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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)
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63
Hits 61 – 80 of 1.255
61
AND does not mean OR: Using Formal Languages to Study Language Models’ Representations ...
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
;
Feiman, Roman
;
Pavlick, Ellie
. - : Underline Science Inc., 2021
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62
Constructing Multi-Modal Dialogue Dataset by Replacing Text with Semantically Relevant Images ...
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
;
Choi, Ho-jin
;
Choi, Ho-Jin
. - : Underline Science Inc., 2021
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63
Bird’s Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach ...
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
;
Hou, Yifan
;
Sachan, Mrinmaya
. - : Underline Science Inc., 2021
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64
Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search ...
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
;
Cho, Kyunghyun
;
Kim, Gyuwan
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.508 Abstract: Despite transformers' impressive accuracy, their computational cost is often prohibitive to use with limited computational resources. Most previous approaches to improve inference efficiency require a separate model for each possible computational budget. In this paper, we extend PoWER-BERT (Goyal et al., 2020) and propose Length-Adaptive Transformer that can be used for various inference scenarios after one-shot training. We train a transformer with LengthDrop, a structural variant of dropout, which stochastically determines a sequence length at each layer. We then conduct a multi-objective evolutionary search to find a length configuration that maximizes the accuracy and minimizes the efficiency metric under any given computational budget. Additionally, we significantly extend the applicability of PoWER-BERT beyond sequence-level classification into token-level classification with Drop-and-Restore process that drops word-vectors ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
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Electromagnetism
;
FOS Physical sciences
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Information and Knowledge Engineering
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Neural Network
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Semantics
URL:
https://dx.doi.org/10.48448/y1fy-pq43
https://underline.io/lecture/25729-length-adaptive-transformer-train-once-with-length-drop,-use-anytime-with-search
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65
DALC: the Dutch Abusive Language 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
;
Caselli, Tommaso
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Leistra, Folkert
. - : Underline Science Inc., 2021
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66
Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity Recognition ...
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
;
Zhang, Xin
. - : Underline Science Inc., 2021
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67
VL-BERT+: Detecting Protected Groups in Hateful Multimodal Memes ...
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
;
Aggarwal, Piush
;
Gold, Darina
. - : Underline Science Inc., 2021
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68
Attention-based Contextual Language Model Adaptation for Speech Recognition ...
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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Bulkyo, Ivan
;
Diehl Martinez, Richard
. - : Underline Science Inc., 2021
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69
Human-in-the-Loop for Data Collection: a Multi-Target Counter Narrative Dataset to Fight Online Hate Speech ...
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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Bonaldi, Helena
;
Fanton, Margherita
. - : Underline Science Inc., 2021
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70
ERICA: Improving Entity and Relation Understanding for Pre-trained Language Models via Contrastive Learning ...
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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Qin, Yujia
. - : Underline Science Inc., 2021
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71
LUX (Linguistic aspects Under eXamination): Discourse Analysis for Automatic Fake News Classification ...
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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Azevedo, Lucas
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d'Aquin, Mathieu
. - : Underline Science Inc., 2021
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72
Are VQA Systems RAD? Measuring Robustness to Augmented Data with Focused Interventions ...
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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Feder, Amir
;
Gat, Itai
. - : Underline Science Inc., 2021
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73
Evidence-based Factual 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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Throne, James
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Vlachos, Andreas
. - : Underline Science Inc., 2021
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74
SemEval-2021 Task 6: Detection of Persuasion Techniques in Texts and Images ...
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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Alam, Firoj
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Bin Ali, Bishr
. - : Underline Science Inc., 2021
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75
A DQN-based Approach to Finding Precise Evidences for Fact Verification ...
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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Chen, Haicheng
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Du, Jianfeng
. - : Underline Science Inc., 2021
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76
Embedding Time Differences in Context-sensitive Neural Networks for Learning Time to Event ...
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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Amiri, Hadi
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Dehghani, Nazanin
. - : Underline Science Inc., 2021
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77
A Span-based Dynamic Local Attention Model for Sequential Sentence Classification ...
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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Shang, Xichen
. - : Underline Science Inc., 2021
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78
Learning from the Worst: Dynamically Generated Datasets to Improve Online Hate Detection ...
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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Kiela, Douwe
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Talat, Zeerak
. - : Underline Science Inc., 2021
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79
2A: Sentiment Analysis, Stylistic Analysis, and Argument Mining #1 ...
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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80
On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic 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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Zhang, Wei
. - : Underline Science Inc., 2021
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