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ACL
2015
10 years 2 days ago
Unifying Bayesian Inference and Vector Space Models for Improved Decipherment
We introduce into Bayesian decipherment a base distribution derived from similarities of word embeddings. We use Dirichlet multinomial regression (Mimno and McCallum, 2012) to lea...
Qing Dou, Ashish Vaswani, Kevin Knight, Chris Dyer
106
Voted
ACL
2015
10 years 2 days ago
The Media Frames Corpus: Annotations of Frames Across Issues
We describe the first version of the Media Frames Corpus: several thousand news articles on three policy issues, annotated in terms of media framing. We motivate framing as a phe...
Dallas Card, Amber E. Boydstun, Justin H. Gross, P...
ACL
2015
10 years 2 days ago
Gaussian LDA for Topic Models with Word Embeddings
Continuous space word embeddings learned from large, unstructured corpora have been shown to be effective at capturing semantic regularities in language. In this paper we replace ...
Rajarshi Das, Manzil Zaheer, Chris Dyer
113
Voted
ACL
2015
10 years 2 days ago
Learning Summary Prior Representation for Extractive Summarization
In this paper, we propose the concept of summary prior to define how much a sentence is appropriate to be selected into summary without consideration of its context. Different fr...
Ziqiang Cao, Furu Wei, Sujian Li, Wenjie Li, Ming ...
ACL
2015
10 years 2 days ago
A Knowledge-Intensive Model for Prepositional Phrase Attachment
Prepositional phrases (PPs) express crucial information that knowledge base construction methods need to extract. However, PPs are a major source of syntactic ambiguity and still ...
Ndapandula Nakashole, Tom M. Mitchell