Filter Results:
- Full text PDF available (326)
Publication Year
1986
2019
- This year (4)
- Last 5 years (122)
- Last 10 years (252)
Supplemental Content
Publication Type
Co-author
Journals and Conferences
Learn More
Recent methods for learning vector space representations of words have succeeded in capturing fine-grained semantic and syntactic regularities using vector arithmetic, but the origin of these… (More)
- Richard Socher, Alex Perelygin, +4 authors Christopher Potts
- EMNLP
- 2013
Semantic word spaces have been very useful but cannot express the meaning of longer phrases in a principled way. Further progress towards understanding compositionality in tasks such as sentiment… (More)
We describe the design and use of the Stanford CoreNLP toolkit, an extensible pipeline that provides core natural language analysis. This toolkit is quite widely used, both in the research NLP… (More)
- Thang Luong, Hieu Pham, Christopher D. Manning
- EMNLP
- 2015
An attentional mechanism has lately been used to improve neural machine translation (NMT) by selectively focusing on parts of the source sentence during translation. However, there has been little… (More)
Most current statistical natural language processing models use only local features so as to permit dynamic programming in inference, but this makes them unable to fully account for the long distance… (More)
- Dan Klein, Christopher D. Manning
- ACL
- 2003
We demonstrate that an unlexicalized PCFG can parse much more accurately than previously shown, by making use of simple, linguistically motivated state splits, which break down false independence… (More)
A Long Short-Term Memory (LSTM) network is a type of recurrent neural network architecture which has recently obtained strong results on a variety of sequence modeling tasks. The only underlying LSTM… (More)
Understanding entailment and contradiction is fundamental to understanding natural language, and inference about entailment and contradiction is a valuable testing ground for the development of… (More)
- Kristina Toutanova, Dan Klein, Christopher D. Manning, Yoram Singer
- HLT-NAACL
- 2003
We present a new part-of-speech tagger that demonstrates the following ideas: (i) explicit use of both preceding and following tag contexts via a dependency network representation, (ii) broad use of… (More)