Question Answering on RoomKG (test)
38.92Episode-Level AccuracyDQN temporal-RDF
Evaluation Results
| Method | Links | |
|---|---|---|
| DQN temporal-RDFVariant=GCN + Local-STM, Long-term memory capacity=1282026.05 | 38.92 | |
| DQN temporal-RDFVariant=GCN + Local-Full, Long-term memory capacity=1282026.05 | 35.08 | |
| Symbolic temporal-RDFVariant=Novel-Only, Long-term memory capacity=1282026.05 | 31.96 | |
| Symbolic temporal-RDFVariant=Always-Transfer, Long-term memory capacity=1282026.05 | 29.68 | |
| Symbolic temporal-RDFVariant=Random-Transfer (p = 0.5), Long-term memory capacity=1282026.05 | 22.44 | |
| DQN temporal-RDFVariant=GCN + Global-Full, Long-term memory capacity=1282026.05 | 19.44 | |
| DQN temporal-RDFVariant=StarE-GNN + Local-STM, Long-term memory capacity=1282026.05 | 13.76 | |
| DQN temporal-RDFVariant=R-GCN + Local-STM, Long-term memory capacity=1282026.05 | 13.6 | |
| End-to-end DQNVariant=Transformer + Always-Transfer, Long-term memory capacity=1282026.05 | 11.8 | |
| DQN temporal-RDFVariant=GCN + Global-STM, Long-term memory capacity=1282026.05 | 9.08 | |
| End-to-end DQNVariant=LSTM + Always-Transfer, Long-term memory capacity=1282026.05 | 7.6 |