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Task Planning on Table Clean Sim SE2 (test)

100Success RateOracle
-4235077Dec 19, 2025

Evaluation results

MethodLinks
Oracle2025.12100
UniPred (Ours)Learning time (seconds)=764.62025.1293.4
UniPred(Qwen)Learning time (seconds)=1274.62025.1291.2
UniPred(Gemini)Learning time (seconds)=8832025.1290.4
Random2025.121.2
IVNTR2025.120
GNNLearning time (seconds)=360.22025.120
TransformerLearning time (seconds)=9512025.120
Grammar2025.120