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EMNLP
2011
14 years 4 months ago
Lateen EM: Unsupervised Training with Multiple Objectives, Applied to Dependency Grammar Induction
We present new training methods that aim to mitigate local optima and slow convergence in unsupervised training by using additional imperfect objectives. In its simplest form, lat...
Valentin I. Spitkovsky, Hiyan Alshawi, Daniel Jura...
165
Voted
EMNLP
2011
14 years 4 months ago
Training a Parser for Machine Translation Reordering
We propose a simple training regime that can improve the extrinsic performance of a parser, given only a corpus of sentences and a way to automatically evaluate the extrinsic qual...
Jason Katz-Brown, Slav Petrov, Ryan T. McDonald, F...
105
Voted
EMNLP
2011
14 years 4 months ago
Robust Disambiguation of Named Entities in Text
Johannes Hoffart, Mohamed Amir Yosef, Ilaria Bordi...
EMNLP
2011
14 years 4 months ago
Syntax-Based Grammaticality Improvement using CCG and Guided Search
Machine-produced text often lacks grammaticality and fluency. This paper studies grammaticality improvement using a syntax-based algorithm based on CCG. The goal of the search pr...
Yue Zhang 0004, Stephen Clark
EMNLP
2011
14 years 4 months ago
Unsupervised Information Extraction with Distributional Prior Knowledge
Cane Wing-ki Leung, Jing Jiang, Kian Ming Adam Cha...
EMNLP
2011
14 years 4 months ago
Domain Adaptation via Pseudo In-Domain Data Selection
Amittai Axelrod, Xiaodong He, Jianfeng Gao