{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T14:23:41Z","timestamp":1761402221841,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":32,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,6,26]],"date-time":"2022-06-26T00:00:00Z","timestamp":1656201600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,6,26]]},"DOI":"10.1145\/3501247.3531561","type":"proceedings-article","created":{"date-parts":[[2022,6,24]],"date-time":"2022-06-24T22:41:09Z","timestamp":1656110469000},"page":"55-65","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":12,"title":["GNoM: Graph Neural Network Enhanced Language Models for Disaster Related Multilingual Text Classification"],"prefix":"10.1145","author":[{"given":"Samujjwal","family":"Ghosh","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, IIT Hyderabad, India"}]},{"given":"Subhadeep","family":"Maji","sequence":"additional","affiliation":[{"name":"Amazon, India"}]},{"given":"Maunendra Sankar","family":"Desarkar","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, IIT Hyderabad, India"}]}],"member":"320","published-online":{"date-parts":[[2022,6,26]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1099"},{"volume-title":"Analysis of Contextual and\u00a0Non-contextual Word Embedding Models for Hindi NER with Web Application for Data Collection","author":"Barua Aindriya","key":"e_1_3_2_2_2_1","unstructured":"Aindriya Barua , S. Thara , B. Premjith , and K.\u00a0 P. Soman . 2021. Analysis of Contextual and\u00a0Non-contextual Word Embedding Models for Hindi NER with Web Application for Data Collection . In Advanced Computing, Deepak Garg, Kit Wong, Jagannathan Sarangapani, and Suneet\u00a0Kumar Gupta (Eds.). Springer Singapore , Singapore , 183\u2013202. Aindriya Barua, S. Thara, B. Premjith, and K.\u00a0P. Soman. 2021. Analysis of Contextual and\u00a0Non-contextual Word Embedding Models for Hindi NER with Web Application for Data Collection. In Advanced Computing, Deepak Garg, Kit Wong, Jagannathan Sarangapani, and Suneet\u00a0Kumar Gupta (Eds.). Springer Singapore, Singapore, 183\u2013202."},{"key":"e_1_3_2_2_3_1","volume-title":"Tapia","author":"Caragea Cornelia","year":"2016","unstructured":"Cornelia Caragea , Adrian Silvescu , and Andrea H . Tapia . 2016 . Identifying informative messages in disaster events using Convolutional Neural Networks. In ISCRAM 2016 Conference Proceedings - 13th International Conference on Information Systems for Crisis Response and Management(Proceedings of the International ISCRAM Conference), Pedro Antunes, Victor Amadeo Banuls Silvera, Joao Porto de Albuquerque, Kathleen Ann Moore, and Andrea H. Tapia (Eds.). Information Systems for Crisis Response and Management, ISCRAM. Cornelia Caragea, Adrian Silvescu, and Andrea H. Tapia. 2016. Identifying informative messages in disaster events using Convolutional Neural Networks. In ISCRAM 2016 Conference Proceedings - 13th International Conference on Information Systems for Crisis Response and Management(Proceedings of the International ISCRAM Conference), Pedro Antunes, Victor Amadeo Banuls Silvera, Joao Porto de Albuquerque, Kathleen Ann Moore, and Andrea H. Tapia (Eds.). Information Systems for Crisis Response and Management, ISCRAM."},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/2740908.2741719"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"crossref","unstructured":"Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzm\u00e1n Edouard Grave Myle Ott Luke Zettlemoyer and Veselin Stoyanov. 2019. Unsupervised Cross-lingual Representation Learning at Scale. arXiv preprint arXiv:1911.02116(2019).  Alexis Conneau Kartikay Khandelwal Naman Goyal Vishrav Chaudhary Guillaume Wenzek Francisco Guzm\u00e1n Edouard Grave Myle Ott Luke Zettlemoyer and Veselin Stoyanov. 