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Peng, Nanyun (7)
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (7)
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2021 (7)
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Simple Search
Hits 1 – 7 of 7
1
ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Baylon, Julia
;
Han, Rujun
. - : Underline Science Inc., 2021
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2
Document-level Entity-based Extraction as Template Generation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Huang, Kung-Hsiang
;
Peng, Nanyun
. - : Underline Science Inc., 2021
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3
Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chang, Kai-Wei
;
Hu, Ziniu
. - : Underline Science Inc., 2021
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4
ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Han, Rujun
;
Peng, Nanyun
. - : Underline Science Inc., 2021
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5
Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Dou, Zi-Yi
;
Peng, Nanyun
. - : Underline Science Inc., 2021
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6
Improving Zero-Shot Cross-Lingual Transfer Learning via Robust Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ahmad, Wasi Uddin
;
Chang, Kai-Wei
. - : Underline Science Inc., 2021
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7
AESOP: Paraphrase Generation with Adaptive Syntactic Control ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Ma, Xuezhe
;
Peng, Nanyun
;
Sun, Jiao
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.420/ Abstract: We propose to control paraphrase generation with carefully chosen target syntactic structures to generate more proper and higher-quality paraphrases. Our model, AESOP, leverages a pretrained language model and purposefully selected syntactical control via a retrieval-based selection module to generate fluent paraphrases. Experiments show that AESOP achieves state-of-the-art performances on semantic preservation and syntactic conformation on two benchmark datasets with ground-truth syntactic control from human-annotated exemplars. Moreover, with the retrieval-based target syntax selection module, AESOP generates paraphrases with even better qualities than the current best model using human-annotated target syntactic parses according to human evaluation. We further demonstrate the effectiveness of AESOP to improve classification models' robustness to syntactic perturbation by data augmentation on two GLUE tasks. ...
Keyword:
Computational Linguistics
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://underline.io/lecture/37911-aesop-paraphrase-generation-with-adaptive-syntactic-control
https://dx.doi.org/10.48448/4d09-em33
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