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Web-based task completion on MiniWoB++ With feedback 9 tasks

91.11Success RateAdaPlanner
36.395650.600364.80579.0097May 26, 2023

Evaluation results

MethodLinks
AdaPlannerLearning approach=Explicit Closed-Loop, Plan=Plan Refinement, Backend=GPT-3.5 (text-davinci-003), Number of demonstrations=592023.0591.11
CC-NetLearning approach=Training-Based2023.0587
RCILearning approach=Implicit Closed-Loop, Plan=Fixed, Backend=GPT-3.5 (text-davinci-003)2023.0581.56
WGELearning approach=Training-Based2023.0567.6
WebN-T5-3BLearning approach=Finetuning-Based2023.0538.5