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7. Converging Dimensions: Information Extraction and Summarization through Multisource, Multimodal, and Multilingual Fusion

Author

Janjani, Pranav, Palan, Mayank, Shirude, Sarvesh, Shegokar, Ninad, Kumar, Sunny, and Kazi, Faruk

Subjects
Computer Science - Artificial Intelligence, Computer Science - Information Retrieval
Abstract

Recent advances in large language models (LLMs) have led to new summarization strategies, offering an extensive toolkit for extracting important information. However, these approaches are frequently limited by their reliance on isolated sources of data. The amount of information that can be gathered is limited and covers a smaller range of themes, which introduces the possibility of falsified content and limited support for multilingual and multimodal data. The paper proposes a novel approach to summarization that tackles such challenges by utilizing the strength of multiple sources to deliver a more exhaustive and informative understanding of intricate topics. The research progresses beyond conventional, unimodal sources such as text documents and integrates a more diverse range of data, including YouTube playlists, pre-prints, and Wikipedia pages. The aforementioned varied sources are then converted into a unified textual representation, enabling a more holistic analysis. This multifaceted approach to summary generation empowers us to extract pertinent information from a wider array of sources. The primary tenet of this approach is to maximize information gain while minimizing information overlap and maintaining a high level of informativeness, which encourages the generation of highly coherent summaries., Comment: 11 pages, 3 figures

Published
2024

16. Analysis and Control of Dual Active Bridge Converter for Vehicle to Load Application in Electric Vehicle

Author

Kumar, Sunny, Ramalingam, Balaji, Dahiya, Ratna, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Nanda, Satyasai Jagannath, editor, Yadav, Rajendra Prasad, editor, Gandomi, Amir H., editor, and Saraswat, Mukesh, editor

Published
2024
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27. Self-attention-Based Efficient U-Net for Crack Segmentation

Author

Gupta, Shreyansh, Shrivastwa, Shivam, Kumar, Sunny, Trivedi, Ashutosh, Bansal, Jagdish Chand, Series Editor, Deep, Kusum, Series Editor, Nagar, Atulya K., Series Editor, Shukla, Praveen Kumar, editor, Singh, Krishna Pratap, editor, Tripathi, Ashish Kumar, editor, and Engelbrecht, Andries, editor

Published
2023
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28. Descriptive Analysis of Performance and Emissions Characteristics of Diesel with Palm Oil and WCO

Author

Kumar, Sunny, Verma, Param, Sharma, Ranjeet, Choudhary, Satendra, Kumar, Raj, Cavas-Martínez, Francisco, Editorial Board Member, Chaari, Fakher, Series Editor, di Mare, Francesca, Editorial Board Member, Gherardini, Francesco, Series Editor, Haddar, Mohamed, Editorial Board Member, Ivanov, Vitalii, Series Editor, Kwon, Young W., Editorial Board Member, Trojanowska, Justyna, Editorial Board Member, Yadav, Sanjay, editor, Jain, Prashant Kumar, editor, Kankar, Pavan Kumar, editor, and Shrivastava, Yogesh, editor

Published
2023
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37. Quote Prediction with LSTM & Greedy Search Decoder

Author

Malhotra, Amarjit, Gupta, Megha, Vashisth, Kartik, Kathuria, Naman, Kumar, Sunny, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Raj, Jennifer S., editor, Palanisamy, Ram, editor, Perikos, Isidoros, editor, and Shi, Yong, editor

Published
2022
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48. Ways of Connecting Illiterates with the Security Mechanism: Case Study

Author

Kumar, Sunny Ranjan, Sonkar, Meghna, Chandavarkar, B. R., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Jiming, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Hirche, Sandra, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Möller, Sebastian, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zhang, Junjie James, Series Editor, Kumar, Amit, editor, and Mozar, Stefan, editor

Published
2021
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