Dependency-based semantic role labeling using sequence labeling with a structural SVM

Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data

John Lafferty, Andrew McCallum, Fernando C. N. Pereira · Scholarly Commons (University of Pennsylvania) · 2001 · 13K citations · Full text

Computing, Computer Science, Computational Linguistics +12

The Proposition Bank: An Annotated Corpus of Semantic Roles

Martha Palmer, Daniel Gildea, Paul Kingsbury · Computational Linguistics · 2005 · 2.3K citations · Full text

Language Studies, Computer Science, Linguistics +15

Large Margin Methods for Structured and Interdependent Output Variables

Ioannis Tsochantaridis, Thorsten Joachims, Thomas Hofmann et al. · MPG.PuRe (Max Planck Society) · 2005 · 2K citations · Full text

Computing, Computer Science, Artificial Intelligence +7

On the algorithmic implementation of multiclass kernel-based vector machines

Koby Crammer, Yoram Singer · 2002 · 1.8K citations

Computing, Computer Science, Data Mining +15

Automatic Labeling of Semantic Roles

Daniel Gildea, Daniel Jurafsky · Computational Linguistics · 2002 · 1.6K citations · Full text

Language Studies, Computer Science, Linguistics +17