": 0.406666666666666, "glm-4.7-fp8": 0.583333333333333, "gpt-5_2": 0.6000000000000001, "gpt-oss-120b": 0.346666666666666, "gpt-oss-120b-high": 0.373333333333333, "gpt-oss-120b-low": 0.293333333333333, "gpt-oss-20b": 0.26, "gpt-oss-20b-high": 0.303333333333333, "gpt-oss-20b-low": 0.19, "gpt_5_1": 0.65, "granite-4-0-h-small": 0.21333333333333301, "granite-4-0-h-tiny": 0.156666666666666, "grok-4": 0.8, "hermes-4-14b": 0.336666666666666, "hermes-4-70b": 0.23, "intellect3": 0.5233333333333331, "ling-2-flash": 0.266666666666666, "llama-3-70b-instruct": 0.36, "llama-3-8b-instruct": 0.293333333333333, "magistral-small": 0.20666666666666603, "medgemma-27b-text": 0.39333333333333304, "medgemma-4b-1_5-it": 0.22333333333333302, "medgemma-4b-it": 0.24, "minimax-m2": 0.46333333333333304, "minimax-m2.1": 0.416666666666666, "ministral3-14b-instruct": 0.30666666666666603, "ministral3-14b-reason": 0.23333333333333303, "ministral3-3b-instruct": 0.15333333333333302, "ministral3-3b-reason": 0.143333333333333, "ministral3-8b-instruct": 0.21, "ministral3-8b-reason": 0.25666666666666604, "mirothinker-30b-a3b": 0.313333333333333, "nemotron-nano-v2": 0.23333333333333303, "nemotron-nano-v3": 0.293333333333333, "olmo-3-32b-think": 0.296666666666666, "olmo-3-7b-instruct": 0.25666666666666604, "olmo-3-7b-think": 0.16333333333333303, "olmo-3_1-32b-instruct": 0.293333333333333, "olmo-3_1-32b-think": 0.40333333333333304, "phi-4-reasoning": 0.39, "qwen-235b-a22b": 0.66, "qwen-3-14b": 0.45, "qwen-3-4b-thinking": 0.576666666666666, "qwen-3-8b": 0.266666666666666, "qwen-30b-a3b": 0.6133333333333331, "qwen-30b-a3b-awq-4bit": 0.49, "qwen-30b-a3b-awq-8bit": 0.603333333333333, "qwen-30b-a3b-fp8": 0.6333333333333331, "qwen-30b-a3b-instruct": 0.46333333333333304, "qwen-30b-a3b-instruct-awq-4bit": 0.4, "qwen-30b-a3b-instruct-awq-8bit": 0.42666666666666603, "qwen-30b-a3b-instruct-fp8": 0.42666666666666603, "qwen-next-80b-a3b": 0.75, "qwen-next-80b-a3b-instruct": 0.53, "qwen-vl-30b-a3b": 0.443333333333333, "qwen2_5-32b-instruct": 0.20666666666666603, "smollm3-3b": 0.23, "sonnet-4_5": 0.71, "trinity-mini": 0.21, "trinity-nano-preview": 0.133333333333333 }, "n_questions": 100 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.1226977248104, "ai21-jamba2-mini": 0.17948717948717902, "antangelmed": 0.7822318526543871, "baichuan-m2": 0.8038100397255321, "baichuan-m3": 0.8652943300830621, "dasd-30b-a3b": 0.5772842181292881, "dasd-4b-thinking": 0.27455760202239005, "gemini-3-pro-preview": 0.9455579631635971, "gemma-3-12b-it": 0.205037919826652, "gemma-3-27b-it": 0.178403755868544, "gemma-3-4b-it": 0.087937883712531, "glm-4.5-air": 0.675604911520404, "glm-4.7-fp8": 0.8616829180209461, "gpt-5_2": 0.8997833152762731, "gpt-oss-120b": 0.8795594077284211, "gpt-oss-120b-high": 0.8766702780787281, "gpt-oss-120b-low": 0.867009750812567, "gpt-oss-20b": 0.7574033947273381, "gpt-oss-20b-high": 0.8052546045503791, "gpt-oss-20b-low": 0.579270494763452, "gpt_5_1": 0.9335500180570601, "granite-4-0-h-small": 0.099042975803539, "granite-4-0-h-tiny": 0.129559407728421, "grok-4": 0.934723726977248, "hermes-4-14b": 0.329721921271217, "hermes-4-70b": 0.44808595160707804, "intellect3": 0.55931744312026, "ling-2-flash": 0.6593535572408811, "llama-3-70b-instruct": 0.582340195016251, "llama-3-8b-instruct": 0.2810581437342, "magistral-small": 0.359425785482123, "medgemma-27b-text": 0.48167208378475906, "medgemma-4b-1_5-it": 0.13362224629830202, "medgemma-4b-it": 0.17325749368002802, "minimax-m2": 0.756139400505597, "minimax-m2.1": 0.732665222101841, "ministral3-14b-instruct": 0.087757313109425, "ministral3-14b-reason": 0.34579270494763403, "ministral3-3b-instruct": 0.0019862766341630003, "ministral3-3b-reason": 0.09398699891657601, "ministral3-8b-instruct": 0.038100397255326005, "ministral3-8b-reason": 0.23338750451426502, "mirothinker-30b-a3b": 0.5609425785482121, "nemotron-nano-v2": 0.47056699169375205, "nemotron-nano-v3": 0.22941495124593703, "olmo-3-32b-think": 0.716684723726977, "olmo-3-7b-instruct": 0.24052004333694402, "olmo-3-7b-think": 0.51832791621524, "olmo-3_1-32b-instruct": 0.46144817623690804, "olmo-3_1-32b-think": 0.819068255687974, "phi-4-reasoning": 0.6087035030697, "qwen-235b-a22b": 0.900686168291802, "qwen-3-14b": 0.712531599855543, "qwen-3-4b-thinking": 0.336132177681473, "qwen-3-8b": 0.49440231130371903, "qwen-30b-a3b": 0.78169014084507, "qwen-30b-a3b-awq-4bit": 0.7637233658360421, "qwen-30b-a3b-awq-8bit": 0.7862946912242681, "qwen-30b-a3b-fp8": 0.7889129649693031, "qwen-30b-a3b-instruct": 0.5838750451426501, "qwen-30b-a3b-instruct-awq-4bit": 0.540267244492596, "qwen-30b-a3b-instruct-awq-8bit": 0.5765619357168651, "qwen-30b-a3b-instruct-fp8": 0.58820873961719, "qwen-next-80b-a3b": 0.8686348862405201, "qwen-next-80b-a3b-instruct": 0.698717948717948, "qwen-vl-30b-a3b": 0.724358974358974, "qwen2_5-32b-instruct": 0.705669916937522, "smollm3-3b": 0.129920548934633, "sonnet-4_5": 0.897345612134344, "trinity-mini": 0.300288912964969, "trinity-nano-preview": 0.21524015890213002 }, "n_questions": 11076 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.22255326832791603, "ai21-jamba2-mini": 0.22995666305525403, "antangelmed": 0.703773925604911, "baichuan-m2": 0.661339833875045, "baichuan-m3": 0.6662152401589021, "dasd-30b-a3b": 0.410436980859516, "dasd-4b-thinking": 0.44618996027446706, "gemini-3-pro-preview": 0.7439508847959551, "gemma-3-12b-it": 0.20196821957385303, "gemma-3-27b-it": 0.18923799205489303, "gemma-3-4b-it": 0.128114842903575, "glm-4.5-air": 0.585951607078367, "glm-4.7-fp8": 0.689960274467316, "gpt-5_2": 0.69754423979776, "gpt-oss-120b": 0.605633802816901, "gpt-oss-120b-high": 0.589653304442036, "gpt-oss-120b-low": 0.5887504514265071, "gpt-oss-20b": 0.497923438064283, "gpt-oss-20b-high": 0.49855543517515305, "gpt-oss-20b-low": 0.49422174070061303, "gpt_5_1": 0.6985373781148431, "granite-4-0-h-small": 0.379920548934633, "granite-4-0-h-tiny": 0.184904297580353, "grok-4": 0.785391838208739, "hermes-4-14b": 0.541711809317443, "hermes-4-70b": 0.38217768147345604, "intellect3": 0.589653304442036, "ling-2-flash": 0.6151137594799561, "llama-3-70b-instruct": 0.35509209100758404, "llama-3-8b-instruct": 0.25343084145901, "magistral-small": 0.32159624413145504, "medgemma-27b-text": 0.356085229324665, "medgemma-4b-1_5-it": 0.375135427952329, "medgemma-4b-it": 0.1692849404117, "minimax-m2": 0.5985915492957741, "minimax-m2.1": 0.610780065005417, "ministral3-14b-instruct": 0.09335500180570601, "ministral3-14b-reason": 0.43400144456482403, "ministral3-3b-instruct": 0.002437703141928, "ministral3-3b-reason": 0.266973636691946, "ministral3-8b-instruct": 0.030065005417118002, "ministral3-8b-reason": 0.45250993138317, "mirothinker-30b-a3b": 0.600487540628385, "nemotron-nano-v2": 0.6022932466594431, "nemotron-nano-v3": 0.5147165041531231, "olmo-3-32b-think": 0.635337667027807, "olmo-3-7b-instruct": 0.44754423979776004, "olmo-3-7b-think": 0.5619357168652941, "olmo-3_1-32b-instruct": 0.41215240158902106, "olmo-3_1-32b-think": 