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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 (1.423)
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72
Hits 21 – 40 of 1.423
21
HIT - A Hierarchically Fused Deep Attention Network for Robust Code-mixed Language Representation ...
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
;
Akhtar, Md Shad
;
Bhattacharjee, Sourabh
. - : Underline Science Inc., 2021
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22
Minimally-Supervised Morphological Segmentation using Adaptor Grammars with Linguistic Priors ...
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
;
Callejas, Francesca
;
Eskander, Ramy
. - : Underline Science Inc., 2021
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23
Bridging Subword Gaps in Pretrain-Finetune Paradigm for Natural Language 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
;
., Baosong
;
Liu, Xin
. - : Underline Science Inc., 2021
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24
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
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25
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
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26
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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27
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
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28
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
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29
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
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30
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
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31
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
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32
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
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Ali, Ahmed
;
Chowdhury, Shammur
. - : Underline Science Inc., 2021
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33
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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34
On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers ...
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
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Balasubramanian, Niranjan
;
Ferdman, Michael
. - : Underline Science Inc., 2021
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35
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
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36
Sequence Models for Computational Etymology of Borrowings ...
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
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Duh, Kevin
;
Wu, Winston
. - : Underline Science Inc., 2021
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37
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
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McCallum, Andrew
;
Monath, Nicholas
. - : Underline Science Inc., 2021
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38
How to Split: the Effect of Word Segmentation on Gender Bias in Speech 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
;
., Matteo
;
Bentivogli, Luisa
. - : Underline Science Inc., 2021
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39
Prefix-Tuning: Optimizing Continuous Prompts for 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
;
Li, Xiang
;
Liang, Percy
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.353 Abstract: Fine-tuning is the de facto way of leveraging large pretrained language models for downstream tasks. However, fine-tuning modifies all the language model parameters and therefore necessitates storing a full copy for each task. In this paper, we propose prefix-tuning, a lightweight alternative to fine-tuning for natural language generation tasks, which keeps language model parameters frozen and instead optimizes a sequence of continuous task-specific vectors, which we call the prefix. Prefix-tuning draws inspiration from prompting for language models, allowing subsequent tokens to attend to this prefix as if it were “virtual tokens”. We apply prefix-tuning to GPT-2 for table-to-text generation and to BART for summarization. We show that by learning only 0.1% of the parameters, prefix-tuning obtains comparable performance in the full data setting, outperforms fine-tuning in low-data settings, and extrapolates better to examples with topics ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/z7ch-6y05
https://underline.io/lecture/26070-prefix-tuning-optimizing-continuous-prompts-for-generation
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40
Chase: A Large-Scale and Pragmatic Chinese Dataset for Cross-Database Context-Dependent Text-to-SQL ...
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
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Fan, mingfan@mail.xjtu.edu.cn
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Guo, Jiaqi
. - : Underline Science Inc., 2021
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