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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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5
Translation Error Detection as Rationale Extraction ...
Abstract: Recent Quality Estimation (QE) models based on multilingual pre-trained representations have achieved very competitive results when predicting the overall quality of translated sentences. Predicting translation errors, i.e. detecting specifically which words are incorrect, is a more challenging task, especially with limited amounts of training data. We hypothesize that, not unlike humans, successful QE models rely on translation errors to predict overall sentence quality. By exploring a set of feature attribution methods that assign relevance scores to the inputs to explain model predictions, we study the behaviour of state-of-the-art sentence-level QE models and show that explanations (i.e. rationales) extracted from these models can indeed be used to detect translation errors. We therefore (i) introduce a novel semi-supervised method for word-level QE and (ii) propose to use the QE task as a new benchmark for evaluating the plausibility of feature attribution, i.e. how interpretable model explanations are ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2108.12197
https://dx.doi.org/10.48550/arxiv.2108.12197
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6
Knowledge Distillation for Quality Estimation ...
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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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