0.7207475622968581, "phi-4-reasoning": 0.5831527627302271, "qwen-235b-a22b": 0.682918020946189, "qwen-3-14b": 0.737811484290357, "qwen-3-4b-thinking": 0.5938064283134701, "qwen-3-8b": 0.6779523293607801, "qwen-30b-a3b": 0.671903214156735, "qwen-30b-a3b-awq-4bit": 0.6845431563741421, "qwen-30b-a3b-awq-8bit": 0.6724449259660521, "qwen-30b-a3b-fp8": 0.667118093174431, "qwen-30b-a3b-instruct": 0.516070783676417, "qwen-30b-a3b-instruct-awq-4bit": 0.543156374142289, "qwen-30b-a3b-instruct-awq-8bit": 0.5144456482484651, "qwen-30b-a3b-instruct-fp8": 0.510834236186348, "qwen-next-80b-a3b": 0.788642109064644, "qwen-next-80b-a3b-instruct": 0.55155290718671, "qwen-vl-30b-a3b": 0.669736366919465, "qwen2_5-32b-instruct": 0.6877934272300471, "smollm3-3b": 0.48158179848320604, "sonnet-4_5": 0.560220296135789, "trinity-mini": 0.49133261105092, "trinity-nano-preview": 0.184904297580353 }, "n_questions": 11076 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.44481632002550003, "ai21-jamba2-mini": 0.598135309586421, "antangelmed": 0.016176587775918003, "baichuan-m2": 0.716551119611124, "baichuan-m3": 0.779424655351024, "dasd-30b-a3b": 0.426727229261295, "dasd-4b-thinking": 0.14933460833532503, "gemini-3-pro-preview": 0.8687544824288781, "gemma-3-12b-it": 0.5859431030360981, "gemma-3-27b-it": 0.63519005498446, "gemma-3-4b-it": 0.46362259941031103, "glm-4.5-air": 0.6558291497330461, "glm-4.7-fp8": 0.760777751215236, "gpt-5_2": 0.8366403697505771, "gpt-oss-120b": 0.743087098573591, "gpt-oss-120b-high": 0.758387122479878, "gpt-oss-120b-low": 0.719101123595505, "gpt-oss-20b": 0.6857916965495251, "gpt-oss-20b-high": 0.6994979679655751, "gpt-oss-20b-low": 0.6444338194278421, "gpt_5_1": 0.8469200733126141, "granite-4-0-h-small": 0.575344648976014, "granite-4-0-h-tiny": 0.48418200653438503, "grok-4": 0.838154434616304, "hermes-4-14b": 0.6079368874013861, "hermes-4-70b": 0.595027492230456, "intellect3": 0.7308948920232681, "ling-2-flash": 0.35986931229580005, "llama-3-70b-instruct": 0.741493346083353, "llama-3-8b-instruct": 0.5731133954896801, "magistral-small": 0.669296358275559, "medgemma-27b-text": 0.7300183281536371, "medgemma-4b-1_5-it": 0.44091162642441606, "medgemma-4b-it": 0.552075862618535, "minimax-m2": 0.65056976651526, "minimax-m2.1": 0.7077854809148141, "ministral3-14b-instruct": 0.6859510717985491, "ministral3-14b-reason": 0.657821340345844, "ministral3-3b-instruct": 0.575583711849549, "ministral3-3b-reason": 0.46242728504263203, "ministral3-8b-instruct": 0.664594788429357, "ministral3-8b-reason": 0.599808749701171, "mirothinker-30b-a3b": 0.6565463383536531, "nemotron-nano-v2": 0.62889473264802, "nemotron-nano-v3": 0.377799027810981, "olmo-3-32b-think": 0.6332775519961751, "olmo-3-7b-instruct": 0.428560044625069, "olmo-3-7b-think": 0.515897681090126, "olmo-3_1-32b-instruct": 0.35994899992031204, "olmo-3_1-32b-think": 0.6371025579727461, "phi-4-reasoning": 0.6224400350625541, "qwen-235b-a22b": 0.7824527850824761, "qwen-3-14b": 0.6971870268547291, "qwen-3-4b-thinking": 0.629850984142162, "qwen-3-8b": 0.658140090843891, "qwen-30b-a3b": 0.728424575663399, "qwen-30b-a3b-awq-4bit": 0.7149573671208861, "qwen-30b-a3b-awq-8bit": 0.7234042553191481, "qwen-30b-a3b-fp8": 0.727149573671208, "qwen-30b-a3b-instruct": 0.7162323691130761, "qwen-30b-a3b-instruct-awq-4bit": 0.704358913060801, "qwen-30b-a3b-instruct-awq-8bit": 0.714877679496374, "qwen-30b-a3b-instruct-fp8": 0.715435492867957, "qwen-next-80b-a3b": 0.762929317077057, "qwen-next-80b-a3b-instruct": 0.76093712646426, "qwen-vl-30b-a3b": 0.60474938242091, "qwen2_5-32b-instruct": 0.643636943182723, "smollm3-3b": 0.47191011235955005, "sonnet-4_5": 0.8024543788349671, "trinity-mini": 0.625707227667543, "trinity-nano-preview": 0.417164714319866 }, "n_questions": 4183 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.369047619047619, "ai21-jamba2-mini": 0.615800865800865, "antangelmed": 0.793290043290043, "baichuan-m2": 0.765151515151515, "baichuan-m3": 0.8549783549783551, "dasd-30b-a3b": 0.758658008658008, "dasd-4b-thinking": 0.6049783549783551, "gemini-3-pro-preview": 0.9090909090909091, "gemma-3-12b-it": 0.5714285714285711, "gemma-3-27b-it": 0.624458874458874, "gemma-3-4b-it": 0.432900432900432, "glm-4.5-air": 0.792207792207792, "glm-4.7-fp8": 0.879870129870129, "gpt-5_2": 0.901515151515151, "gpt-oss-120b": 0.8430735930735931, "gpt-oss-120b-high": 0.8484848484848481, "gpt-oss-120b-low": 0.818181818181818, "gpt-oss-20b": 0.7196969696969691, "gpt-oss-20b-high": 0.764069264069264, "gpt-oss-20b-low": 0.655844155844155, "gpt_5_1": 0.8961038961038961, "granite-4-0-h-small": 0.574675324675324, "granite-4-0-h-tiny": 0.36688311688311603, "grok-4": 0.8777056277056271, "hermes-4-14b": 0.584415584415584, "hermes-4-70b": 0.546536796536796, "intellect3": 0.806277056277056, "ling-2-flash": 0.731601731601731, "llama-3-70b-instruct": 0.7153679653679651, "llama-3-8b-instruct": 0.5714285714285711, "magistral-small": 0.695887445887445, "medgemma-27b-text": 0.7943722943722941, "medgemma-4b-1_5-it": 0.6049783549783551, "medgemma-4b-it": 0.528138528138528, "minimax-m2": 0.813852813852813, "minimax-m2.1": 0.838744588744588, "ministral3-14b-instruct": 0.685064935064935, "ministral3-14b-reason": 0.6525974025974021, "ministral3-3b-instruct": 0.527056277056277, "ministral3-3b-reason": 0.43506493506493504, "ministral3-8b-instruct": 0.63095238095238, "ministral3-8b-reason": 0.5865800865800861, "mirothinker-30b-a3b": 0.7402597402597401, "nemotron-nano-v2": 0.705627705627705, "nemotron-nano-v3": 0.78030303030303, "olmo-3-32b-think": 0.649350649350649, "olmo-3-7b-instruct": 0.43181818181818105, "olmo-3-7b-think": 0.5, "olmo-3_1-32b-instruct": 0.597402597402597, "olmo-3_1-32b-think": 0.6796536796536791, "phi-4-reasoning": 0.48268398268398205, "qwen-235b-a22b": 0.8571428571428571, "qwen-3-14b": 0.737012987012987, "qwen-3-4b-thinking": 0.636363636363636, "qwen-3-8b": 0.6655844155844151, "qwen-30b-a3b": 0.77056277056277, "qwen-30b-a3b-awq-4bit": 0.7608225108225101, "qwen-30b-a3b-awq-8bit": 0.785714285714285, "qwen-30b-a3b-fp8": 0.7824675324675321, "qwen-30b-a3b-instruct": 0.771645021645021, "qwen-30b-a3b-instruct-awq-4bit": 0.7489177489177481, "qwen-30b-a3b-instruct-awq-8bit": 0.757575757575757, "qwen-30b-a3b-instruct-fp8": 0.7413419913419911, "qwen-next-80b-a3b": 0.8235930735930731, "qwen-next-80b-a3b-instruct": 0.8019480519480521, "qwen-vl-30b-a3b": 0.7835497835497831, "qwen2_5-32b-instruct": 0.6201298701298701, "smollm3-3b": 0.37445887445887405, "sonnet-4_5": 0.8961038961038961, "trinity-mini": 0.6612554112554111, "trinity-nano-preview": 0.41450216450216404 }, "n_questions": 308 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.33333333333333304, "ai21-jamba2-mini": 0.529220779220779, "antangelmed": 0.73051948051948, "baichuan-m2": 0.7272727272727271, "baichuan-m3": 0.8290043290043291, "dasd-30b-a3b": 0.691558441558441, "dasd-4b-thinking": 0.561688311688311, "gemini-3-pro-preview": 0.8766233766233761, "gemma-3-12b-it": 0.5054112554112551, "gemma-3-27b-it": 