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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)
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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)
Abstract: AbstractDirect decoding for task-oriented dialogue is known to suffer from the explaining-away effect, manifested in models that prefer short and generic responses. Here we argue for the use of Bayes’ theorem to factorize the dialogue task into two models, the distribution of the context given the response, and the prior for the response itself. This approach, an instantiation of the noisy channel model, both mitigates the explaining-away effect and allows the principled incorporation of large pretrained models for the response prior. We present extensive experiments showing that a noisy channel model decodes better responses compared to direct decoding and that a two-stage pretraining strategy, employing both open-domain and task-oriented dialogue data, improves over randomly initialized models.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doaj.org/article/9ca014b697b645cea70ef3bfd17f8060
https://doi.org/10.1162/tacl_a_00390
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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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