UVCE-IIITT@DravidianLangTech-EACL2021: Tamil Troll Meme Classification: You need to Pay more Attention
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Abstract (arXiv)
Tamil is a Dravidian language that is commonly used and spoken in the southern part of Asia. In the era of social media, memes have been a fun moment in the day-to-day life of people. Here, we try to analyze the true meaning of Tamil memes by categorizing them as troll and non-troll. We propose an ingenious model comprising of a transformer-transformer architecture that tries to attain state-of-the-art by using attention as its main component. The dataset consists of troll and non-troll images with their captions as text. The task is a binary classification task. The objective of the model is to pay more attention to the extracted features and to ignore the noise in both images and text.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 6 of its 30 references that are in the map. First posted on arXiv 19 Apr 2021.
Builds on
6 of 30 references.
References · 6
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- 2019How multilingual is Multilingual BERT?cited by 642
- 2020Corpus Creation for Sentiment Analysis in Code-Mixed Tamil-English Textcited by 67
- 2020A Sentiment Analysis Dataset for Code-Mixed Malayalam-Englishcited by 50
- 2018Multimodal Sentiment Analysis To Explore the Structure of Emotionscited by 19
Built on by
Citing papers per year: 2021: 3; 2022: 2.
5 papers.
- 2022Hate-CLIPper: Multimodal Hateful Meme Classification based on Cross-modal Interaction of CLIP Featurescited by 55
- 2021Do Images really do the Talking? Analysing the significance of Images in Tamil Troll meme classificationcited by 6
- 2021Offensive Language Identification in Low-resourced Code-mixed Dravidian languages using Pseudo-labelingcited by 6
- 2021Attentive fine-tuning of Transformers for Translation of low-resourced languages @LoResMT 2021cited by 4
- 2022TeamX@DravidianLangTech-ACL2022: A Comparative Analysis for Troll-Based Meme Classificationcited by 1
- 2022Hate-CLIPper: Multimodal Hateful Meme Classification based on Cross-modal Interaction of CLIP Features12 Oct 2022
- 2022TeamX@DravidianLangTech-ACL2022: A Comparative Analysis for Troll-Based Meme Classification9 May 2022
- 2021Offensive Language Identification in Low-resourced Code-mixed Dravidian languages using Pseudo-labeling27 Aug 2021
- 2021Attentive fine-tuning of Transformers for Translation of low-resourced languages @LoResMT 202119 Aug 2021
- 2021Do Images really do the Talking? Analysing the significance of Images in Tamil Troll meme classification9 Aug 2021