0.5595238095238091, "gemma-3-4b-it": 0.37337662337662303, "glm-4.5-air": 0.7564935064935061, "glm-4.7-fp8": 0.845238095238095, "gpt-5_2": 0.8712121212121211, "gpt-oss-120b": 0.8106060606060601, "gpt-oss-120b-high": 0.826839826839826, "gpt-oss-120b-low": 0.7629870129870131, "gpt-oss-20b": 0.705627705627705, "gpt-oss-20b-high": 0.744588744588744, "gpt-oss-20b-low": 0.583333333333333, "gpt_5_1": 0.873376623376623, "granite-4-0-h-small": 0.52056277056277, "granite-4-0-h-tiny": 0.307359307359307, "grok-4": 0.839826839826839, "hermes-4-14b": 0.5, "hermes-4-70b": 0.5248917748917741, "intellect3": 0.7683982683982681, "ling-2-flash": 0.6731601731601731, "llama-3-70b-instruct": 0.6861471861471861, "llama-3-8b-instruct": 0.516233766233766, "magistral-small": 0.651515151515151, "medgemma-27b-text": 0.7543290043290041, "medgemma-4b-1_5-it": 0.536796536796536, "medgemma-4b-it": 0.46536796536796504, "minimax-m2": 0.764069264069264, "minimax-m2.1": 0.772727272727272, "ministral3-14b-instruct": 0.629870129870129, "ministral3-14b-reason": 0.6049783549783551, "ministral3-3b-instruct": 0.46212121212121204, "ministral3-3b-reason": 0.37445887445887405, "ministral3-8b-instruct": 0.588744588744588, "ministral3-8b-reason": 0.528138528138528, "mirothinker-30b-a3b": 0.69047619047619, "nemotron-nano-v2": 0.6255411255411251, "nemotron-nano-v3": 0.75, "olmo-3-32b-think": 0.623376623376623, "olmo-3-7b-instruct": 0.375541125541125, "olmo-3-7b-think": 0.416666666666666, "olmo-3_1-32b-instruct": 0.563852813852813, "olmo-3_1-32b-think": 0.628787878787878, "phi-4-reasoning": 0.45021645021645, "qwen-235b-a22b": 0.818181818181818, "qwen-3-14b": 0.6796536796536791, "qwen-3-4b-thinking": 0.5735930735930731, "qwen-3-8b": 0.622294372294372, "qwen-30b-a3b": 0.738095238095238, "qwen-30b-a3b-awq-4bit": 0.716450216450216, "qwen-30b-a3b-awq-8bit": 0.739177489177489, "qwen-30b-a3b-fp8": 0.739177489177489, "qwen-30b-a3b-instruct": 0.711038961038961, "qwen-30b-a3b-instruct-awq-4bit": 0.7002164502164501, "qwen-30b-a3b-instruct-awq-8bit": 0.7088744588744581, "qwen-30b-a3b-instruct-fp8": 0.7142857142857141, "qwen-next-80b-a3b": 0.7878787878787871, "qwen-next-80b-a3b-instruct": 0.7694805194805191, "qwen-vl-30b-a3b": 0.732683982683982, "qwen2_5-32b-instruct": 0.541125541125541, "smollm3-3b": 0.31277056277056203, "sonnet-4_5": 0.8701298701298701, "trinity-mini": 0.5995670995670991, "trinity-nano-preview": 0.38419913419913404 }, "n_questions": 308 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.071818181818181, "ai21-jamba2-mini": 0.324545454545454, "antangelmed": 0.5009090909090901, "baichuan-m2": 0.674545454545454, "baichuan-m3": 0.67090909090909, "dasd-30b-a3b": 0.47000000000000003, "dasd-4b-thinking": 0.29363636363636303, "gemini-3-pro-preview": 0.84090909090909, "gemma-3-12b-it": 0.26909090909090905, "gemma-3-27b-it": 0.43545454545454504, "gemma-3-4b-it": 0.128181818181818, "glm-4.5-air": 0.59090909090909, "glm-4.7-fp8": 0.7445454545454541, "gpt-5_2": 0.813636363636363, "gpt-oss-120b": 0.6890909090909091, "gpt-oss-120b-high": 0.7172727272727271, "gpt-oss-120b-low": 0.66090909090909, "gpt-oss-20b": 0.5590909090909091, "gpt-oss-20b-high": 0.606363636363636, "gpt-oss-20b-low": 0.479090909090909, "gpt_5_1": 0.7981818181818181, "granite-4-0-h-small": 0.268181818181818, "granite-4-0-h-tiny": 0.009090909090909, "grok-4": 0.78, "hermes-4-14b": 0.42, "hermes-4-70b": 0.353636363636363, "intellect3": 0.636363636363636, "ling-2-flash": 0.461818181818181, "llama-3-70b-instruct": 0.492727272727272, "llama-3-8b-instruct": 0.21, "magistral-small": 0.48, "medgemma-27b-text": 0.48636363636363605, "medgemma-4b-1_5-it": 0.247272727272727, "medgemma-4b-it": 0.06, "minimax-m2": 0.251818181818181, "minimax-m2.1": 0.6645454545454541, "ministral3-14b-instruct": 0.494545454545454, "ministral3-14b-reason": 0.47000000000000003, "ministral3-3b-instruct": 0.296363636363636, "ministral3-3b-reason": 0.174545454545454, "ministral3-8b-instruct": 0.47272727272727205, "ministral3-8b-reason": 0.36181818181818104, "mirothinker-30b-a3b": 0.158181818181818, "nemotron-nano-v2": 0.471818181818181, "nemotron-nano-v3": 0.355454545454545, "olmo-3-32b-think": 0.078181818181818, "olmo-3-7b-instruct": 0.0009090909090900001, "olmo-3-7b-think": 0.007272727272727, "olmo-3_1-32b-instruct": 0.38, "olmo-3_1-32b-think": 0.16363636363636302, "phi-4-reasoning": 0.53, "qwen-235b-a22b": 0.698181818181818, "qwen-3-14b": 0.47454545454545405, "qwen-3-4b-thinking": 0.369090909090909, "qwen-3-8b": 0.451818181818181, "qwen-30b-a3b": 0.618181818181818, "qwen-30b-a3b-awq-4bit": 0.5972727272727271, "qwen-30b-a3b-awq-8bit": 0.621818181818181, "qwen-30b-a3b-fp8": 0.6209090909090901, "qwen-30b-a3b-instruct": 0.574545454545454, "qwen-30b-a3b-instruct-awq-4bit": 0.532727272727272, "qwen-30b-a3b-instruct-awq-8bit": 0.568181818181818, "qwen-30b-a3b-instruct-fp8": 0.557272727272727, "qwen-next-80b-a3b": 0.6827272727272721, "qwen-next-80b-a3b-instruct": 0.64, "qwen-vl-30b-a3b": 0.24909090909090903, "qwen2_5-32b-instruct": 0.45363636363636306, "smollm3-3b": 0.016363636363636, "sonnet-4_5": 0.759090909090909, "trinity-mini": 0, "trinity-nano-preview": 0.109090909090909 }, "n_questions": 1100 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.25, "ai21-jamba2-mini": 0.7623333333333331, "antangelmed": 0.9496666666666661, "baichuan-m2": 0.9334999999999991, "baichuan-m3": 0.988, "dasd-30b-a3b": 0.530333333333333, "dasd-4b-thinking": 0.221666666666666, "gemini-3-pro-preview": 1, "gemma-3-12b-it": 0.849, "gemma-3-27b-it": 0.8543333333333331, "gemma-3-4b-it": 0.31516666666666604, "glm-4.5-air": 0.9606666666666661, "glm-4.7-fp8": 0.9971666666666661, "gpt-5_2": 0.9995, "gpt-oss-120b": 0.9606666666666661, "gpt-oss-120b-high": 0.9756666666666661, "gpt-oss-120b-low": 0.9031666666666661, "gpt-oss-20b": 0.810333333333333, "gpt-oss-20b-high": 0.844333333333333, "gpt-oss-20b-low": 0.7006666666666661, "gpt_5_1": 0.999666666666666, "granite-4-0-h-small": 0.8935000000000001, "granite-4-0-h-tiny": 0.43400000000000005, "grok-4": 0.9993333333333331, "hermes-4-14b": 0.909833333333333, "hermes-4-70b": 0.949166666666666, "intellect3": 0.9766666666666661, "ling-2-flash": 0.9278333333333331, "llama-3-70b-instruct": 0.984666666666666, "llama-3-8b-instruct": 0.619833333333333, "magistral-small": 0.8935000000000001, "medgemma-27b-text": 0.856666666666666, "medgemma-4b-1_5-it": 0.36999999999999905, "medgemma-4b-it": 0.32583333333333303, "minimax-m2": 0.849666666666666, "minimax-m2.1": 0.959333333333333, "ministral3-14b-instruct": 0.909833333333333, "ministral3-14b-reason": 0.902, "ministral3-3b-instruct": 0.827166666666666, "ministral3-3b-reason": 0.505999999999999, "ministral3-8b-instruct": 0.9295000000000001, "ministral3-8b-reason": 0.821333333333333, "mirothinker-30b-a3b": 0.7016666666666661, "nemotron-nano-v2": 0.8821666666666661, "nemotron-nano-v3": 0.8425, "olmo-3-32b-think": 0.8238333333333331, "olmo-3-7b-instruct": 0.37766666666666604, "olmo-3-7b-think": 0.327499999999999, "olmo-3_1-32b-instruct": 