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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)
Abstract: AbstractRecent advancements in open-domain question answering (ODQA), that is, finding answers from large open-domain corpus like Wikipedia, have led to human-level performance on many datasets. However, progress in QA over book stories (Book QA) lags despite its similar task formulation to ODQA. This work provides a comprehensive and quantitative analysis about the difficulty of Book QA: (1) We benchmark the research on the NarrativeQA dataset with extensive experiments with cutting-edge ODQA techniques. This quantifies the challenges Book QA poses, as well as advances the published state-of-the-art with a ∼7% absolute improvement on ROUGE-L. (2) We further analyze the detailed challenges in Book QA through human studies.1 Our findings indicate that the event-centric questions dominate this task, which exemplifies the inability of existing QA models to handle event-oriented scenarios.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doaj.org/article/90ab5d78adc244699c6ea23644afc966
https://doi.org/10.1162/tacl_a_00411
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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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