3f81f071b8d0022

http://nhiro.org.s3.amazonaws.com/5/6/56561e6b5013f18540c7ac9f5af8153c.jpg https://gyazo.com/56561e6b5013f18540c7ac9f5af8153c

(OCR text)

Model

Error rate

BoW (bnc) (Maas et al., 2011)

BoW (bAt'c) (Maas et al., 2011)

LDA (Maas et al., 2011)

Full+BoW (Maas et al., 2011)

Full+Unlabeled+BoW (Maas et al., 2011)

WRRBM (Dahl et al., 2012)

WRRBM BoW (bnc) (Dahl et al., 2012)

MNB-uni (Wang & Manning, 2012)

MNB-bi (Wang & Manning, 2012)

SVM-uni (Wang & Manning, 2012)

SVM-bi (Wang & Manning, 2012)

NBSVM-uni (Wang & Manning, 2012)

NBSVM-bi (Wang & Manning, 2012)

Paragraph Vector

TPV-DM PV-DBOW

12.20%

11.77%

32.58%

11.67%

11.11%

12.58%

10.77% RBM

16.45%

13.41%

13.05%

10.84%

11.71%

Naive Bayes

8.78%

SVM

7.42%

PV-DM only: 7.63

PV-DM sum: 8.06

window size 5 12D CO.7%

cross validation C

14年6月6日金曜日