430 citations · 1.5k across the 43 of their papers we have counts for
5 papers · 1 filter
Entity-Augmented Distributional Semantics for Discourse Relations
Yangfeng Ji, Jacob Eisenstein
Discourse relations bind smaller linguistic elements into coherent texts. However, automatically identifying discourse relations is difficult, because it requires understanding the…
Unsupervised Domain Adaptation with Feature Embeddings
Yi Yang, Jacob Eisenstein
Representation learning is the dominant technique for unsupervised domain adaptation, but existing approaches often require the specification of "pivot features" that generalize ac…
"You're Mr. Lebowski, I'm the Dude": Inducing Address Term Formality in Signed Social Networks
Vinodh Krishnan, Jacob Eisenstein
We present an unsupervised model for inducing signed social networks from the content exchanged across network edges. Inference in this model solves three problems simultaneously:…
Multilingual Part-of-Speech Tagging: Two Unsupervised Approaches
Tahira Naseem, Benjamin Snyder, Jacob Eisenstein +1
We demonstrate the effectiveness of multilingual learning for unsupervised part-of-speech tagging. The central assumption of our work is that by combining cues from multiple langua…
Learning Document-Level Semantic Properties from Free-Text Annotations
S. R. K. Branavan, Harr Chen, Jacob Eisenstein +1
This paper presents a new method for inferring the semantic properties of documents by leveraging free-text keyphrase annotations. Such annotations are becoming increasingly abunda…