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Home / Proceedings / Proceedings of the International AAAI Conference on Web and Social Media

Overcoming Language Disparity in Online Content Classification with Multimodal Learning

February 1, 2023

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Authors

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar

Georgia Institute of Technology,Georgia Institute of Technology,Georgia Institute of Technology,Georgia Institute of Technology,Georgia Institute of Technology


DOI:

10.1609/icwsm.v16i1.19356


Abstract:

Advances in Natural Language Processing (NLP) have revolutionized the way researchers and practitioners address crucial societal problems. Large language models are now the standard to develop state-of-the-art solutions for text detection and classification tasks. However, the development of advanced computational techniques and resources is disproportionately focused on the English language, sidelining a majority of the languages spoken globally. While existing research has developed better multilingual and monolingual language models to bridge this language disparity between English and non-English languages, we explore the promise of incorporating the information contained in images via multimodal machine learning. Our comparative analyses on three detection tasks focusing on crisis information, fake news, and emotion recognition, as well as five high-resource non-English languages, demonstrate that: (a) detection frameworks based on pre-trained large language models like BERT and multilingual-BERT systematically perform better on the English language compared against non-English languages, and (b) including images via multimodal learning bridges this performance gap. We situate our findings with respect to existing work on the pitfalls of large language models, and discuss their theoretical and practical implications.

Topics: ICWSM

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HOW TO CITE:

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar Overcoming Language Disparity in Online Content Classification with Multimodal Learning Proceedings of the International AAAI Conference on Web and Social Media (2022) 1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar Overcoming Language Disparity in Online Content Classification with Multimodal Learning ICWSM 2022, 1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar (2022). Overcoming Language Disparity in Online Content Classification with Multimodal Learning. Proceedings of the International AAAI Conference on Web and Social Media, 1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. Overcoming Language Disparity in Online Content Classification with Multimodal Learning. Proceedings of the International AAAI Conference on Web and Social Media 2022 p.1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. 2022. Overcoming Language Disparity in Online Content Classification with Multimodal Learning. "Proceedings of the International AAAI Conference on Web and Social Media". 1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. (2022) "Overcoming Language Disparity in Online Content Classification with Multimodal Learning", Proceedings of the International AAAI Conference on Web and Social Media, p.1040-1051

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar, "Overcoming Language Disparity in Online Content Classification with Multimodal Learning", ICWSM, p.1040-1051, 2022.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. "Overcoming Language Disparity in Online Content Classification with Multimodal Learning". Proceedings of the International AAAI Conference on Web and Social Media, 2022, p.1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. "Overcoming Language Disparity in Online Content Classification with Multimodal Learning". Proceedings of the International AAAI Conference on Web and Social Media, (2022): 1040-1051.

Gaurav Verma,Rohit Mujumdar,Zijie J. Wang,Munmun De Choudhury,Srijan Kumar. Overcoming Language Disparity in Online Content Classification with Multimodal Learning. ICWSM[Internet]. 2022[cited 2023]; 1040-1051.


ISSN: 2334-0770


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