Question Answering on SimpleQuestions (test)
63.9AccuracyMemory Networks
Evaluation Results
| Method | Links | |
|---|---|---|
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes, ENSEMBLE=5 models2015.06 | 63.9 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes, ENSEMBLE=Subgraph2015.06 | 62.9 | |
| Memory NetworksKB=FB2M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes2015.06 | 62.7 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes, CANDS As NEGS=yes2015.06 | 62.2 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes2015.06 | 62.1 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (SIQ)=yes2015.06 | 61.7 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (SIQ)=yes2015.06 | 61.6 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (SIQ)=yes, TRAIN SOURCES (PRP)=yes2015.06 | 61.2 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (PRP)=yes2015.06 | 48.1 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes, TRAIN SOURCES (PRP)=yes2015.06 | 47.4 | |
| Memory NetworksKB=FB5M, TRAIN SOURCES (WQ)=yes2015.06 | 46.6 | |
| Memory NetworksKB=FB5M2015.06 | 44.5 | |
| Random guess2015.06 | 4.9 |