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1
On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queries ...
Abstract: Large-scale semantic parsing datasets annotated with logical forms have enabled major advances in supervised approaches. But can richer supervision help even more? To explore the utility of fine-grained, lexical-level supervision, we introduce Squall, a dataset that enriches 11,276 WikiTableQuestions English-language questions with manually created SQL equivalents plus alignments between SQL and question fragments. Our annotation enables new training possibilities for encoder-decoder models, including approaches from machine translation previously precluded by the absence of alignments. We propose and test two methods: (1) supervised attention; (2) adopting an auxiliary objective of disambiguating references in the input queries to table columns. In 5-fold cross validation, these strategies improve over strong baselines by 4.4% execution accuracy. Oracle experiments suggest that annotated alignments can support further accuracy gains of up to 23.9%. ... : Findings of ACL: EMNLP 2020 ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; I.2.7
URL: https://dx.doi.org/10.48550/arxiv.2010.11246
https://arxiv.org/abs/2010.11246
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2
Global Voices: Crossing Borders in Automatic News Summarization ...
Nguyen, Khanh; Daumé, Hal. - : arXiv, 2019
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3
Toward Gender-Inclusive Coreference Resolution ...
Cao, Yang Trista; Daumé, Hal. - : arXiv, 2019
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4
Towards Linguistically Generalizable NLP Systems: A Workshop and Shared Task ...
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5
Discourse-Level Language Understanding with Deep Learning
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6
Predicting the impact of scientific concepts using full‐text features
McKeown, Kathy; Daume, Hal; Chaturvedi, Snigdha. - : Association for Computational Linguistics, 2016. : Wiley Periodicals, Inc., 2016
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7
Modeling Dynamic Relationships Between Characters in Literary Novels ...
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8
Integrating a Discriminative Classifier into Phrase-based and Hierarchical Decoding
In: The Prague bulletin of mathematical linguistics. - Praha : Univ. (2014) 101, 29-42
OLC Linguistik
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9
Improving performance of natural language processing part-of-speech tagging on clinical narratives through domain adaptation
Ferraro, Jeffrey P; Daumé, Hal; DuVall, Scott L. - : BMJ Publishing Group Ltd, 2013
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10
Computational methods are invaluable for typology, but the models must match the questions : [the universals debate, apropos of Dunn, Greenhill, Levinson & Gray 2011]
In: Linguistic typology. - Berlin [u.a.] : Mouton de Gruyter 15 (2011) 2, 393-399
BLLDB
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11
Non-Parametric Bayesian Areal Linguistics ...
Daumé, Hal. - : arXiv, 2009
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12
Induction of Word and Phrase Alignments for Automatic Document Summarization ...
Daumé, Hal; Marcu, Daniel. - : arXiv, 2009
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13
A Bayesian Model for Discovering Typological Implications ...
Daumé, Hal; Campbell, Lyle. - : arXiv, 2009
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14
Induction of word and phrase alignments for automatic document summarization
In: Computational linguistics. - Cambridge, Mass. : MIT Press 31 (2005) 4, 505-530
BLLDB
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15
Book Review, Inderjeet Mani: Automatic Summarization, John Benjamins Publishing Co., Amsterdam, The Netherlands, 2001, xi + 286pp.
In: Machine translation. - Dordrecht [u.a.] : Springer Science + Business Media 18 (2003) 4, 343-348
OLC Linguistik
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