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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (830)
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Hits 61 – 80 of 830
61
How to Train BERT with an Academic Budget ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Berchansky, Moshe
;
Izsak, Peter
. - : Underline Science Inc., 2021
BASE
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62
Improving Span Representation for Domain-adapted Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Field, Anjalie
;
Gandhi, Nupoor
. - : Underline Science Inc., 2021
BASE
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63
Temporal Adaptation of BERT and Performance on Downstream Document Classification: Insights from Social Media ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
. - : Underline Science Inc., 2021
BASE
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64
An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yi
. - : Underline Science Inc., 2021
BASE
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65
Looking for Confirmations: An Effective and Human-Like Visual Dialogue Strategy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bernardi, Raffaella
;
Testoni, Alberto
. - : Underline Science Inc., 2021
BASE
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66
MRF-Chat: Improving Dialogue with Markov Random Fields ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Grover, Ishaan
;
Huggins, Matthew
. - : Underline Science Inc., 2021
BASE
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67
Exploring Metaphoric Paraphrase Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Stowe, Kevin
. - : Underline Science Inc., 2021
BASE
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68
CrossVQA: Scalably Generating Benchmarks for Systematically Testing VQA Generalization ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Piyush
;
Akula, Arjun
. - : Underline Science Inc., 2021
BASE
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69
Latent Hatred: A Benchmark for Understanding Implicit Hate Speech ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Anupindi, Vaishnavi
;
De Choudhury, Munmun
. - : Underline Science Inc., 2021
BASE
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70
HypMix: Hyperbolic Interpolative Data Augmentation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Agarwal, Shivam
;
Flek, Lucie
. - : Underline Science Inc., 2021
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71
STaCK: Sentence Ordering with Temporal Commonsense Knowledge ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ghosal, Deepanway
;
Majumder, Navonil
. - : Underline Science Inc., 2021
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72
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bansal, Mohit
;
Bauer, Lisa
. - : Underline Science Inc., 2021
BASE
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73
Weakly supervised discourse segmentation for multiparty oral conversations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ferrané, Isabelle
;
Gravellier, Lila
. - : Underline Science Inc., 2021
BASE
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74
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chang, Kai-Wei
;
Hsieh, Cho-Jui
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Li, Zongyi
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Li, Linyang
;
Xu, Jianhan
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Zeng, Jiehang
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Zhang, Qi
;
Zheng, Xiaoqing
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.251/ Abstract: Recent studies have shown that deep neural network-based models are vulnerable to intentionally crafted adversarial examples, and various methods have been proposed to defend against adversarial word-substitution attacks for neural NLP models. However, there is a lack of systematic study on comparing different defense approaches under the same attacking setting. In this paper, we seek to fill the gap through comprehensive studies on the behavior of neural text classifiers trained with various defense methods against representative adversarial attacks. In addition, we propose an effective method to further improve the robustness of neural text classifiers against such attacks, and achieved the highest accuracy on both clean and adversarial examples on AGNEWS and IMDB datasets, outperforming existing methods by a significant margin. We hope this study could provide useful clues for future research on text adversarial defense. Codes ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
;
Neural Network
URL:
https://dx.doi.org/10.48448/tmch-e809
https://underline.io/lecture/38025-searching-for-an-effective-defender-benchmarking-defense-against-adversarial-word-substitution
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75
Progressively Guide to Attend: An Iterative Alignment Framework for Temporal Sentence Grounding ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Liu, Daizong
;
Qu, Xiaoye
. - : Underline Science Inc., 2021
BASE
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76
Knowledge Enhanced Fine-Tuning for Better Handling Unseen Entities in Dialogue Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cui, Leyang
;
Liu, Shujie
. - : Underline Science Inc., 2021
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77
STANKER: Stacking Network based on Level-grained Attention-masked BERT for Rumor Detection on Social Media ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jiang, Zhihua
;
Li, Ran
. - : Underline Science Inc., 2021
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78
IndoNLG: Benchmark and Resources for Evaluating Indonesian Natural Language Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Sebastian
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Bahar, Syafri
. - : Underline Science Inc., 2021
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79
SYSML: StYlometry with Structure and Multitask Learning: Implications for Darknet Forum Migrant Analysis ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Maneriker, Pranav
. - : Underline Science Inc., 2021
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80
Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion Causes ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Kim, Hyunwoo
;
Kim, Gunhee
. - : Underline Science Inc., 2021
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