Search Results - "Ghosh, Samujjwal"

Unsupervised Domain Adaptation With Global and Local Graph Neural Networks Under Limited Supervision and Its Application to Disaster Response by Ghosh, Samujjwal, Maji, Subhadeep, Desarkar, Maunendra Sankar

“…Identification and categorization of social media posts generated during disasters are crucial to reduce the suffering of the affected people. However, the…”
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Using social media for classifying actionable insights in disaster scenario by Ghosh, Samujjwal, Srijith, P. K., Desarkar, Maunendra Sankar

“…Micro-blogging sites are important source of real-time situational information during disasters such as earthquakes, hurricanes, wildfires, flood etc. Such…”
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Graph Neural Network Enhanced Language Models for Efficient Multilingual Text Classification by Ghosh, Samujjwal, Maji, Subhadeep, Desarkar, Maunendra Sankar

“…Online social media works as a source of various valuable and actionable information during disasters. These information might be available in multiple…”
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Supervised Graph Contrastive Pretraining for Text Classification by Ghosh, Samujjwal, Maji, Subhadeep, Desarkar, Maunendra Sankar

“…Contrastive pretraining techniques for text classification has been largely studied in an unsupervised setting. However, oftentimes labeled data from related…”
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Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management by Ghosh, Samujjwal, Maji, Subhadeep, Desarkar, Maunendra Sankar

“…Identification and categorization of social media posts generated during disasters are crucial to reduce the sufferings of the affected people. However, lack…”
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Bilingual Adaptation of Monolingual Foundation Models by Gosal, Gurpreet, Xu, Yishi, Ramakrishnan, Gokul, Joshi, Rituraj, Sheinin, Avraham, Zhiming, Chen, Mishra, Biswajit, Vassilieva, Natalia, Hestness, Joel, Sengupta, Neha, Sahu, Sunil Kumar, Jia, Bokang, Pandit, Onkar, Katipomu, Satheesh, Kamboj, Samta, Ghosh, Samujjwal, Pal, Rahul, Mullah, Parvez, Doraiswamy, Soundar, Chami, Mohamed El Karim, Nakov, Preslav

“…We present an efficient method for adapting a monolingual Large Language Model (LLM) to another language, addressing challenges of catastrophic forgetting and…”
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