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Hits 1 – 20 of 28
1
How does the pre-training objective affect what large language models learn about linguistic properties? ...
Alajrami, Ahmed
;
Aletras, Nikolaos
. - : arXiv, 2022
BASE
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2
Automatic Identification and Classification of Bragging in Social Media ...
Jin, Mali
;
Preoţiuc-Pietro, Daniel
;
Doğruöz, A. Seza
. - : arXiv, 2022
BASE
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3
Analyzing Online Political Advertisements ...
Villegas, Danae Sánchez
;
Mokaram, Saeid
;
Aletras, Nikolaos
. - : arXiv, 2021
BASE
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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 ...
Fomicheva, Marina
;
Specia, Lucia
;
Aletras, Nikolaos
. - : arXiv, 2021
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 ...
Gajbhiye, Amit
;
Fomicheva, Marina
;
Alva-Manchego, Fernando
. - : arXiv, 2021
BASE
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7
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ...
Yamaguchi, Atsuki
;
Chrysostomou, George
;
Margatina, Katerina
. - : arXiv, 2021
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8
Analyzing Online Political Advertisements ...
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
;
Aletras, Nikolaos
;
Mokaram, Saeid
. - : Underline Science Inc., 2021
BASE
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9
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text 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
;
Aletras, Nikolaos
;
Chrysostomou, George
. - : Underline Science Inc., 2021
BASE
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10
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aletras, Nikolaos
;
Chrysostomou, George
. - : Underline Science Inc., 2021
BASE
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11
Modeling the Severity of Complaints in Social Media ...
NAACL 2021 2021
;
Aletras, Nikolaos
;
Jin, Mali
. - : Underline Science Inc., 2021
BASE
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12
Active Learning by Acquiring Contrastive Examples ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aletras, Nikolaos
;
Barrault, Loïc
. - : Underline Science Inc., 2021
BASE
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13
In Factuality: Efficient Integration of Relevant Facts for Visual Question Answering ...
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
;
Aletras, Nikolaos
;
Barrault, Loïc
. - : Underline Science Inc., 2021
BASE
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14
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aletras, Nikolaos
;
Chrysostomou, George
. - : Underline Science Inc., 2021
BASE
Show details
15
Knowledge Distillation for Quality Estimation ...
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
;
Aletras, Nikolaos
;
Alva-Manchego, Fernando
. - : Underline Science Inc., 2021
BASE
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16
Machine Extraction of Tax Laws from Legislative Texts
Han, Luyang
;
Guillot, Malka
;
Ash, Elliott
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 ...
Villegas, Danae Sánchez
;
Aletras, Nikolaos
. - : arXiv, 2021
BASE
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18
Point-of-Interest Type Prediction using Text and Images ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aletras, Nikolaos
;
Sanchez Villegas, Danae
. - : Underline Science Inc., 2021
BASE
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19
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Aletras, Nikolaos
;
Mensah, Samuel
. - : Underline Science Inc., 2021
BASE
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20
Knowledge distillation for quality estimation
Gajbhiye, Amit
;
Fomicheva, Marina
;
Alva-Manchego, Fernando
. - : Association for Computational Linguistics, 2021
BASE
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