2019. Unsupervised Cross-lingual Representation Learning at Scale. arXiv preprint arXiv:1911.02116(2019).","DOI":"10.18653\/v1\/2020.acl-main.747"},{"key":"e_1_3_2_2_6_1","unstructured":"Alexis Conneau Guillaume Lample Marc\u2019Aurelio Ranzato Ludovic Denoyer and Herv\u00e9 J\u00e9gou. 2017. Word Translation Without Parallel Data. arXiv preprint arXiv:1710.04087(2017).  Alexis Conneau Guillaume Lample Marc\u2019Aurelio Ranzato Ludovic Denoyer and Herv\u00e9 J\u00e9gou. 2017. Word Translation Without Parallel Data. arXiv preprint arXiv:1710.04087(2017)."},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2740908.2741722"},{"key":"e_1_3_2_2_8_1","first-page":"19","volume-title":"Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","volume":"1","author":"Devlin Jacob","year":"2019","unstructured":"Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171\u20134186. https:\/\/doi.org\/10. 18653\/v1\/N 19 - 1423 Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers). Association for Computational Linguistics, Minneapolis, Minnesota, 4171\u20134186. https:\/\/doi.org\/10.18653\/v1\/N19-1423"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394231.3397892"},{"key":"e_1_3_2_2_10_1","volume-title":"Working notes of FIRE 2016 - Forum for Information Retrieval Evaluation, Kolkata, India","author":"Ghosh Saptarshi","year":"2016","unstructured":"Saptarshi Ghosh and Kripabandhu Ghosh . 2016. Overview of the FIRE 2016 Microblog track: Information Extraction from Microblogs Posted during Disasters . In Working notes of FIRE 2016 - Forum for Information Retrieval Evaluation, Kolkata, India , December 7-10, 2016 (CEUR Workshop Proceedings, Vol .\u00a01737), Prasenjit Majumder, Mandar Mitra, Parth Mehta, Jainisha Sankhavara, and Kripabandhu Ghosh (Eds.). CEUR-WS. org, 56\u201361. http:\/\/ceur-ws.org\/Vol-1737\/T2-1.pdf Saptarshi Ghosh and Kripabandhu Ghosh. 2016. Overview of the FIRE 2016 Microblog track: Information Extraction from Microblogs Posted during Disasters. In Working notes of FIRE 2016 - Forum for Information Retrieval Evaluation, Kolkata, India, December 7-10, 2016(CEUR Workshop Proceedings, Vol.\u00a01737), Prasenjit Majumder, Mandar Mitra, Parth Mehta, Jainisha Sankhavara, and Kripabandhu Ghosh (Eds.). CEUR-WS.org, 56\u201361. http:\/\/ceur-ws.org\/Vol-1737\/T2-1.pdf"},{"key":"e_1_3_2_2_11_1","volume-title":"First International Workshop on Exploitation of Social Media for Emergency Relief and Preparedness (SMERP). ADVANCES IN INFORMATION RETRIEVAL, ECIR 2017 10193","author":"Ghosh Saptarshi","year":"2017","unstructured":"Saptarshi Ghosh , Kripabandhu Ghosh , Tanmoy Chakraborty , Debasis Ganguly , Gareth Jones , and Marie-Francine Moens . 2017 . First International Workshop on Exploitation of Social Media for Emergency Relief and Preparedness (SMERP). ADVANCES IN INFORMATION RETRIEVAL, ECIR 2017 10193 (2017), 779\u2013783. Saptarshi Ghosh, Kripabandhu Ghosh, Tanmoy Chakraborty, Debasis Ganguly, Gareth Jones, and Marie-Francine Moens. 2017. First International Workshop on Exploitation of Social Media for Emergency Relief and Preparedness (SMERP). ADVANCES IN INFORMATION RETRIEVAL, ECIR 2017 10193 (2017), 779\u2013783."},{"key":"e_1_3_2_2_12_1","unstructured":"Samujjwal Ghosh Subhadeep Maji and Maunendra\u00a0Sankar Desarkar. 2021. Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management. arxiv:2104.01436\u00a0[cs.CL]  Samujjwal Ghosh Subhadeep Maji and Maunendra\u00a0Sankar Desarkar. 2021. Unsupervised Domain Adaptation with Global and Local Graph Neural Networks in Limited Labeled Data Scenario: Application to Disaster Management. arxiv:2104.01436\u00a0[cs.CL]"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-00671-6_36"},{"key":"e_1_3_2_2_14_1","unstructured":"Jitin Krishnan Hemant Purohit and Huzefa Rangwala. 2020. Attention Realignment and Pseudo-Labelling for Interpretable Cross-Lingual Classification of Crisis Tweets. In KiML@KDD.  Jitin Krishnan Hemant Purohit and Huzefa Rangwala. 