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ResearchFormerly WizWand

Question Answering on RoomKG (test)

38.92Episode-Level AccuracyDQN temporal-RDF
6.347214.803623.2631.7164May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DQN temporal-RDFVariant=GCN + Local-STM, Long-term memory capacity=1282026.0538.92
DQN temporal-RDFVariant=GCN + Local-Full, Long-term memory capacity=1282026.0535.08
Symbolic temporal-RDFVariant=Novel-Only, Long-term memory capacity=1282026.0531.96
Symbolic temporal-RDFVariant=Always-Transfer, Long-term memory capacity=1282026.0529.68
Symbolic temporal-RDFVariant=Random-Transfer (p = 0.5), Long-term memory capacity=1282026.0522.44
DQN temporal-RDFVariant=GCN + Global-Full, Long-term memory capacity=1282026.0519.44
DQN temporal-RDFVariant=StarE-GNN + Local-STM, Long-term memory capacity=1282026.0513.76
DQN temporal-RDFVariant=R-GCN + Local-STM, Long-term memory capacity=1282026.0513.6
End-to-end DQNVariant=Transformer + Always-Transfer, Long-term memory capacity=1282026.0511.8
DQN temporal-RDFVariant=GCN + Global-STM, Long-term memory capacity=1282026.059.08
End-to-end DQNVariant=LSTM + Always-Transfer, Long-term memory capacity=1282026.057.6