0.7756666666666661, "olmo-3_1-32b-think": 0.835333333333333, "phi-4-reasoning": 0.6968333333333331, "qwen-235b-a22b": 0.994666666666666, "qwen-3-14b": 0.932166666666666, "qwen-3-4b-thinking": 0.7563333333333331, "qwen-3-8b": 0.867833333333333, "qwen-30b-a3b": 0.9500000000000001, "qwen-30b-a3b-awq-4bit": 0.9410000000000001, "qwen-30b-a3b-awq-8bit": 0.9465, "qwen-30b-a3b-fp8": 0.9485000000000001, "qwen-30b-a3b-instruct": 0.9444999999999991, "qwen-30b-a3b-instruct-awq-4bit": 0.935, "qwen-30b-a3b-instruct-awq-8bit": 0.9424999999999991, "qwen-30b-a3b-instruct-fp8": 0.9430000000000001, "qwen-next-80b-a3b": 0.9888333333333331, "qwen-next-80b-a3b-instruct": 0.9853333333333331, "qwen-vl-30b-a3b": 0.9435, "qwen2_5-32b-instruct": 0.932166666666666, "smollm3-3b": 0.355666666666666, "sonnet-4_5": 0.999, "trinity-mini": 0.9544999999999991, "trinity-nano-preview": 0.42816666666666603 }, "n_questions": 2000 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.272166666666666, "ai21-jamba2-mini": 0.48300000000000004, "antangelmed": 0.626999999999999, "baichuan-m2": 0.553, "baichuan-m3": 0.738833333333333, "dasd-30b-a3b": 0.3385, "dasd-4b-thinking": 0.19616666666666602, "gemini-3-pro-preview": 0.9925, "gemma-3-12b-it": 0.47450000000000003, "gemma-3-27b-it": 0.5013333333333331, "gemma-3-4b-it": 0.33983333333333304, "glm-4.5-air": 0.6788333333333331, "glm-4.7-fp8": 0.8635, "gpt-5_2": 0.9324999999999991, "gpt-oss-120b": 0.6525000000000001, "gpt-oss-120b-high": 0.691166666666666, "gpt-oss-120b-low": 0.54, "gpt-oss-20b": 0.460499999999999, "gpt-oss-20b-high": 0.504666666666666, "gpt-oss-20b-low": 0.41333333333333305, "gpt_5_1": 0.9436666666666661, "granite-4-0-h-small": 0.505666666666666, "granite-4-0-h-tiny": 0.292333333333333, "grok-4": 0.9953333333333331, "hermes-4-14b": 0.482, "hermes-4-70b": 0.49666666666666603, "intellect3": 0.6704999999999991, "ling-2-flash": 0.6073333333333331, "llama-3-70b-instruct": 0.6798333333333331, "llama-3-8b-instruct": 0.34949999999999903, "magistral-small": 0.541166666666666, "medgemma-27b-text": 0.500833333333333, "medgemma-4b-1_5-it": 0.309333333333333, "medgemma-4b-it": 0.317333333333333, "minimax-m2": 0.6788333333333331, "minimax-m2.1": 0.748666666666666, "ministral3-14b-instruct": 0.5485, "ministral3-14b-reason": 0.473166666666666, "ministral3-3b-instruct": 0.479666666666666, "ministral3-3b-reason": 0.335, "ministral3-8b-instruct": 0.518666666666666, "ministral3-8b-reason": 0.452, "mirothinker-30b-a3b": 0.372333333333333, "nemotron-nano-v2": 0.5133333333333331, "nemotron-nano-v3": 0.5195000000000001, "olmo-3-32b-think": 0.5011666666666661, "olmo-3-7b-instruct": 0.305, "olmo-3-7b-think": 0.361333333333333, "olmo-3_1-32b-instruct": 0.408666666666666, "olmo-3_1-32b-think": 0.48699999999999904, "phi-4-reasoning": 0.49399999999999905, "qwen-235b-a22b": 0.7906666666666661, "qwen-3-14b": 0.551999999999999, "qwen-3-4b-thinking": 0.508, "qwen-3-8b": 0.47983333333333306, "qwen-30b-a3b": 0.5959999999999991, "qwen-30b-a3b-awq-4bit": 0.5538333333333331, "qwen-30b-a3b-awq-8bit": 0.593666666666666, "qwen-30b-a3b-fp8": 0.594499999999999, "qwen-30b-a3b-instruct": 0.5214999999999991, "qwen-30b-a3b-instruct-awq-4bit": 0.46433333333333304, "qwen-30b-a3b-instruct-awq-8bit": 0.528, "qwen-30b-a3b-instruct-fp8": 0.5243333333333331, "qwen-next-80b-a3b": 0.712, "qwen-next-80b-a3b-instruct": 0.7118333333333331, "qwen-vl-30b-a3b": 0.5898333333333331, "qwen2_5-32b-instruct": 0.486166666666666, "smollm3-3b": 0.36799999999999905, "sonnet-4_5": 0.9585000000000001, "trinity-mini": 0.5446666666666661, "trinity-nano-preview": 0.355833333333333 }, "n_questions": 2000 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.28949999999999904, "ai21-jamba2-mini": 0.49116666666666603, "antangelmed": 0.664166666666666, "baichuan-m2": 0.5265000000000001, "baichuan-m3": 0.8088333333333331, "dasd-30b-a3b": 0.299166666666666, "dasd-4b-thinking": 0.14250000000000002, "gemini-3-pro-preview": 0.9901666666666661, "gemma-3-12b-it": 0.42049999999999904, "gemma-3-27b-it": 0.45816666666666606, "gemma-3-4b-it": 0.30366666666666603, "glm-4.5-air": 0.7534999999999991, "glm-4.7-fp8": 0.928166666666666, "gpt-5_2": 0.9606666666666661, "gpt-oss-120b": 0.678, "gpt-oss-120b-high": 0.737833333333333, "gpt-oss-120b-low": 0.607, "gpt-oss-20b": 0.47133333333333305, "gpt-oss-20b-high": 0.522166666666666, "gpt-oss-20b-low": 0.40583333333333305, "gpt_5_1": 0.9706666666666661, "granite-4-0-h-small": 0.6053333333333331, "granite-4-0-h-tiny": 0.301333333333333, "grok-4": 0.9980000000000001, "hermes-4-14b": 0.5223333333333331, "hermes-4-70b": 0.659166666666666, "intellect3": 0.7393333333333331, "ling-2-flash": 0.614666666666666, "llama-3-70b-instruct": 0.761666666666666, "llama-3-8b-instruct": 0.354833333333333, "magistral-small": 0.603833333333333, "medgemma-27b-text": 0.45866666666666606, "medgemma-4b-1_5-it": 0.295166666666666, "medgemma-4b-it": 0.30166666666666603, "minimax-m2": 0.7353333333333331, "minimax-m2.1": 0.8136666666666661, "ministral3-14b-instruct": 0.5556666666666661, "ministral3-14b-reason": 0.5074999999999991, "ministral3-3b-instruct": 0.486166666666666, "ministral3-3b-reason": 0.34083333333333304, "ministral3-8b-instruct": 0.586333333333333, "ministral3-8b-reason": 0.427833333333333, "mirothinker-30b-a3b": 0.36766666666666603, "nemotron-nano-v2": 0.402999999999999, "nemotron-nano-v3": 0.46366666666666606, "olmo-3-32b-think": 0.47233333333333305, "olmo-3-7b-instruct": 0.303333333333333, "olmo-3-7b-think": 0.310999999999999, "olmo-3_1-32b-instruct": 0.42816666666666603, "olmo-3_1-32b-think": 0.47633333333333305, "phi-4-reasoning": 0.48833333333333306, "qwen-235b-a22b": 0.859499999999999, "qwen-3-14b": 0.5305, "qwen-3-4b-thinking": 0.383833333333333, "qwen-3-8b": 0.38816666666666605, "qwen-30b-a3b": 0.5765, "qwen-30b-a3b-awq-4bit": 0.5468333333333331, "qwen-30b-a3b-awq-8bit": 0.577333333333333, "qwen-30b-a3b-fp8": 0.5738333333333331, "qwen-30b-a3b-instruct": 0.5426666666666661, "qwen-30b-a3b-instruct-awq-4bit": 0.5315, "qwen-30b-a3b-instruct-awq-8bit": 0.541333333333333, "qwen-30b-a3b-instruct-fp8": 0.547, "qwen-next-80b-a3b": 0.755999999999999, "qwen-next-80b-a3b-instruct": 0.7339999999999991, "qwen-vl-30b-a3b": 0.5588333333333331, "qwen2_5-32b-instruct": 0.5225000000000001, "smollm3-3b": 0.29549999999999904, "sonnet-4_5": 0.9736666666666661, "trinity-mini": 0.6586666666666661, "trinity-nano-preview": 0.38366666666666605 }, "n_questions": 2000 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.33941605839416, "ai21-jamba2-mini": 0.6898905109489051, "antangelmed": 0.676058394160584, "baichuan-m2": 0.606332116788321, "baichuan-m3": 0.711733576642335, "dasd-30b-a3b": 0.6742700729927, "dasd-4b-thinking": 0.628521897810218, "gemini-3-pro-preview": 0.864963503649635, "gemma-3-12b-it": 0.521496350364963, "gemma-3-27b-it": 0.5321350364963501, "gemma-3-4b-it": 0.136861313868613, "glm-4.5-air": 0.652956204379562, "glm-4.7-fp8": 0.7222810218978101, "gpt-5_2": 0.57655109489051, "gpt-oss-120b": 0.678594890510948, "gpt-oss-120b-high": 