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ResearchFormerly WizWand

General Competence on G2U Overall

2.8Average Rank (Overall)Human
1.8368.34314.8521.357Nov 19, 2025
Updated 6mo ago

Evaluation results

MethodLinks
HumanParadigm=Control Group2025.112.8
Qwen3-VL-8BParadigm=Interactive Physical Reasoner Group, Interactive Physical Reasoner (IPR) Status=w/ IPR2025.114.9
DQNParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=curiosity2025.1110.6
DreamerV3Paradigm=World Model Group, Optimization Objective (@)=curiosity2025.1110.7
DQNParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=utility2025.1111.4
PPOParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=survival2025.1112
DQNParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=survival2025.1112.2
GenieReduxParadigm=World Model Group, Optimization Objective (@)=utility2025.1112.4
DreamerV3Paradigm=World Model Group, Optimization Objective (@)=survival2025.1113.1
Qwen3-VL-8B-BCParadigm=Imitation Learning (IL) Group2025.1113.3
GPT-5Paradigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=survival2025.1113.3
GenieReduxParadigm=World Model Group, Optimization Objective (@)=survival2025.1114.2
PPOParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=utility2025.1114.7
PPOParadigm=Reinforcement Learning (RL) Group, Optimization Objective (@)=curiosity2025.1114.8
DreamerV3Paradigm=World Model Group, Optimization Objective (@)=utility2025.1115.4
GenieReduxParadigm=World Model Group, Optimization Objective (@)=curiosity2025.1116.1
GPT-4oParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=survival2025.1116.4
ACT-BCParadigm=Imitation Learning (IL) Group2025.1116.6
GPT-5Paradigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=utility2025.1116.8
Qwen3-VL-30B-A3BParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=utility2025.1117.6
GPT-5Paradigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=curiosity2025.1117.9
Qwen3-VL-8BParadigm=Interactive Physical Reasoner Group, Interactive Physical Reasoner (IPR) Status=w/o IPR2025.1118.2
V-JEPA2Paradigm=World Model Group, Optimization Objective (@)=survival2025.1118.3
GPT-4oParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=utility2025.1118.8
GPT-4oParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=curiosity2025.1119.4
V-JEPA2Paradigm=World Model Group, Optimization Objective (@)=utility2025.1120.2
V-JEPA2Paradigm=World Model Group, Optimization Objective (@)=curiosity2025.1120.8
Qwen3-VL-30B-A3BParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=curiosity2025.1122.4
Qwen3-VL-30B-A3BParadigm=Multimodal Large Language Model (MLLM) Group, Optimization Objective (@)=survival2025.1122.7
RandomParadigm=Control Group2025.1126.9