2020. Attention Realignment and Pseudo-Labelling for Interpretable Cross-Lingual Classification of Crisis Tweets. In KiML@KDD."},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401242"},{"key":"e_1_3_2_2_16_1","unstructured":"V. Lorini C. Castillo F. Dottori M. Kalas D. Nappo and P. Salamon. 2019. Integrating Social Media into a Pan-European Flood Awareness System: A Multilingual Approach. arxiv:1904.10876\u00a0[cs.IR]  V. Lorini C. Castillo F. Dottori M. Kalas D. Nappo and P. Salamon. 2019. Integrating Social Media into a Pan-European Flood Awareness System: A Multilingual Approach. arxiv:1904.10876\u00a0[cs.IR]"},{"key":"e_1_3_2_2_17_1","unstructured":"Reza Mazloom Hongming Li Doina Caragea Muhammad Imran and Cornelia Caragea. 2018. Classification of Twitter Disaster Data Using a Hybrid Feature-Instance Adaptation Approach. In ISCRAM.  Reza Mazloom Hongming Li Doina Caragea Muhammad Imran and Cornelia Caragea. 2018. Classification of Twitter Disaster Data Using a Hybrid Feature-Instance Adaptation Approach. In ISCRAM."},{"key":"e_1_3_2_2_18_1","volume-title":"UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. ArXiv e-prints (Feb.","author":"McInnes L.","year":"2018","unstructured":"L. McInnes , J. Healy , and J. Melville . 2018 . UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. ArXiv e-prints (Feb. 2018). arxiv:1802.03426\u00a0[stat.ML] L. McInnes, J. Healy, and J. Melville. 2018. UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. ArXiv e-prints (Feb. 2018). arxiv:1802.03426\u00a0[stat.ML]"},{"key":"e_1_3_2_2_19_1","volume-title":"Advances in Neural Information Processing Systems, C.\u00a0J.\u00a0C. Burges, L.\u00a0Bottou, M.\u00a0Welling, Z.\u00a0Ghahramani, and K.\u00a0Q","author":"Mikolov Tomas","year":"2013","unstructured":"Tomas Mikolov , Ilya Sutskever , Kai Chen , Greg\u00a0 S Corrado , and Jeff Dean . 2013. Distributed Representations of Words and Phrases and their Compositionality . In Advances in Neural Information Processing Systems, C.\u00a0J.\u00a0C. Burges, L.\u00a0Bottou, M.\u00a0Welling, Z.\u00a0Ghahramani, and K.\u00a0Q . Weinberger (Eds.). Vol.\u00a026. Curran Associates, Inc ., 3111\u20133119. https:\/\/proceedings.neurips.cc\/paper\/ 2013 \/file\/9aa42b31882ec039965f3c4923ce901b-Paper.pdf Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg\u00a0S Corrado, and Jeff Dean. 2013. Distributed Representations of Words and Phrases and their Compositionality. In Advances in Neural Information Processing Systems, C.\u00a0J.\u00a0C. Burges, L.\u00a0Bottou, M.\u00a0Welling, Z.\u00a0Ghahramani, and K.\u00a0Q. Weinberger (Eds.). Vol.\u00a026. Curran Associates, Inc., 3111\u20133119. https:\/\/proceedings.neurips.cc\/paper\/2013\/file\/9aa42b31882ec039965f3c4923ce901b-Paper.pdf"},{"key":"e_1_3_2_2_20_1","volume-title":"Towards Multilingual Automated Classification Systems. 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS)","author":"Musaev Aibek","year":"2017","unstructured":"Aibek Musaev and Calton Pu . 2017 . Towards Multilingual Automated Classification Systems. 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS) (2017), 2333\u20132337. Aibek Musaev and Calton Pu. 2017. Towards Multilingual Automated Classification Systems. 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS) (2017), 2333\u20132337."},{"key":"e_1_3_2_2_21_1","unstructured":"Venkata\u00a0Kishore Neppalli Cornelia Caragea and Doina Caragea. 2018. Deep Neural Networks versus Naive Bayes Classifiers for Identifying Informative Tweets during Disasters. In ISCRAM.  Venkata\u00a0Kishore Neppalli Cornelia Caragea and Doina Caragea. 2018. Deep Neural Networks versus Naive Bayes Classifiers for Identifying Informative Tweets during Disasters. In ISCRAM."},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"crossref","unstructured":"Tien\u00a0Dat Nguyen Kamla Al-Mannai Shafiq\u00a0R. Joty Hassan Sajjad Muhammad Imran and Prasenjit Mitra. 