0.734543795620437, "gpt-oss-120b-low": 0.6149817518248171, "gpt-oss-20b": 0.692572992700729, "gpt-oss-20b-high": 0.679580291970802, "gpt-oss-20b-low": 0.6544160583941601, "gpt_5_1": 0.8006934306569341, "granite-4-0-h-small": 0.662518248175182, "granite-4-0-h-tiny": 0.5216605839416051, "grok-4": 0.704087591240875, "hermes-4-14b": 0.6771167883211671, "hermes-4-70b": 0.691897810218978, "intellect3": 0.706733576642335, "ling-2-flash": 0.764653284671532, "llama-3-70b-instruct": 0.743102189781021, "llama-3-8b-instruct": 0.671751824817518, "magistral-small": 0.5152189781021891, "medgemma-27b-text": 0.7466788321167881, "medgemma-4b-1_5-it": 0.5675364963503651, "medgemma-4b-it": 0.560218978102189, "minimax-m2": 0.6151642335766421, "minimax-m2.1": 0.576240875912408, "ministral3-14b-instruct": 0.608266423357664, "ministral3-14b-reason": 0.5987226277372261, "ministral3-3b-instruct": 0.6443795620437951, "ministral3-3b-reason": 0.527335766423357, "ministral3-8b-instruct": 0.500310218978102, "ministral3-8b-reason": 0.5754197080291971, "mirothinker-30b-a3b": 0.623321167883211, "nemotron-nano-v2": 0.6004744525547441, "nemotron-nano-v3": 0.6160218978102191, "olmo-3-32b-think": 0.595401459854014, "olmo-3-7b-instruct": 0.579142335766423, "olmo-3-7b-think": 0.594251824817518, "olmo-3_1-32b-instruct": 0.42649635036496303, "olmo-3_1-32b-think": 0.503667883211678, "phi-4-reasoning": 0.6476277372262771, "qwen-235b-a22b": 0.6989233576642331, "qwen-3-14b": 0.5374817518248171, "qwen-3-4b-thinking": 0.6788686131386861, "qwen-3-8b": 0.558850364963503, "qwen-30b-a3b": 0.6752007299270071, "qwen-30b-a3b-awq-4bit": 0.6679014598540141, "qwen-30b-a3b-awq-8bit": 0.6715328467153281, "qwen-30b-a3b-fp8": 0.7007299270072991, "qwen-30b-a3b-instruct": 0.5884854014598541, "qwen-30b-a3b-instruct-awq-4bit": 0.635419708029197, "qwen-30b-a3b-instruct-awq-8bit": 0.592080291970802, "qwen-30b-a3b-instruct-fp8": 0.581186131386861, "qwen-next-80b-a3b": 0.6247992700729921, "qwen-next-80b-a3b-instruct": 0.50235401459854, "qwen-vl-30b-a3b": 0.6648540145985401, "qwen2_5-32b-instruct": 0.46262773722627704, "smollm3-3b": 0.51735401459854, "sonnet-4_5": 0.8382664233576641, "trinity-mini": 0.6451459854014591, "trinity-nano-preview": 0.577098540145985 }, "n_questions": 548 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.275772058823529, "ai21-jamba2-mini": 0.534424019607843, "antangelmed": 0.48381127450980305, "baichuan-m2": 0.367769607843137, "baichuan-m3": 0.534411764705882, "dasd-30b-a3b": 0.46063725490196006, "dasd-4b-thinking": 0.47762254901960705, "gemini-3-pro-preview": 0.7450980392156861, "gemma-3-12b-it": 0.37463235294117603, "gemma-3-27b-it": 0.37295343137254905, "gemma-3-4b-it": 0.09438725490196001, "glm-4.5-air": 0.39165441176470506, "glm-4.7-fp8": 0.519926470588235, "gpt-5_2": 0.37665441176470504, "gpt-oss-120b": 0.44546568627450905, "gpt-oss-120b-high": 0.48884803921568604, "gpt-oss-120b-low": 0.404007352941176, "gpt-oss-20b": 0.468259803921568, "gpt-oss-20b-high": 0.46313725490196006, "gpt-oss-20b-low": 0.47281862745098, "gpt_5_1": 0.608492647058823, "granite-4-0-h-small": 0.5086274509803921, "granite-4-0-h-tiny": 0.44947303921568604, "grok-4": 0.465183823529411, "hermes-4-14b": 0.507622549019607, "hermes-4-70b": 0.520049019607843, "intellect3": 0.427279411764705, "ling-2-flash": 0.544411764705882, "llama-3-70b-instruct": 0.47123774509803906, "llama-3-8b-instruct": 0.494215686274509, "magistral-small": 0.35678921568627403, "medgemma-27b-text": 0.5065686274509801, "medgemma-4b-1_5-it": 0.361519607843137, "medgemma-4b-it": 0.503688725490196, "minimax-m2": 0.40906862745098005, "minimax-m2.1": 0.38329656862745104, "ministral3-14b-instruct": 0.37280637254901905, "ministral3-14b-reason": 0.39800245098039205, "ministral3-3b-instruct": 0.431850490196078, "ministral3-3b-reason": 0.40598039215686205, "ministral3-8b-instruct": 0.31536764705882303, "ministral3-8b-reason": 0.34563725490196, "mirothinker-30b-a3b": 0.43148284313725405, "nemotron-nano-v2": 0.428615196078431, "nemotron-nano-v3": 0.42394607843137205, "olmo-3-32b-think": 0.40348039215686204, "olmo-3-7b-instruct": 0.459411764705882, "olmo-3-7b-think": 0.448345588235294, "olmo-3_1-32b-instruct": 0.328553921568627, "olmo-3_1-32b-think": 0.346924019607843, "phi-4-reasoning": 0.48360294117647, "qwen-235b-a22b": 0.5171936274509801, "qwen-3-14b": 0.35875, "qwen-3-4b-thinking": 0.47926470588235204, "qwen-3-8b": 0.376151960784313, "qwen-30b-a3b": 0.47058823529411703, "qwen-30b-a3b-awq-4bit": 0.455882352941176, "qwen-30b-a3b-awq-8bit": 0.46204656862745, "qwen-30b-a3b-fp8": 0.475490196078431, "qwen-30b-a3b-instruct": 0.290490196078431, "qwen-30b-a3b-instruct-awq-4bit": 0.358149509803921, "qwen-30b-a3b-instruct-awq-8bit": 0.31343137254901904, "qwen-30b-a3b-instruct-fp8": 0.30868872549019605, "qwen-next-80b-a3b": 0.45404411764705804, "qwen-next-80b-a3b-instruct": 0.26464460784313704, "qwen-vl-30b-a3b": 0.468860294117647, "qwen2_5-32b-instruct": 0.22245098039215602, "smollm3-3b": 0.439669117647058, "sonnet-4_5": 0.599583333333333, "trinity-mini": 0.42002450980392103, "trinity-nano-preview": 0.444252450980392 }, "n_questions": 816 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.290880503144654, "ai21-jamba2-mini": 0.611776729559748, "antangelmed": 0.636084905660377, "baichuan-m2": 0.526147798742138, "baichuan-m3": 0.6871540880503141, "dasd-30b-a3b": 0.6331446540880501, "dasd-4b-thinking": 0.599968553459119, "gemini-3-pro-preview": 0.855345911949685, "gemma-3-12b-it": 0.45452830188679205, "gemma-3-27b-it": 0.512106918238993, "gemma-3-4b-it": 0.127389937106918, "glm-4.5-air": 0.550849056603773, "glm-4.7-fp8": 0.6649213836477981, "gpt-5_2": 0.49492138364779803, "gpt-oss-120b": 0.5961477987421381, "gpt-oss-120b-high": 0.6645440251572321, "gpt-oss-120b-low": 0.589905660377358, "gpt-oss-20b": 0.631556603773584, "gpt-oss-20b-high": 0.658254716981132, "gpt-oss-20b-low": 0.6113836477987421, "gpt_5_1": 0.740581761006289, "granite-4-0-h-small": 0.5897012578616351, "granite-4-0-h-tiny": 0.516666666666666, "grok-4": 0.62630503144654, "hermes-4-14b": 0.5930031446540881, "hermes-4-70b": 0.626147798742138, "intellect3": 0.6247169811320751, "ling-2-flash": 0.721965408805031, "llama-3-70b-instruct": 0.5966981132075471, "llama-3-8b-instruct": 0.603946540880503, "magistral-small": 0.47863207547169806, "medgemma-27b-text": 0.687720125786163, "medgemma-4b-1_5-it": 0.482720125786163, "medgemma-4b-it": 0.5267295597484271, "minimax-m2": 0.5414779874213831, "minimax-m2.1": 0.49891509433962206, "ministral3-14b-instruct": 0.5360062893081761, "ministral3-14b-reason": 0.5291981132075471, "ministral3-3b-instruct": 0.5601729559748421, "ministral3-3b-reason": 0.48617924528301804, "ministral3-8b-instruct": 0.43018867924528303, "ministral3-8b-reason": 0.46665094339622604, "mirothinker-30b-a3b": 0.5502830188679241, "nemotron-nano-v2": 0.5086949685534591, "nemotron-nano-v3": 0.579732704402515, "olmo-3-32b-think": 0.530896226415094, "olmo-3-7b-instruct": 0.5432232704402511, "olmo-3-7b-think": 