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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (957)
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Hits 1 – 20 of 957
1
Jibes & Delights: A Dataset of Targeted Insults and Compliments to Tackle Online Abuse ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Mamidi, Radhika
;
Pant, Kartikey
. - : Underline Science Inc., 2022
BASE
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2
Bird’s Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hou, Yifan
;
Sachan, Mrinmaya
. - : Underline Science Inc., 2022
BASE
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3
Correcting Chinese Spelling Errors with Phonetic Pre-training ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
He, Zhongjun
;
Pang, Chao
. - : Underline Science Inc., 2021
BASE
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4
PLOME: Pre-training with Misspelled Knowledge for Chinese Spelling Correction ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Liu, Shulin
. - : Underline Science Inc., 2021
BASE
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5
Including Signed Languages in Natural Language Processing ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Alikhani, Malihe
;
Goldberg, Yoav
. - : Underline Science Inc., 2021
BASE
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6
When is Char Better Than Subword: A Systematic Study of Segmentation Algorithms for Neural Machine Translation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Chen, Jiajun
;
Dai, Xinyu
. - : Underline Science Inc., 2021
BASE
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7
To POS Tag or Not to POS Tag: The Impact of POS Tags on Morphological Learning in Low-Resource Settings ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
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8
Superbizarre Is Not Superb: Derivational Morphology Improves BERT's Interpretation of Complex Words ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Hinrich
;
Hofmann, Valentin
;
Pierrehumbert, Janet B.
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.279 Abstract: How does the input segmentation of pretrained language models (PLMs) affect their interpretations of complex words? We present the first study investigating this question, taking BERT as the example PLM and focusing on its semantic representations of English derivatives. We show that PLMs can be interpreted as serial dual-route models, i.e., the meanings of complex words are either stored or else need to be computed from the subwords, which implies that maximally meaningful input tokens should allow for the best generalization on new words. This hypothesis is confirmed by a series of semantic probing tasks on which DelBERT (Derivation leveraging BERT), a model with derivational input segmentation, substantially outperforms BERT with WordPiece segmentation. Our results suggest that the generalization capabilities of PLMs could be further improved if a morphologically-informed vocabulary of input tokens were used. ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Morphology
;
Neural Network
;
Semantics
URL:
https://underline.io/lecture/25622-superbizarre-is-not-superb-derivational-morphology-improves-bert's-interpretation-of-complex-words
https://dx.doi.org/10.48448/0kb6-8w78
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9
LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Cao, Pengfei
;
Chen, Yuguang
. - : Underline Science Inc., 2021
BASE
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10
Quotation Recommendation and Interpretation Based on Transformation from Queries to Quotations ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Wang, Lingzhi
;
Wong, Kam-Fai
. - : Underline Science Inc., 2021
BASE
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11
How Did This Get Funded?! Automatically Identifying Quirky Scientific Achievements ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Shani, Chen
. - : Underline Science Inc., 2021
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12
Minimax and Neyman–Pearson Meta-Learning for Outlier Languages ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Aralikatte, Rahul
;
Maria Ponti, Edoardo
. - : Underline Science Inc., 2021
BASE
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13
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Ding, Ning
;
Wang, Dong
. - : Underline Science Inc., 2021
BASE
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14
Towards Protecting Vital Healthcare Programs by Extracting Actionable Knowledge from Policy ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
., Marco Luca
;
Brady, sebrady3@ie.ibm.com
. - : Underline Science Inc., 2021
BASE
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15
DYPLOC: Dynamic Planning of Content Using Mixed Language Models for Text Generation ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Hua, Xinyu
;
Sreevatsa, Ashwin
. - : Underline Science Inc., 2021
BASE
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16
Automated Concatenation of Embeddings for Structured Prediction ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Wang, Xinyu
. - : Underline Science Inc., 2021
BASE
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17
QASR: QCRI Aljazeera Speech Resource A Large Scale Annotated Arabic Speech Corpus ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Ali, Ahmed
;
Chowdhury, Shammur
. - : Underline Science Inc., 2021
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18
Code Generation from Natural Language with Less Prior Knowledge and More Monolingual Data ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Cao, Yanshuai
;
Norouzi, Sajad
. - : Underline Science Inc., 2021
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19
Learning Disentangled Latent Topics for Twitter Rumour Veracity Classification ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Dougrez-Lewis, John
;
He , Yulan
. - : Underline Science Inc., 2021
BASE
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20
Scaling Within Document Coreference to Long Texts ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
McCallum, Andrew
;
Monath, Nicholas
. - : Underline Science Inc., 2021
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