Question Answering on Reverb (test)
73Accuracy(Bordes et al., 2014b)
Evaluation results
| Method | Links | |
|---|---|---|
| (Bordes et al., 2014b)2015.06 | 73 | |
| (Weston et al., 2015) - the original MemNN2015.06 | 72 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes, ENSEMBLE=5 models, transfer-only=true2015.06 | 68 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, transfer-only=true2015.06 | 67 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes, transfer-only=true2015.06 | 65 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, transfer-only=true2015.06 | 64 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (PRP)=yes, transfer-only=true2015.06 | 62 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes, ENSEMBLE=Subgraph, transfer-only=true2015.06 | 62 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (PRP)=yes, transfer-only=true2015.06 | 61 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, transfer-only=true2015.06 | 58 | |
| (Fader et al., 2014)2015.06 | 54 | |
| Memory NetworksKB=FB5M, transfer-only=true2015.06 | 52 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (SIQ)=yes, transfer-only=true2015.06 | 52 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, transfer-only=true2015.06 | 52 | |
| Random guess2015.06 | 35 |