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Gimpel, Kevin (22)
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Hits 1 – 20 of 22
1
Substructure Substitution: Structured Data Augmentation for NLP ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Gimpel, Kevin
;
Livescu, Karen
. - : Underline Science Inc., 2021
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2
On Generalization in Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gimpel, Kevin
;
Livescu, Karen
. - : Underline Science Inc., 2021
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3
Exemplar-Controllable Paraphrasing and Translation using Bitext ...
Chen, Mingda
;
Wiseman, Sam
;
Gimpel, Kevin
. - : arXiv, 2020
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4
Deep Clustering of Text Representations for Supervision-free Probing of Syntax ...
Gupta, Vikram
;
Shi, Haoyue
;
Gimpel, Kevin
. - : arXiv, 2020
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5
Mining Knowledge for Natural Language Inference from Wikipedia Categories ...
Chen, Mingda
;
Chu, Zewei
;
Stratos, Karl
. - : arXiv, 2020
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6
Beyond BLEU: Training Neural Machine Translation with Semantic Similarity ...
Wieting, John
;
Berg-Kirkpatrick, Taylor
;
Gimpel, Kevin
. - : arXiv, 2019
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7
Understanding stories via event sequence modeling
Peng, Haoruo
. - 2018
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8
Learning Paraphrastic Sentence Embeddings from Back-Translated Bitext ...
Wieting, John
;
Mallinson, Jonathan
;
Gimpel, Kevin
. - : arXiv, 2017
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9
A Study of All-Convolutional Encoders for Connectionist Temporal Classification ...
Krishna, Kalpesh
;
Lu, Liang
;
Gimpel, Kevin
. - : arXiv, 2017
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10
Parsing Speech: A Neural Approach to Integrating Lexical and Acoustic-Prosodic Information ...
Tran, Trang
;
Toshniwal, Shubham
;
Bansal, Mohit
. - : arXiv, 2017
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11
Efficient Segmental Cascades for Speech Recognition ...
Tang, Hao
;
Wang, Weiran
;
Gimpel, Kevin
. - : arXiv, 2016
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12
Discriminative Segmental Cascades for Feature-Rich Phone Recognition ...
Tang, Hao
;
Wang, Weiran
;
Gimpel, Kevin
;
Livescu, Karen
. - : arXiv, 2015
Abstract:
Discriminative segmental models, such as segmental conditional random fields (SCRFs) and segmental structured support vector machines (SSVMs), have had success in speech recognition via both lattice rescoring and first-pass decoding. However, such models suffer from slow decoding, hampering the use of computationally expensive features, such as segment neural networks or other high-order features. A typical solution is to use approximate decoding, either by beam pruning in a single pass or by beam pruning to generate a lattice followed by a second pass. In this work, we study discriminative segmental models trained with a hinge loss (i.e., segmental structured SVMs). We show that beam search is not suitable for learning rescoring models in this approach, though it gives good approximate decoding performance when the model is already well-trained. Instead, we consider an approach inspired by structured prediction cascades, which use max-marginal pruning to generate lattices. We obtain a high-accuracy phonetic ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/1507.06073
https://dx.doi.org/10.48550/arxiv.1507.06073
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13
Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2014
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14
Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2014
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15
Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters ...
Olutobi Owoputi
;
O'Connor, Brendan
;
Dyer, Chris
. - : Carnegie Mellon University, 2013
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16
Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters ...
Olutobi Owoputi
;
O'Connor, Brendan
;
Dyer, Chris
. - : Carnegie Mellon University, 2013
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17
Concavity and Initialization for Unsupervised Dependency Parsing ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2012
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18
Concavity and Initialization for Unsupervised Dependency Parsing ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2012
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19
Generative Models of Monolingual and Bilingual Gappy Patterns ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2011
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20
Generative Models of Monolingual and Bilingual Gappy Patterns ...
Gimpel, Kevin
;
Smith, Noah A.
. - : Carnegie Mellon University, 2011
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