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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 ...
Abstract: Bragging is a speech act employed with the goal of constructing a favorable self-image through positive statements about oneself. It is widespread in daily communication and especially popular in social media, where users aim to build a positive image of their persona directly or indirectly. In this paper, we present the first large scale study of bragging in computational linguistics, building on previous research in linguistics and pragmatics. To facilitate this, we introduce a new publicly available data set of tweets annotated for bragging and their types. We empirically evaluate different transformer-based models injected with linguistic information in (a) binary bragging classification, i.e., if tweets contain bragging statements or not; and (b) multi-class bragging type prediction including not bragging. Our results show that our models can predict bragging with macro F1 up to 72.42 and 35.95 in the binary and multi-class classification tasks respectively. Finally, we present an extensive linguistic ... : Accepted at ACL 2022 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2203.05840
https://arxiv.org/abs/2203.05840
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Analyzing Online Political Advertisements ...
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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 ...
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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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Active Learning by Acquiring Contrastive Examples ...
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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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Point-of-Interest Type Prediction using Text and Images ...
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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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