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1
How does the pre-training objective affect what large language models learn about linguistic properties? ...
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Automatic Identification and Classification of Bragging in Social Media ...
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3
Analyzing Online Political Advertisements ...
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4
Modeling the Severity of Complaints in Social Media ...
Jin, Mali; Aletras, Nikolaos. - : arXiv, 2021
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Translation Error Detection as Rationale Extraction ...
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Knowledge Distillation for Quality Estimation ...
Abstract: Quality Estimation (QE) is the task of automatically predicting Machine Translation quality in the absence of reference translations, making it applicable in real-time settings, such as translating online social media conversations. Recent success in QE stems from the use of multilingual pre-trained representations, where very large models lead to impressive results. However, the inference time, disk and memory requirements of such models do not allow for wide usage in the real world. Models trained on distilled pre-trained representations remain prohibitively large for many usage scenarios. We instead propose to directly transfer knowledge from a strong QE teacher model to a much smaller model with a different, shallower architecture. We show that this approach, in combination with data augmentation, leads to light-weight QE models that perform competitively with distilled pre-trained representations with 8x fewer parameters. ... : ACL Findings 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2107.00411
https://arxiv.org/abs/2107.00411
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7
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ...
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8
Analyzing Online Political Advertisements ...
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9
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification ...
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10
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience ...
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11
Modeling the Severity of Complaints in Social Media ...
NAACL 2021 2021; Aletras, Nikolaos; Jin, Mali. - : Underline Science Inc., 2021
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12
Active Learning by Acquiring Contrastive Examples ...
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13
In Factuality: Efficient Integration of Relevant Facts for Visual Question Answering ...
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14
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ...
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15
Knowledge Distillation for Quality Estimation ...
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16
Machine Extraction of Tax Laws from Legislative Texts
In: Proceedings of the Natural Legal Language Processing Workshop 2021 (2021)
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17
Point-of-Interest Type Prediction using Text and Images ...
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18
Point-of-Interest Type Prediction using Text and Images ...
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19
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction ...
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20
Knowledge distillation for quality estimation
Gajbhiye, Amit; Fomicheva, Marina; Alva-Manchego, Fernando. - : Association for Computational Linguistics, 2021
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