Neural Networks as Explicit Word-Based Rules
Filters of convolutional networks used in computer vision are often visualized as image patches that maximize the response of the filter. We use the same approach to interpret weight matrices in simple architectures for natural language processing tasks. We interpret a convolutional network for sentiment classification as word-based rules. Using the rule, we recover the performance of the original model.
NurtureToken New!

Token crowdsale for this paper ends in

Buy Nurture Tokens

Author

Are you an author of this paper? Check the Twitter handle we have for you is correct.

Jindřich Libovický (add twitter)
Ask The Authors

Ask the authors of this paper a question or leave a comment.

Read it. Rate it.
#1. Which part of the paper did you read?

#2. The paper contains new data or analyses that is openly accessible?
#3. The conclusion is supported by the data and analyses?
#4. The conclusion is of scientific interest?
#5. The result is likely to lead to future research?

Github
User:
None (add)
Repo:
None (add)
Stargazers:
0
Forks:
0
Open Issues:
0
Network:
0
Subscribers:
0
Language:
None
Youtube
Link:
None (add)
Views:
0
Likes:
0
Dislikes:
0
Favorites:
0
Comments:
0
Other
Sample Sizes (N=):
Inserted:
Words Total:
Words Unique:
Source:
Abstract:
None
07/10/19 06:04PM
1,350
683
Tweets
arxiv_cscl: Neural Networks as Explicit Word-Based Rules https://t.co/nLg3lVydeE
arxiv_cscl: Neural Networks as Explicit Word-Based Rules https://t.co/nLg3lVPODe
arxiv_in_review: #acl2019nlp Neural Networks as Explicit Word-Based Rules. (arXiv:1907.04613v1 [cs\.CL]) https://t.co/qfwWebF2uB
arxivml: "Neural Networks as Explicit Word-Based Rules", Jindřich Libovický https://t.co/R06QyDN39O
Memoirs: Neural Networks as Explicit Word-Based Rules. https://t.co/jj6TSjwhcc
arxiv_cs_LG: Neural Networks as Explicit Word-Based Rules. Jindřich Libovický https://t.co/DbSiL2X2YI
BrundageBot: Neural Networks as Explicit Word-Based Rules. Jindřich Libovický https://t.co/a9OGRvutbn
arxiv_cscl: Neural Networks as Explicit Word-Based Rules https://t.co/nLg3lVPODe
Images
Related