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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (830)
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2021 (830)
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Hits 21 – 40 of 830
21
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Liu, Ruixuan
;
Sun, Guangzhong
. - : Underline Science Inc., 2021
BASE
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22
Characterizing Test Anxiety on Social Media ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Julka, Esha
;
Kowalishin, Olivia
. - : Underline Science Inc., 2021
BASE
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23
Not All Negatives are Equal: Label-Aware Contrastive Loss for Fine-grained Text Classification ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ong, Desmond
;
Suresh, Varsha
. - : Underline Science Inc., 2021
BASE
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24
Improving Graph-based Sentence Ordering with Iteratively Predicted Pairwise Orderings ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Lai, Shaopeng
. - : Underline Science Inc., 2021
BASE
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25
Contrastive Code Representation Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jain, Ajay
;
Jain, Paras
. - : Underline Science Inc., 2021
BASE
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26
Machine Translation Decoding beyond Beam Search ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Alayrac, Jean-Baptiste
;
Antonoglou, Ioannis
. - : Underline Science Inc., 2021
BASE
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27
Unsupervised Multi-View Post-OCR Error Correction With Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Brenner, Eliot
;
Broscheit, Samuel
. - : Underline Science Inc., 2021
BASE
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28
AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ding, Haoran
;
Luo, Xiao
. - : Underline Science Inc., 2021
BASE
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29
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Vlado
;
Fang, Meng
. - : Underline Science Inc., 2021
BASE
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30
Multi-granularity Textual Adversarial Attack with Behavior Cloning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yangyi
;
su, jin
;
Wei, Wei
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.371/ Abstract: Existing works have obvious deficiencies. (1) They usually consider only a single granularity of modification strategies (e.g. word-level or sentence-level), which is insufficient to explore the holistic textual space for generation; (2) They need to query victim models hundreds of times to make a successful attack, which is highly inefficient in practice. We propose MAYA, a Multi-grAnularitY Attack model to effectively generate high-quality adversarial samples with fewer queries to victim models. Furthermore, we propose a reinforcement-learning based method to train a multi-granularity attack agent through behavior cloning with the expert knowledge from our MAYA algorithm to further reduce the query times. Additionally, we also adapt the agent to attack black-box models that only output labels without confidence scores. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://underline.io/lecture/37485-multi-granularity-textual-adversarial-attack-with-behavior-cloning
https://dx.doi.org/10.48448/xy82-2s58
BASE
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31
Automatic Fact-Checking with Document-level Annotations using BERT and Multiple Instance Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Park, Joonsuk
;
Sathe, Aalok
. - : Underline Science Inc., 2021
BASE
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32
Towards the Early Detection of Child Predators in Chat Rooms: A BERT-based Approach ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Kumbale, Sinchana
;
Singh, Smriti
. - : Underline Science Inc., 2021
BASE
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33
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Iryna
;
Reimers, Nils
. - : Underline Science Inc., 2021
BASE
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34
WebSRC: A Dataset for Web-Based Structural Reading Comprehension ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Xingyu
. - : Underline Science Inc., 2021
BASE
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35
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Wen, Yingpeng
;
Xiao, Nong
. - : Underline Science Inc., 2021
BASE
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36
Semantic Categorization of Social Knowledge for Commonsense Question Answering ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Wang, Gengyu
. - : Underline Science Inc., 2021
BASE
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37
Pre-train or Annotate? Domain Adaptation with a Constrained Budget ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bai, Fan
;
Ritter, Alan
. - : Underline Science Inc., 2021
BASE
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38
Corpus-based Open-Domain Event Type Induction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Shen, Jiaming
. - : Underline Science Inc., 2021
BASE
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39
Learning with Different Amounts of Annotation: From Zero to Many Labels ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Eunsol
;
Gong, Chengyue
. - : Underline Science Inc., 2021
BASE
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40
Extracting Event Temporal Relations via Hyperbolic Geometry ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Tan, Xingwei
. - : Underline Science Inc., 2021
BASE
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