0.513930817610062, "olmo-3_1-32b-instruct": 0.382311320754716, "olmo-3_1-32b-think": 0.42545597484276704, "phi-4-reasoning": 0.597610062893081, "qwen-235b-a22b": 0.666682389937106, "qwen-3-14b": 0.47963836477987404, "qwen-3-4b-thinking": 0.6211635220125781, "qwen-3-8b": 0.5149685534591191, "qwen-30b-a3b": 0.625786163522012, "qwen-30b-a3b-awq-4bit": 0.608490566037735, "qwen-30b-a3b-awq-8bit": 0.632091194968553, "qwen-30b-a3b-fp8": 0.6336477987421381, "qwen-30b-a3b-instruct": 0.43636792452830103, "qwen-30b-a3b-instruct-awq-4bit": 0.5141194968553461, "qwen-30b-a3b-instruct-awq-8bit": 0.476729559748427, "qwen-30b-a3b-instruct-fp8": 0.46753144654088, "qwen-next-80b-a3b": 0.559119496855345, "qwen-next-80b-a3b-instruct": 0.41509433962264103, "qwen-vl-30b-a3b": 0.618584905660377, "qwen2_5-32b-instruct": 0.34987421383647804, "smollm3-3b": 0.513191823899371, "sonnet-4_5": 0.738647798742138, "trinity-mini": 0.568710691823899, "trinity-nano-preview": 0.541352201257861 }, "n_questions": 636 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.47001832940560306, "ai21-jamba2-mini": 0.717465305053679, "antangelmed": 0.279130662477088, "baichuan-m2": 0.8931657501963861, "baichuan-m3": 0.9272060748887141, "dasd-30b-a3b": 0.49829798376538303, "dasd-4b-thinking": 0.24718512699659603, "gemini-3-pro-preview": 0.9539146373396171, "gemma-3-12b-it": 0.687876407436501, "gemma-3-27b-it": 0.7711442786069651, "gemma-3-4b-it": 0.516103692065985, "glm-4.5-air": 0.8557213930348251, "glm-4.7-fp8": 0.9437025399319191, "gpt-5_2": 0.9366326263419741, "gpt-oss-120b": 0.9125425504058651, "gpt-oss-120b-high": 0.9266823775857551, "gpt-oss-120b-low": 0.884524744697564, "gpt-oss-20b": 0.8318931657501961, "gpt-oss-20b-high": 0.8654097931395651, "gpt-oss-20b-low": 0.7483634459282531, "gpt_5_1": 0.9405603561141661, "granite-4-0-h-small": 0.6684996072270221, "granite-4-0-h-tiny": 0.507200837915684, "grok-4": 0.9347996857816181, "hermes-4-14b": 0.710657240115213, "hermes-4-70b": 0.637339617700968, "intellect3": 0.875621890547263, "ling-2-flash": 0.661953390940036, "llama-3-70b-instruct": 0.8512699659596751, "llama-3-8b-instruct": 0.6237234878240371, "magistral-small": 0.796543597800471, "medgemma-27b-text": 0.832155014401675, "medgemma-4b-1_5-it": 0.26158680282796504, "medgemma-4b-it": 0.6459806231997901, "minimax-m2": 0.784498559832416, "minimax-m2.1": 0.8182770358732651, "ministral3-14b-instruct": 0.8101597276774021, "ministral3-14b-reason": 0.788949986907567, "ministral3-3b-instruct": 0.681068342498036, "ministral3-3b-reason": 0.5302435192458761, "ministral3-8b-instruct": 0.7779523435454301, "ministral3-8b-reason": 0.7198219429169941, "mirothinker-30b-a3b": 0.6863053155276251, "nemotron-nano-v2": 0.8122545168892381, "nemotron-nano-v3": 0.368944749934537, "olmo-3-32b-think": 0.8064938465566901, "olmo-3-7b-instruct": 0.536789735532862, "olmo-3-7b-think": 0.6027755957056821, "olmo-3_1-32b-instruct": 0.7496726891856501, "olmo-3_1-32b-think": 0.806755695208169, "phi-4-reasoning": 0.6344592825346951, "qwen-235b-a22b": 0.9295627127520291, "qwen-3-14b": 0.837653836082743, "qwen-3-4b-thinking": 0.7645980623199791, "qwen-3-8b": 0.798638387012306, "qwen-30b-a3b": 0.8884524744697561, "qwen-30b-a3b-awq-4bit": 0.8766692851531811, "qwen-30b-a3b-awq-8bit": 0.8855721393034821, "qwen-30b-a3b-fp8": 0.880073317622414, "qwen-30b-a3b-instruct": 0.861743912018852, "qwen-30b-a3b-instruct-awq-4bit": 0.85807803089814, "qwen-30b-a3b-instruct-awq-8bit": 0.868813825608798, "qwen-30b-a3b-instruct-fp8": 0.8669808850484411, "qwen-next-80b-a3b": 0.9112333071484681, "qwen-next-80b-a3b-instruct": 0.901544907043728, "qwen-vl-30b-a3b": 0.8512699659596751, "qwen2_5-32b-instruct": 0.7559570568211571, "smollm3-3b": 0.44749934537837105, "sonnet-4_5": 0.9143754909662211, "trinity-mini": 0.7501963864886091, "trinity-nano-preview": 0.419219691018591 }, "n_questions": 1273 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.126634425935876, "ai21-jamba2-mini": 0.154576392620454, "antangelmed": 0.08472147590900901, "baichuan-m2": 0.272075944832527, "baichuan-m3": 0.40963639620275805, "dasd-30b-a3b": 0.20383306466057602, "dasd-4b-thinking": 0.11033494536987201, "gemini-3-pro-preview": 0.707504925667204, "gemma-3-12b-it": 0.155651083646784, "gemma-3-27b-it": 0.16442772702847902, "gemma-3-4b-it": 0.11284255776464201, "glm-4.5-air": 0.161024538778434, "glm-4.7-fp8": 0.43668278703206104, "gpt-5_2": 0.5425398531255591, "gpt-oss-120b": 0.347662547017732, "gpt-oss-120b-high": 0.381157084005015, "gpt-oss-120b-low": 0.291062152964356, "gpt-oss-20b": 0.180548092423428, "gpt-oss-20b-high": 0.250582124305928, "gpt-oss-20b-low": 0.11230521225147701, "gpt_5_1": 0.5871395307182511, "granite-4-0-h-small": 0.14687444026509, "granite-4-0-h-tiny": 0.10961848468565201, "grok-4": 0.45692280136127505, "hermes-4-14b": 0.11946981909367702, "hermes-4-70b": 0.14651620992298, "intellect3": 0.287838079885366, "ling-2-flash": 0.049435787211176, "llama-3-70b-instruct": 0.22837184309511002, "llama-3-8b-instruct": 0.11051406054092701, "magistral-small": 0.189145620634067, "medgemma-27b-text": 0.17087587318645803, "medgemma-4b-1_5-it": 0.06107827332975101, "medgemma-4b-it": 0.14759090094931002, "minimax-m2": 0.32706430234640804, "minimax-m2.1": 0.330109260254343, "ministral3-14b-instruct": 0.21887873902919502, "ministral3-14b-reason": 0.19433996059466202, "ministral3-3b-instruct": 0.137023105857066, "ministral3-3b-reason": 0.10800644814615701, "ministral3-8b-instruct": 0.17445817660755802, "ministral3-8b-reason": 0.15368081676518, "mirothinker-30b-a3b": 0.19129500268672703, "nemotron-nano-v2": 0.20293748880530102, "nemotron-nano-v3": 0.055883933369156, "olmo-3-32b-think": 0.20526598602901602, "olmo-3-7b-instruct": 0.11964893426473201, "olmo-3-7b-think": 0.126455310764821, "olmo-3_1-32b-instruct": 0.17714490417338302, "olmo-3_1-32b-think": 0.213684399068601, "phi-4-reasoning": 0.17302525523911802, "qwen-235b-a22b": 0.36879813720222104, "qwen-3-14b": 0.22031166039763503, "qwen-3-4b-thinking": 0.17266702489700803, "qwen-3-8b": 0.175891097975998, "qwen-30b-a3b": 0.26276195593766705, "qwen-30b-a3b-awq-4bit": 0.251298584990148, "qwen-30b-a3b-awq-8bit": 0.26365753179294205, "qwen-30b-a3b-fp8": 0.26365753179294205, "qwen-30b-a3b-instruct": 0.251298584990148, "qwen-30b-a3b-instruct-awq-4bit": 0.23911875335840901, "qwen-30b-a3b-instruct-awq-8bit": 0.249507433279598, "qwen-30b-a3b-instruct-fp8": 0.24520866917427903, "qwen-next-80b-a3b": 0.328497223714848, "qwen-next-80b-a3b-instruct": 0.28980834676697104, "qwen-vl-30b-a3b": 0.27530001791151704, "qwen2_5-32b-instruct": 0.16120365394948902, "smollm3-3b": 0.115171054988357, "sonnet-4_5": 0.407128783807988, "trinity-mini": 0.15994984775210402, "trinity-nano-preview": 0.108364678488267 }, "n_questions": 1861 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.14487832484436802, "ai21-jamba2-mini": 0.16242218449349102, "antangelmed": 0.08375778155065, "baichuan-m2": 0.24900962082625902, "baichuan-m3": 0.393322014714204, "dasd-30b-a3b": 