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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (1.029)
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Hits 1.001 – 1.020 of 1.029
1001
Grammatical Profiling for Semantic Change Detection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Giulianelli, Mario
;
Kutuzov, Andrey
. - : Underline Science Inc., 2021
BASE
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1002
Dependency Induction Through the Lens of Visual Perception ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Hao
;
Bisk, Yonatan
;
He, Junxian
;
Neubig, Graham
;
Rijhwani, Shruti
;
Su, Ruisi
;
Wang, Xinyu
. - : Underline Science Inc., 2021
Abstract:
Most previous work on grammar induction focuses on learning phrasal or dependency structure purely from text. However, because the signal provided by text alone is limited, recently introduced visually grounded syntax models make use of multimodal information leading to improved performance in constituency grammar induction. However, as compared to dependency grammars, constituency grammars do not provide a straight- forward way to incorporate visual information without enforcing language-specific heuristics. In this paper, we propose an unsupervised grammar induction model that leverages word concreteness and a structural vision-based heuristic to jointly learn constituency-structure and dependency-structure grammars. Our experiments find that concreteness is a strong indicator for learning dependency grammars, im- proving the direct attachment score (DAS) by over 50% as compared to state-of-the-art models trained on pure text. Next, we propose an extension of our model that leverages both word concreteness ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/7j5q-9w68
https://underline.io/lecture/39855-dependency-induction-through-the-lens-of-visual-perception
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1003
Towards Syntax-Aware DialogueSummarization using Multi-task Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Lee, Seolhwa
;
Lim, Heuiseok
. - : Underline Science Inc., 2021
BASE
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1004
To be Closer: Learning to Link up Aspects with Opinions ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gao, Yang
;
Jie, Zhanming
. - : Underline Science Inc., 2021
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1005
Artificial Text Detection via Examining the Topology of Attention Maps ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cherniavskii, Daniil
;
Mikhailov, Vladislav
. - : Underline Science Inc., 2021
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1006
Enlivening Redundant Heads in Multi-head Self-attention for Machine Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Zhang, Tianfu
. - : Underline Science Inc., 2021
BASE
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1007
On the Benefit of Syntactic Supervision for Cross-lingual Transfer in Semantic Role Labeling ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Zhang, Zhisong
. - : Underline Science Inc., 2021
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1008
Frequency Effects on Syntactic Rule Learning in Transformers ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Garrette, Dan
;
Linzen, Tal
. - : Underline Science Inc., 2021
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1009
CAST: Enhancing Code Summarization with Hierarchical Splitting and Reconstruction of Abstract Syntax Trees ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Shi, Ensheng
;
Wang, Yanlin
. - : Underline Science Inc., 2021
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1010
Deconstructing syntactic generalizations with minimalist grammars ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ermolaeva, Marina
. - : Underline Science Inc., 2021
BASE
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1011
Disentangling Representations of Text by Masking Transformers ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
van de Meent, Jan-willem
;
Wallace, Byron
. - : Underline Science Inc., 2021
BASE
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1012
Multiplex Graph Neural Network for Extractive Text Summarization ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Fan, Wei
;
Jing, Baoyu
. - : Underline Science Inc., 2021
BASE
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1013
On the Difficulty of Translating Free-Order Case-Marking Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bisazza, Arianna
;
Sportel, Stephan
. - : Underline Science Inc., 2021
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1014
Data Augmentation Methods for Anaphoric Zero Pronouns ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aloraini, Abdulrahman
;
Poesio, Massimo
. - : Underline Science Inc., 2021
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1015
Revisiting Pivot-Based Paraphrase Generation: Language Is Not the Only Optional Pivot ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cai, Yitao
;
Cao, Yue
. - : Underline Science Inc., 2021
BASE
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1016
Long-Range Modeling of Source Code Files with eWASH: Extended Window Access by Syntax Hierarchy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Clement, Colin
;
Drain, Dawn
. - : Underline Science Inc., 2021
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1017
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Goldberg, Yoav
;
Linzen, Tal
. - : Underline Science Inc., 2021
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1018
Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Dieuwke
;
Jia, Robin
. - : Underline Science Inc., 2021
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1019
A Data Bootstrapping Recipe for Low-Resource Multilingual Relation Classification ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Nag, Arijit
. - : Underline Science Inc., 2021
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1020
SOM-NCSCM : An Efficient Neural Chinese Sentence Compression Model Enhanced with Self-Organizing Map ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cao, Yanan
;
Cao, Cungen
. - : Underline Science Inc., 2021
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