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ResearchFormerly WizWand

Language Agent Task on TextCraft

100Success Rate (SR)Kintsugi
15.03237.09159.1581.209May 10, 2026May 17, 2026May 25, 2026Jun 1, 2026Jun 9, 2026Jun 16, 2026Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Kintsugi2026.05100
LLMKnowledge Base=tools2026.0597
Dual Memory2026.0594
ExpeL2026.0588
ADaPT2026.0577
Reflexion2026.0569
StateAct2026.0568
WALL-E 2.02026.0566
AWM2026.0566
ReAct2026.0562
LLMKnowledge Base=prompt2026.0555
LLMKnowledge Base=None2026.0553
AAWMEvaluation Protocol=Imitation Learning, Training Initialization=World Modeling (AAWM), Trajectory Mixture=AgentTraj-L, Base Model=Qwen2.5-1.5B-Instruct2026.0635.7
IWM-SummaryEvaluation Protocol=Imitation Learning, Training Initialization=World Modeling (IWM-Summary), Trajectory Mixture=AgentTraj-L, Base Model=Qwen2.5-1.5B-Instruct2026.0632.3
BaseEvaluation Protocol=Imitation Learning, Training Initialization=World Modeling (Base), Trajectory Mixture=AgentTraj-L, Base Model=Qwen2.5-1.5B-Instruct2026.0631.7
IWMEvaluation Protocol=Imitation Learning, Training Initialization=World Modeling (IWM), Trajectory Mixture=AgentTraj-L, Base Model=Qwen2.5-1.5B-Instruct2026.0631.3
Qwen2.5Evaluation Protocol=Prompting, Base Model=Qwen2.5-1.5B-Instruct2026.0618.3