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1
Synchronous Bidirectional Neural Machine Translation
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 91-105 (2019) (2019)
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2
Grammar Error Correction in Morphologically Rich Languages: The Case of Russian
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 1-17 (2019) (2019)
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3
DREAM: A Challenge Data Set and Models for Dialogue-Based Reading Comprehension
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 217-231 (2019) (2019)
Abstract: We present DREAM, the first dialogue-based multiple-choice reading comprehension data set. Collected from English as a Foreign Language examinations designed by human experts to evaluate the comprehension level of Chinese learners of English, our data set contains 10,197 multiple-choice questions for 6,444 dialogues. In contrast to existing reading comprehension data sets, DREAM is the first to focus on in-depth multi-turn multi-party dialogue understanding. DREAM is likely to present significant challenges for existing reading comprehension systems: 84% of answers are non-extractive, 85% of questions require reasoning beyond a single sentence, and 34% of questions also involve commonsense knowledge. We apply several popular neural reading comprehension models that primarily exploit surface information within the text and find them to, at best, just barely outperform a rule-based approach. We next investigate the effects of incorporating dialogue structure and different kinds of general world knowledge into both rule-based and (neural and non-neural) machine learning-based reading comprehension models. Experimental results on the DREAM data set show the effectiveness of dialogue structure and general world knowledge. DREAM is available at https://dataset.org/dream/ .
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doi.org/10.1162/tacl_a_00264
https://doaj.org/article/c7436586b70a450f9f864f20cc1da55e
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4
Ordered Tree Decomposition for HRG Rule Extraction
In: Computational Linguistics, Vol 45, Iss 2, Pp 339-379 (2019) (2019)
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5
Novel Event Detection and Classification for Historical Texts
In: Computational Linguistics, Vol 45, Iss 2, Pp 229-265 (2019) (2019)
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6
Deep Contextualized Self-training for Low Resource Dependency Parsing
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 695-713 (2019) (2019)
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7
A Sequential Matching Framework for Multi-Turn Response Selection in Retrieval-Based Chatbots
In: Computational Linguistics, Vol 45, Iss 1, Pp 163-197 (2019) (2019)
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8
A Generative Model for Punctuation in Dependency Trees
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 357-373 (2019) (2019)
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9
What You Say and How You Say it: Joint Modeling of Topics and Discourse in Microblog Conversations
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 267-281 (2019) (2019)
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10
Semantic Neural Machine Translation Using AMR
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 19-31 (2019) (2019)
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11
Natural Questions: A Benchmark for Question Answering Research
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 453-466 (2019) (2019)
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12
Syntax-aware Semantic Role Labeling without Parsing
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 343-356 (2019) (2019)
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13
Insertion-based Decoding with Automatically Inferred Generation Order
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 661-676 (2019) (2019)
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14
Morphological Analysis Using a Sequence Decoder
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 567-579 (2019) (2019)
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15
Multiattentive Recurrent Neural Network Architecture for Multilingual Readability Assessment
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 421-436 (2019) (2019)
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16
Graph Convolutional Network with Sequential Attention for Goal-Oriented Dialogue Systems
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 485-500 (2019) (2019)
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17
Evaluating Computational Language Models with Scaling Properties of Natural Language
In: Computational Linguistics, Vol 45, Iss 3, Pp 481-513 (2019) (2019)
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18
Where’s My Head? Definition, Data Set, and Models for Numeric Fused-Head Identification and Resolution
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 519-535 (2019) (2019)
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19
Complex Program Induction for Querying Knowledge Bases in the Absence of Gold Programs
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 185-200 (2019) (2019)
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20
Paraphrase-Sense-Tagged Sentences
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 714-728 (2019) (2019)
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