Yahoo! Answers
Accuracy
SWEM-concat
Text Classification
73.53
AG News
Error
SWEM-concat
Text Classification
7.34
DBpedia
Error
SWEM-concat
Text Classification
1.43
Yelp Binary classification
Error
SWEM-hier
Sentiment Analysis
4.19
Yelp Fine-grained classification
Error
SWEM-hier
Sentiment Analysis
36.21
SNLI
% Test Accuracy
SWEM-max
Natural Language Inference
83.8
MultiNLI
Matched
SWEM-max
Natural Language Inference
68.2
MultiNLI
Mismatched
SWEM-max
Natural Language Inference
67.7
WikiQA
MAP
SWEM-concat
Question Answering
0.6788
WikiQA
MRR
SWEM-concat
Question Answering
0.6908
Quora Question Pairs
Accuracy
SWEM-concat
Question Answering
83.03
MSRP
Accuracy
SWEM-concat
Paraphrase Identification
71.5
MSRP
F1
SWEM-concat
Paraphrase Identification
81.3
TREC-6
Error
SWEM-aver
Text Classification
7.8
MR
Accuracy
SWEM-concat
Sentiment Analysis
78.2
SST-5 Fine-grained classification
Accuracy
SWEM-concat
Sentiment Analysis
46.1
SST-2 Binary classification
Accuracy
SWEM-concat
Sentiment Analysis
84.3
SUBJ
Accuracy
SWEM-concat
Subjectivity Analysis
93
CoNLL 2000
F1
SWEM-CRF
Named Entity Recognition
90.34
CoNLL 2003 (English)
F1
SWEM-CRF
Named Entity Recognition
86.28