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81
Idiomatic Expression Identification using Semantic Compatibility
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1546-1562 (2021) (2021)
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82
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 176-194 (2021) (2021)
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83
Reducing Confusion in Active Learning for Part-Of-Speech Tagging
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1-16 (2021) (2021)
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84
Differentiable Subset Pruning of Transformer Heads
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1442-1459 (2021) (2021)
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85
Compressing Large-Scale Transformer-Based Models: A Case Study on BERT
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1061-1080 (2021) (2021)
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86
Parameter Space Factorization for Zero-Shot Learning across Tasks and Languages
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 410-428 (2021) (2021)
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87
Data-to-text Generation with Macro Planning
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 510-527 (2021) (2021)
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88
Structured Self-Supervised Pretraining for Commonsense Knowledge Graph Completion
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1268-1284 (2021) (2021)
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89
RYANSQL: Recursively Applying Sketch-based Slot Fillings for Complex Text-to-SQL in Cross-Domain Databases
In: Computational Linguistics, Vol 47, Iss 2, Pp 309-332 (2021) (2021)
Abstract: AbstractText-to-SQL is the problem of converting a user question into an SQL query, when the question and database are given. In this article, we present a neural network approach called RYANSQL (Recursively Yielding Annotation Network for SQL) to solve complex Text-to-SQL tasks for cross-domain databases. Statement Position Code (SPC) is defined to transform a nested SQL query into a set of non-nested SELECT statements; a sketch-based slot-filling approach is proposed to synthesize each SELECT statement for its corresponding SPC. Additionally, two input manipulation methods are presented to improve generation performance further. RYANSQL achieved competitive result of 58.2% accuracy on the challenging Spider benchmark. At the time of submission (April 2020), RYANSQL v2, a variant of original RYANSQL, is positioned at 3rd place among all systems and 1st place among the systems not using database content with 60.6% exact matching accuracy. The source code is available at https://github.com/kakaoenterprise/RYANSQL.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doaj.org/article/a27733949d204b45bf802481b29eec11
https://doi.org/10.1162/coli_a_00403
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90
Narrative Question Answering with Cutting-Edge Open-Domain QA Techniques: A Comprehensive Study
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1032-1046 (2021) (2021)
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91
Maintaining Common Ground in Dynamic Environments
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 995-1011 (2021) (2021)
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92
Infusing Finetuning with Semantic Dependencies
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 226-242 (2021) (2021)
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93
On Generative Spoken Language Modeling from Raw Audio
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1336-1354 (2021) (2021)
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94
Pretraining the Noisy Channel Model for Task-Oriented Dialogue
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 657-674 (2021) (2021)
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95
Approximating Probabilistic Models as Weighted Finite Automata
In: Computational Linguistics, Vol 47, Iss 2, Pp 221-254 (2021) (2021)
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96
Sensitivity as a Complexity Measure for Sequence Classification Tasks
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 891-908 (2021) (2021)
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97
Unsupervised Learning of KB Queries in Task-Oriented Dialogs
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 374-390 (2021) (2021)
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98
<scp>ParsiNLU</scp>: A Suite of Language Understanding Challenges for Persian
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 1147-1162 (2021) (2021)
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99
Adaptive Semiparametric Language Models
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 362-373 (2021) (2021)
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100
Strong Equivalence of TAG and CCG
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 707-720 (2021) (2021)
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