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Task Planning on Table Clean Sim SE2 distribution (train)

100Success RateOracle
-4235077Dec 19, 2025

Evaluation results

MethodLinks
Oracle2025.12100
UniPred(Gemini)Learning time (seconds)=8832025.1296.4
UniPred (Ours)Learning time (seconds)=764.62025.1296
UniPred(Qwen)Learning time (seconds)=1274.62025.1295.2
Random2025.123.6
IVNTR2025.120
GNNLearning time (seconds)=360.22025.120
TransformerLearning time (seconds)=9512025.120
Grammar2025.120