0.191850594227504, "dasd-4b-thinking": 0.09281267685342301, "gemini-3-pro-preview": 0.6870401810979061, "gemma-3-12b-it": 0.169779286926994, "gemma-3-27b-it": 0.19468024900962003, "gemma-3-4b-it": 0.119977362761743, "glm-4.5-air": 0.169779286926994, "glm-4.7-fp8": 0.42727787209960305, "gpt-5_2": 0.5053763440860211, "gpt-oss-120b": 0.339558573853989, "gpt-oss-120b-high": 0.363893604980192, "gpt-oss-120b-low": 0.288624787775891, "gpt-oss-20b": 0.19468024900962003, "gpt-oss-20b-high": 0.254102999434069, "gpt-oss-20b-low": 0.13129598189020902, "gpt_5_1": 0.545557441992076, "granite-4-0-h-small": 0.176570458404074, "granite-4-0-h-tiny": 0.10299943406904301, "grok-4": 0.47821165817770206, "hermes-4-14b": 0.126768534238822, "hermes-4-70b": 0.180531975099037, "intellect3": 0.29767968307866405, "ling-2-flash": 0.06847764572722101, "llama-3-70b-instruct": 0.251273344651952, "llama-3-8b-instruct": 0.134691567628749, "magistral-small": 0.23146576117713602, "medgemma-27b-text": 0.217317487266553, "medgemma-4b-1_5-it": 0.084889643463497, "medgemma-4b-it": 0.13129598189020902, "minimax-m2": 0.30050933786078105, "minimax-m2.1": 0.32597623089983, "ministral3-14b-instruct": 0.224108658743633, "ministral3-14b-reason": 0.200905489530277, "ministral3-3b-instruct": 0.17204301075268802, "ministral3-3b-reason": 0.115449915110356, "ministral3-8b-instruct": 0.208828522920203, "ministral3-8b-reason": 0.186191284663271, "mirothinker-30b-a3b": 0.200905489530277, "nemotron-nano-v2": 0.20316921335597002, "nemotron-nano-v3": 0.062818336162988, "olmo-3-32b-think": 0.22467458970005602, "olmo-3-7b-instruct": 0.13412563667232502, "olmo-3-7b-think": 0.14487832484436802, "olmo-3_1-32b-instruct": 0.19920769666100702, "olmo-3_1-32b-think": 0.23033389926428902, "phi-4-reasoning": 0.16808149405772402, "qwen-235b-a22b": 0.364459535936615, "qwen-3-14b": 0.225240520656479, "qwen-3-4b-thinking": 0.172608941709111, "qwen-3-8b": 0.21109224674589702, "qwen-30b-a3b": 0.26032823995472504, "qwen-30b-a3b-awq-4bit": 0.24731182795698903, "qwen-30b-a3b-awq-8bit": 0.261460101867572, "qwen-30b-a3b-fp8": 0.269949066213921, "qwen-30b-a3b-instruct": 0.24617996604414202, "qwen-30b-a3b-instruct-awq-4bit": 0.239954725523486, "qwen-30b-a3b-instruct-awq-8bit": 0.253537068477645, "qwen-30b-a3b-instruct-fp8": 0.24731182795698903, "qwen-next-80b-a3b": 0.30616864742501404, "qwen-next-80b-a3b-instruct": 0.288058856819468, "qwen-vl-30b-a3b": 0.24617996604414202, "qwen2_5-32b-instruct": 0.16808149405772402, "smollm3-3b": 0.13412563667232502, "sonnet-4_5": 0.368986983588002, "trinity-mini": 0.178268251273344, "trinity-nano-preview": 0.12167515563101301 }, "n_questions": 589 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.34328720563243503, "ai21-jamba2-mini": 0.44549647972808903, "antangelmed": 0.7637776159261951, "baichuan-m2": 0.748239864044671, "baichuan-m3": 0.690458849235251, "dasd-30b-a3b": 0.7356154406409321, "dasd-4b-thinking": 0.602330662782228, "gemini-3-pro-preview": 0.8174314153920851, "gemma-3-12b-it": 0.508133042000485, "gemma-3-27b-it": 0.548676863316338, "gemma-3-4b-it": 0.36707938820101904, "glm-4.5-air": 0.7458120903131831, "glm-4.7-fp8": 0.7982520029133281, "gpt-5_2": 0.82884195193008, "gpt-oss-120b": 0.773003156105851, "gpt-oss-120b-high": 0.7938820101966491, "gpt-oss-120b-low": 0.735372663267783, "gpt-oss-20b": 0.7157076960427281, "gpt-oss-20b-high": 0.742898761835397, "gpt-oss-20b-low": 0.6550133527555231, "gpt_5_1": 0.827385287691187, "granite-4-0-h-small": 0.516387472687545, "granite-4-0-h-tiny": 0.39572711823258006, "grok-4": 0.8167030832726391, "hermes-4-14b": 0.46491866957999506, "hermes-4-70b": 0.566399611556203, "intellect3": 0.7356154406409321, "ling-2-flash": 0.530711337703326, "llama-3-70b-instruct": 0.633406166545278, "llama-3-8b-instruct": 0.466375333818888, "magistral-small": 0.5477057538237431, "medgemma-27b-text": 0.54843408594319, "medgemma-4b-1_5-it": 0.504491381403253, "medgemma-4b-it": 0.43117261471230806, "minimax-m2": 0.757222626851177, "minimax-m2.1": 0.77106093712066, "ministral3-14b-instruct": 0.538237436270939, "ministral3-14b-reason": 0.5166302500606941, "ministral3-3b-instruct": 0.391357125515901, "ministral3-3b-reason": 0.37047827142510303, "ministral3-8b-instruct": 0.5234280165088611, "ministral3-8b-reason": 0.46783199805778103, "mirothinker-30b-a3b": 0.696042728817674, "nemotron-nano-v2": 0.662296673949987, "nemotron-nano-v3": 0.73610099538723, "olmo-3-32b-think": 0.6535566885166301, "olmo-3-7b-instruct": 0.32507890264627304, "olmo-3-7b-think": 0.471230881281864, "olmo-3_1-32b-instruct": 0.43529983005583806, "olmo-3_1-32b-think": 0.606457878125758, "phi-4-reasoning": 0.589463462005341, "qwen-235b-a22b": 0.7802864773003151, "qwen-3-14b": 0.648458363680505, "qwen-3-4b-thinking": 0.5972323379461031, "qwen-3-8b": 0.6205389657683901, "qwen-30b-a3b": 0.7157076960427281, "qwen-30b-a3b-awq-4bit": 0.6977421704297151, "qwen-30b-a3b-awq-8bit": 0.709638261714008, "qwen-30b-a3b-fp8": 0.7176499150279191, "qwen-30b-a3b-instruct": 0.61835396941005, "qwen-30b-a3b-instruct-awq-4bit": 0.601116775916484, "qwen-30b-a3b-instruct-awq-8bit": 0.6190823015294971, "qwen-30b-a3b-instruct-fp8": 0.6190823015294971, "qwen-next-80b-a3b": 0.7535809662539451, "qwen-next-80b-a3b-instruct": 0.664481670308327, "qwen-vl-30b-a3b": 0.698713279922311, "qwen2_5-32b-instruct": 0.576110706482155, "smollm3-3b": 0.405438213158533, "sonnet-4_5": 0.815731973780043, "trinity-mini": 0.505948045642146, "trinity-nano-preview": 0.397183782471473 }, "n_questions": 1373 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.28810105949470205, "ai21-jamba2-mini": 0.6075794621026891, "antangelmed": 0.7701711491442541, "baichuan-m2": 0.7591687041564791, "baichuan-m3": 0.7718011409942951, "dasd-30b-a3b": 0.7167889160554191, "dasd-4b-thinking": 0.612469437652811, "gemini-3-pro-preview": 0.843279083785412, "gemma-3-12b-it": 0.592502037489812, "gemma-3-27b-it": 0.666259168704156, "gemma-3-4b-it": 0.39445802770986105, "glm-4.5-air": 0.751426242868785, "glm-4.7-fp8": 0.8007334963325181, "gpt-5_2": 0.8137734311328441, "gpt-oss-120b": 0.759576202118989, "gpt-oss-120b-high": 0.7612061939690301, "gpt-oss-120b-low": 0.7367563162184181, "gpt-oss-20b": 0.716381418092909, "gpt-oss-20b-high": 0.727383863080684, "gpt-oss-20b-low": 0.664629176854115, "gpt_5_1": 0.821515892420537, "granite-4-0-h-small": 0.638549307253463, "granite-4-0-h-tiny": 0.37326813365933104, "grok-4": 0.824368378158109, "hermes-4-14b": 0.6426242868785651, "hermes-4-70b": 0.6845965770171151, "intellect3": 0.766911165444172, "ling-2-flash": 0.7167889160554191, "llama-3-70b-instruct": 0.725346373268133, "llama-3-8b-instruct": 0.560309698451507, "magistral-small": 0.685819070904645, "medgemma-27b-text": 0.7224938875305621, "medgemma-4b-1_5-it": 0.517929910350448, "medgemma-4b-it": 0.44303797468354406, "minimax-m2": 0.784841075794621, "minimax-m2.1": 0.8300733496332511, "ministral3-14b-instruct": 0.7082314588427051, "ministral3-14b-reason": 0.6898940505297471, "ministral3-3b-instruct": 