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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (1.255)
Ji, Heng (8)
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2021 (1.252)
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63
Hits 81 – 100 of 1.255
81
How effective is BERT without word ordering? Implications for language understanding and data privacy ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hessel, Jack
;
Schofield, Alexandra
. - : Underline Science Inc., 2021
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82
GEM: Natural Language Generation, Evaluation, and Metrics - Part 4 ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
. - : Underline Science Inc., 2021
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83
The statistical advantage of automatic NLG metrics at the system level ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Jia, Robin
;
Wei, Johnny
. - : Underline Science Inc., 2021
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84
Counter-Argument Generation by Attacking Weak Premises ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Alshomary, Milad
. - : Underline Science Inc., 2021
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85
Supporting Cognitive and Emotional Empathic Writing of Students ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Handschuh, Siegfried
;
Leimeister, Jan Marco
. - : Underline Science Inc., 2021
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86
What's in the Box? An Analysis of Undesirable Content in the Common Crawl Corpus ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Luccioni, Sasha
;
Viviano, Joseph
. - : Underline Science Inc., 2021
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87
Are Pretrained Convolutions Better than Pretrained Transformers? ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Aribandi, Vamsi
;
Bahri, Dara
. - : Underline Science Inc., 2021
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88
Evaluation Examples are not Equally Informative: How should that change NLP Leaderboards? ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Jordan
;
Barrow, Joe
. - : Underline Science Inc., 2021
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89
Beyond Offline Mapping: Learning Cross-lingual Word Embeddings through Context Anchoring ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Agirre, Eneko
;
Artetxe, Mikel
. - : Underline Science Inc., 2021
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90
Hate Speech Detection Based on Sentiment Knowledge Sharing ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Zhou, Xianbing
. - : Underline Science Inc., 2021
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91
Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain Adaptation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
diao, shizhe
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.259 Abstract: Large pre-trained models such as BERT are known to improve different downstream NLP tasks, even when such a model is trained on a generic domain. Moreover, recent studies have shown that when large domain-specific corpora are available, continued pre-training on domain-specific data can further improve the performance of in-domain tasks. However, this practice requires significant domain-specific data and computational resources which may not always be available. In this paper, we aim to adapt a generic pretrained model with a relatively small amount of domain-specific data. We demonstrate that by explicitly incorporating multi-granularity information of unseen and domain-specific words via the adaptation of (word based) n-grams, the performance of a generic pretrained model can be greatly improved. Specifically, we introduce a Transformer-based Domain-aware N-gram Adaptor, T-DNA, to effectively learn and incorporate the semantic ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/yw8k-fy60
https://underline.io/lecture/25595-taming-pre-trained-language-models-with-n-gram-representations-for-low-resource-domain-adaptation
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92
Tail-to-Tail Non-Autoregressive Sequence Prediction for Chinese Grammatical Error Correction ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
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Li, Piji
;
Shi, Shuming
. - : Underline Science Inc., 2021
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93
WikiSum: Coherent Summarization Dataset for Efficient Human-Evaluation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
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., Alessandro
;
Cohen, Nachshon
. - : Underline Science Inc., 2021
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94
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Cai, Xiangrui
;
Yuan, Xiaojie
. - : Underline Science Inc., 2021
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95
How does Attention Affect the Model? ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hua, Lingyu
;
Li, Qiuchi
. - : Underline Science Inc., 2021
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96
Improve Query Focused Abstractive Summarization by Incorporating Answer Relevance ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
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Su, Dan
;
yu, volunteerTiezheng
. - : Underline Science Inc., 2021
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97
Missing Modality Imagination Network for Emotion Recognition with Uncertain Missing Modalities ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
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Jin, Qin
;
Li, Ruichen
. - : Underline Science Inc., 2021
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98
Neural Machine Translation with Monolingual Translation Memory ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Wai
;
Cai, Deng
. - : Underline Science Inc., 2021
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99
Using Meta-Knowledge Mined from Identifiers to Improve Intent Recognition in Conversational Systems ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Appel, Ana Paula
;
Candello, Heloisa
. - : Underline Science Inc., 2021
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100
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
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Jiang, Jing
;
LAN, YUNSHI
. - : Underline Science Inc., 2021
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