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A Linear Programming Formulation for Global Inference in Natural Language Tasks (2004)
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by
Dan Roth
,
Wen-tau Yih
| Venue: | In Proceedings of CoNLL-2004 |
| Citations: | 149 - 41 self |
BibTeX
@INPROCEEDINGS{Roth04alinear,
author = {Dan Roth and Wen-tau Yih},
title = {A Linear Programming Formulation for Global Inference in Natural Language Tasks},
booktitle = {In Proceedings of CoNLL-2004},
year = {2004},
pages = {1--8}
}
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Abstract
The typical processing paradigm in natural language processing is the "pipeline" approach, where learners are being used at one level, their outcomes are being used as features for a second level of predictions and so one. In addition to accumulating errors, it is clear that the sequential processing is a crude approximation to a process in which interactions occur across levels and down stream decisions often interact with previous decisions. This work develops a general...