0.58679706601467, "ministral3-3b-reason": 0.45313773431132803, "ministral3-8b-instruct": 0.684189079054604, "ministral3-8b-reason": 0.6165444172779131, "mirothinker-30b-a3b": 0.7033414832925831, "nemotron-nano-v2": 0.711083944580277, "nemotron-nano-v3": 0.729013854930725, "olmo-3-32b-think": 0.6898940505297471, "olmo-3-7b-instruct": 0.42216788916055403, "olmo-3-7b-think": 0.538712306438467, "olmo-3_1-32b-instruct": 0.6577017114914421, "olmo-3_1-32b-think": 0.708638956805215, "phi-4-reasoning": 0.7400162999185, "qwen-235b-a22b": 0.7868785656071721, "qwen-3-14b": 0.725753871230643, "qwen-3-4b-thinking": 0.678076609616951, "qwen-3-8b": 0.6964140179299101, "qwen-30b-a3b": 0.750611246943765, "qwen-30b-a3b-awq-4bit": 0.746943765281173, "qwen-30b-a3b-awq-8bit": 0.7636511817440911, "qwen-30b-a3b-fp8": 0.758761206193969, "qwen-30b-a3b-instruct": 0.7440912795436021, "qwen-30b-a3b-instruct-awq-4bit": 0.742461287693561, "qwen-30b-a3b-instruct-awq-8bit": 0.749796251018744, "qwen-30b-a3b-instruct-fp8": 0.746943765281173, "qwen-next-80b-a3b": 0.769356153219233, "qwen-next-80b-a3b-instruct": 0.777506112469437, "qwen-vl-30b-a3b": 0.759576202118989, "qwen2_5-32b-instruct": 0.7127139364303171, "smollm3-3b": 0.43561532192339003, "sonnet-4_5": 0.838630806845965, "trinity-mini": 0.698451507742461, "trinity-nano-preview": 0.428280358598207 }, "n_questions": 818 }
null
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null
{ "avg_reward_per_model": { "afm-4-5b": 0.681333333333333, "ai21-jamba2-mini": 0.738666666666666, "antangelmed": 0.105333333333333, "baichuan-m2": 0.6920000000000001, "baichuan-m3": 0.7826666666666661, "dasd-30b-a3b": 0.46733333333333305, "dasd-4b-thinking": 0.22666666666666602, "gemini-3-pro-preview": 0.8126666666666661, "gemma-3-12b-it": 0.678, "gemma-3-27b-it": 0.68, "gemma-3-4b-it": 0.636, "glm-4.5-air": 0.561333333333333, "glm-4.7-fp8": 0.758, "gpt-5_2": 0.5206666666666661, "gpt-oss-120b": 0.7813333333333331, "gpt-oss-120b-high": 0.766, "gpt-oss-120b-low": 0.774, "gpt-oss-20b": 0.754666666666666, "gpt-oss-20b-high": 0.762666666666666, "gpt-oss-20b-low": 0.746666666666666, "gpt_5_1": 0.597333333333333, "granite-4-0-h-small": 0.5586666666666661, "granite-4-0-h-tiny": 0.691333333333333, "grok-4": 0.78, "hermes-4-14b": 0.608666666666666, "hermes-4-70b": 0.683333333333333, "intellect3": 0.52, "ling-2-flash": 0.677333333333333, "llama-3-70b-instruct": 0.7933333333333331, "llama-3-8b-instruct": 0.760666666666666, "magistral-small": 0.754666666666666, "medgemma-27b-text": 0.712, "medgemma-4b-1_5-it": 0.5506666666666661, "medgemma-4b-it": 0.726666666666666, "minimax-m2": 0.502666666666666, "minimax-m2.1": 0.648, "ministral3-14b-instruct": 0.7353333333333331, "ministral3-14b-reason": 0.6986666666666661, "ministral3-3b-instruct": 0.712666666666666, "ministral3-3b-reason": 0.689333333333333, "ministral3-8b-instruct": 0.738, "ministral3-8b-reason": 0.746666666666666, "mirothinker-30b-a3b": 0.7020000000000001, "nemotron-nano-v2": 0.6946666666666661, "nemotron-nano-v3": 0.43666666666666604, "olmo-3-32b-think": 0.7293333333333331, "olmo-3-7b-instruct": 0.638, "olmo-3-7b-think": 0.718, "olmo-3_1-32b-instruct": 0.497333333333333, "olmo-3_1-32b-think": 0.708666666666666, "phi-4-reasoning": 0.588666666666666, "qwen-235b-a22b": 0.7706666666666661, "qwen-3-14b": 0.76, "qwen-3-4b-thinking": 0.746, "qwen-3-8b": 0.748, "qwen-30b-a3b": 0.7746666666666661, "qwen-30b-a3b-awq-4bit": 0.77, "qwen-30b-a3b-awq-8bit": 0.768, "qwen-30b-a3b-fp8": 0.766, "qwen-30b-a3b-instruct": 0.766, "qwen-30b-a3b-instruct-awq-4bit": 0.7673333333333331, "qwen-30b-a3b-instruct-awq-8bit": 0.764, "qwen-30b-a3b-instruct-fp8": 0.762666666666666, "qwen-next-80b-a3b": 0.758666666666666, "qwen-next-80b-a3b-instruct": 0.768666666666666, "qwen-vl-30b-a3b": 0.71, "qwen2_5-32b-instruct": 0.74, "smollm3-3b": 0.6886666666666661, "sonnet-4_5": 0.7573333333333331, "trinity-mini": 0.591333333333333, "trinity-nano-preview": 0.6393333333333331 }, "n_questions": 500 }
null
{ "avg_reward_per_model": { "afm-4-5b": 0.283317369093678, "ai21-jamba2-mini": 0.49129264732816, "antangelmed": 0.611781609195977, "baichuan-m2": 0.711560390440229, "baichuan-m3": 0.6311804415258621, "dasd-30b-a3b": 0.5349981755160921, "dasd-4b-thinking": 0.43606321839080403, "gemini-3-pro-preview": 0.688209268381609, "gemma-3-12b-it": 0.516778416347701, "gemma-3-27b-it": 0.611024448094252, "gemma-3-4b-it": 0.422299762817241, "glm-4.5-air": 0.6486019886879311, "glm-4.7-fp8": 0.6811462324396551, "gpt-5_2": 0.742581189564367, "gpt-oss-120b": 0.7135239919729881, "gpt-oss-120b-high": 0.6757480386793101, "gpt-oss-120b-low": 0.7041005291011491, "gpt-oss-20b": 0.6517127349028731, "gpt-oss-20b-high": 0.683454205437356, "gpt-oss-20b-low": 0.6404670680540231, "gpt_5_1": 0.779638752052873, "granite-4-0-h-small": 0.46191388432816005, "granite-4-0-h-tiny": 0.39064723590632106, "grok-4": 0.7357439335890801, "hermes-4-14b": 0.531166757891379, "hermes-4-70b": 0.534859058566666, "intellect3": 0.6417966611931031, "ling-2-flash": 0.529018427295402, "llama-3-70b-instruct": 0.6035873928126431, "llama-3-8b-instruct": 0.43499589491091906, "magistral-small": 0.527558839629885, "medgemma-27b-text": 0.591575442438505, "medgemma-4b-1_5-it": 0.303899835796551, "medgemma-4b-it": 0.45541871921206806, "minimax-m2": 0.616153530377011, "minimax-m2.1": 0.692619959862068, "ministral3-14b-instruct": 0.5628056011678161, "ministral3-14b-reason": 0.48897099069540206, "ministral3-3b-instruct": 0.38811120233620605, "ministral3-3b-reason": 0.43703475643218304, "ministral3-8b-instruct": 0.534615033752873, "ministral3-8b-reason": 0.48354771027241306, "mirothinker-30b-a3b": 0.6232621784344821, "nemotron-nano-v2": 0.6368386243396551, "nemotron-nano-v3": 0.6365717934683901, "olmo-3-32b-think": 0.676434501004023, "olmo-3-7b-instruct": 0.37972085385977, "olmo-3-7b-think": 0.514684820288505, "olmo-3_1-32b-instruct": 0.515683725598275, "olmo-3_1-32b-think": 0.656953566867816, "phi-4-reasoning": 0.30411193212931004, "qwen-235b-a22b": 0.40550310162413705, "qwen-3-14b": 0.6635696040873561, "qwen-3-4b-thinking": 0.30051313628908, "qwen-3-8b": 0.678238460135632, "qwen-30b-a3b": 0.6256819011132181, "qwen-30b-a3b-awq-4bit": 0.655833789454023, "qwen-30b-a3b-awq-8bit": 0.6688378033206891, "qwen-30b-a3b-fp8": 0.6406289910603441, "qwen-30b-a3b-instruct": 0.657370917715517, "qwen-30b-a3b-instruct-awq-4bit": 0.6415252691114941, "qwen-30b-a3b-instruct-awq-8bit": 0.6418810436051721, "qwen-30b-a3b-instruct-fp8": 0.6691798941804591, "qwen-next-80b-a3b": 0.6823230249959771, "qwen-next-80b-a3b-instruct": 0.6589992702068961, "qwen-vl-30b-a3b": 0.652006933041379, "qwen2_5-32b-instruct": 0.502095876665517, "smollm3-3b": 0.49560755336666606, "sonnet-4_5": 0.722920087575862, "trinity-mini": 0.5860449735454021, "trinity-nano-preview": 0.42779830322988505 }, "n_questions": 174 }
null
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null
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null
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