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Creator / Publisher:
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (1.029)
Cotterell, Ryan (8)
Neubig, Graham (8)
Ren, Xiang (8)
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Hits 1 – 20 of 1.029
1
On Homophony and Rényi Entropy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
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2
On the Role of Corpus Ordering in Language Modeling ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Lauren
;
Agrawal, Ameeta
. - : Underline Science Inc., 2021
BASE
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3
Evaluation of Unsupervised Automatic Readability Assessors Using Rank Correlations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ehara, Yo
. - : Underline Science Inc., 2021
BASE
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4
Analysis of Language Change in Collaborative Instruction Following ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Artzi, Yoav
;
Effenberger, Anna
. - : Underline Science Inc., 2021
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5
Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Sanjeev
;
Koehn, Philipp
. - : Underline Science Inc., 2021
BASE
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6
Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Wai
;
Bing, Lidong
. - : Underline Science Inc., 2021
BASE
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7
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chairatanakul, Nuttapong
;
Charoenphakdee, Nontawat
. - : Underline Science Inc., 2021
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8
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Jiang, Jing
;
Lim, Ee-Peng
. - : Underline Science Inc., 2021
BASE
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9
Automatic Bilingual Markup Transfer ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Wuebker, Joern
;
Zenkel, Thomas
. - : Underline Science Inc., 2021
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10
An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Li, Yun
;
Lu, Xinyu
. - : Underline Science Inc., 2021
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11
Challenges in Detoxifying Language Models ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Dathathri, Sumanth
;
Glaese, Amelia
. - : Underline Science Inc., 2021
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12
SD-QA: Spoken Dialectal Question Answering for the Real World ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Alam, Md Mahfuz Ibn
;
Anastasopoulos, Antonios
. - : Underline Science Inc., 2021
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13
Plan-then-Generate: Controlled Data-to-Text Generation via Planning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Nigel
;
Fang, Yimai
. - : Underline Science Inc., 2021
BASE
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14
Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gales, Mark
;
Manakul, Potsawee
. - : Underline Science Inc., 2021
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15
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Beguš, Gašper
. - : Underline Science Inc., 2021
Abstract:
This papermodels unsupervised learning of an identity-based pattern (or copying) in speech called reduplication from raw continuous data with deep convolutional neural networks. We use the ciwGAN architecture (Beguˇs, 2021a) in which learning of meaningful representations in speech emerges from a requirement that the CNNs generate informative data. We propose a technique to wug-test CNNs trained on speech and, based on four generative tests, argue that the network learns to represent an identity-based pattern in its latent space. By manipulating only two categorical variables in the latent space, we can actively turn an unreduplicated form into a reduplicated form with no other substantial changes to the output in the majority of cases.We also argue that the network extends the identity-based pattern to unobserved data. Exploration of how meaningful representations of identity-based patterns emerge in CNNs and how the latent space variables outside of the training range correlate with identity-based patterns ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/j1k8-bt45
https://underline.io/lecture/38202-identity-based-patterns-in-deep-convolutional-networks-generative-adversarial-phonology-and-reduplication
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16
Live Session - 4E: Phonology, Morphology and Word Segmentation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
. - : Underline Science Inc., 2021
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17
Signed Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Yin, Kayo
. - : Underline Science Inc., 2021
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18
Backtranslation in Neural Morphological Inflection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
BASE
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19
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Carpuat, Marine
;
Xu, Weijia
. - : Underline Science Inc., 2021
BASE
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20
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gao, Yan
;
Guo, Jiaqi
. - : Underline Science Inc., 2021
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