Skip to Main Content
Table 7 
Weakly supervised experimental results on two data sets. Results with additional resources are shown in parentheses.
(a) WebQuestions
ModelsF1
Sempre (Berant et al. 2013b) 35.7 
Jacana (Yao and Van Durme 2014) 33.0 
ParaSempre (Berant and Liang 2014) 39.9 
Aqqu (Bast and Haussmann 2015) 49.4 
AgendaIL (Berant and Liang 2015) 49.7 
DepLambda (Reddy et al. 2016) 50.3 
  
SubGraph (Bordes, Chopra, and Weston 2014) 39.2 
mccnn (Dong et al. 2015) 40.8 
stagg (Yih et al. 2015) 52.5 
mcnn (Xu et al. 2016) 53.3 
Sequence-to-sequence 48.3 
  
TNSP, soft attention, top–down 50.1 
TNSP, soft structured attention, top–down 49.8 
TNSP, hard attention, top–down 49.4 
TNSP, binomial hard attention, top–down 48.7 
TNSP, soft attention, bottom–up 49.6 
TNSP, soft structured attention, bottom–up 49.5 
TNSP, hard attention, bottom–up 48.4 
TNSP, binomial hard attention, bottom–up 48.7 
  
(b) GraphQuestions
ModelsF1
Sempre (Berant et al. 2013b) 10.8 
ParaSempre (Berant and Liang 2014) 12.8 
Jacana (Yao and Van Durme 2014) 5.1 
SimpleGraph (Reddy et al. 2016) 15.9 
UDepLambda (Reddy et al. 2017) 17.6 
  
Sequence-to-sequence 16.2 
Para4QA (Dong et al. 2017) 20.4 
  
TNSP, soft attention, top–down 17.3 
TNSP, soft structured attention, top–down 17.1 
TNSP, hard attention, top–down 16.2 
TNSP, binomial hard attention, top–down 16.4 
TNSP, soft attention, bottom–up 16.9 
TNSP, soft structured attention, bottom–up 17.1 
TNSP, hard attention, bottom–up 16.8 
TNSP, binomial hard attention, bottom–up 16.5 
(a) WebQuestions
ModelsF1
Sempre (Berant et al. 2013b) 35.7 
Jacana (Yao and Van Durme 2014) 33.0 
ParaSempre (Berant and Liang 2014) 39.9 
Aqqu (Bast and Haussmann 2015) 49.4 
AgendaIL (Berant and Liang 2015) 49.7 
DepLambda (Reddy et al. 2016) 50.3 
  
SubGraph (Bordes, Chopra, and Weston 2014) 39.2 
mccnn (Dong et al. 2015) 40.8 
stagg (Yih et al. 2015) 52.5 
mcnn (Xu et al. 2016) 53.3 
Sequence-to-sequence 48.3 
  
TNSP, soft attention, top–down 50.1 
TNSP, soft structured attention, top–down 49.8 
TNSP, hard attention, top–down 49.4 
TNSP, binomial hard attention, top–down 48.7 
TNSP, soft attention, bottom–up 49.6 
TNSP, soft structured attention, bottom–up 49.5 
TNSP, hard attention, bottom–up 48.4 
TNSP, binomial hard attention, bottom–up 48.7 
  
(b) GraphQuestions
ModelsF1
Sempre (Berant et al. 2013b) 10.8 
ParaSempre (Berant and Liang 2014) 12.8 
Jacana (Yao and Van Durme 2014) 5.1 
SimpleGraph (Reddy et al. 2016) 15.9 
UDepLambda (Reddy et al. 2017) 17.6 
  
Sequence-to-sequence 16.2 
Para4QA (Dong et al. 2017) 20.4 
  
TNSP, soft attention, top–down 17.3 
TNSP, soft structured attention, top–down 17.1 
TNSP, hard attention, top–down 16.2 
TNSP, binomial hard attention, top–down 16.4 
TNSP, soft attention, bottom–up 16.9 
TNSP, soft structured attention, bottom–up 17.1 
TNSP, hard attention, bottom–up 16.8 
TNSP, binomial hard attention, bottom–up 16.5 
Close Modal

or Create an Account

Close Modal
Close Modal