2017. Robust Classification of Crisis-Related Data on Social Networks Using Convolutional Neural Networks. In ICWSM.  Tien\u00a0Dat Nguyen Kamla Al-Mannai Shafiq\u00a0R. Joty Hassan Sajjad Muhammad Imran and Prasenjit Mitra. 2017. Robust Classification of Crisis-Related Data on Social Networks Using Convolutional Neural Networks. In ICWSM.","DOI":"10.1609\/icwsm.v11i1.14950"},{"key":"e_1_3_2_2_23_1","volume-title":"Graph Neural Networks Exponentially Lose Expressive Power for Node Classification. In International Conference on Learning Representations. https:\/\/openreview.net\/forum?id=S1ldO2EFPr","author":"Oono Kenta","year":"2020","unstructured":"Kenta Oono and Taiji Suzuki . 2020 . Graph Neural Networks Exponentially Lose Expressive Power for Node Classification. In International Conference on Learning Representations. https:\/\/openreview.net\/forum?id=S1ldO2EFPr Kenta Oono and Taiji Suzuki. 2020. Graph Neural Networks Exponentially Lose Expressive Power for Node Classification. In International Conference on Learning Representations. https:\/\/openreview.net\/forum?id=S1ldO2EFPr"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCE50685.2021.9427581"},{"key":"e_1_3_2_2_25_1","volume-title":"Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop. Association for Computational Linguistics, Online, 292\u2013298","author":"Ray\u00a0Chowdhury Jishnu","year":"2020","unstructured":"Jishnu Ray\u00a0Chowdhury , Cornelia Caragea , and Doina Caragea . 2020 . Cross-Lingual Disaster-related Multi-label Tweet Classification with Manifold Mixup . In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop. Association for Computational Linguistics, Online, 292\u2013298 . https:\/\/doi.org\/10.18653\/v1\/2020.acl-srw.39 Jishnu Ray\u00a0Chowdhury, Cornelia Caragea, and Doina Caragea. 2020. Cross-Lingual Disaster-related Multi-label Tweet Classification with Manifold Mixup. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop. Association for Computational Linguistics, Online, 292\u2013298. https:\/\/doi.org\/10.18653\/v1\/2020.acl-srw.39"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1145\/3308560.3316799"},{"key":"e_1_3_2_2_27_1","volume-title":"Proceedings of the 6th International Conference on Learning Representations(ICLR \u201918)","author":"Veli\u010dkovi\u0107 Petar","year":"2018","unstructured":"Petar Veli\u010dkovi\u0107 , Guillem Cucurull , Arantxa Casanova , Adriana Romero , Pietro Li\u00f2 , and Yoshua Bengio . 2018 . Graph Attention Networks . In Proceedings of the 6th International Conference on Learning Representations(ICLR \u201918) . Petar Veli\u010dkovi\u0107, Guillem Cucurull, Arantxa Casanova, Adriana Romero, Pietro Li\u00f2, and Yoshua Bengio. 2018. Graph Attention Networks. In Proceedings of the 6th International Conference on Learning Representations(ICLR \u201918)."},{"key":"e_1_3_2_2_28_1","volume-title":"Proceedings of the 36th International Conference on Machine Learning(Proceedings of Machine Learning Research, Vol.\u00a097)","author":"Verma Vikas","year":"2019","unstructured":"Vikas Verma , Alex Lamb , Christopher Beckham , Amir Najafi , Ioannis Mitliagkas , David Lopez-Paz , and Yoshua Bengio . 2019 . Manifold Mixup: Better Representations by Interpolating Hidden States . In Proceedings of the 36th International Conference on Machine Learning(Proceedings of Machine Learning Research, Vol.\u00a097) , Kamalika Chaudhuri and Ruslan Salakhutdinov (Eds.). PMLR, Long Beach, California, USA, 6438\u20136447. http:\/\/proceedings.mlr.press\/v97\/verma19a.html Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, David Lopez-Paz, and Yoshua Bengio. 2019. Manifold Mixup: Better Representations by Interpolating Hidden States. In Proceedings of the 36th International Conference on Machine Learning(Proceedings of Machine Learning Research, Vol.\u00a097), Kamalika Chaudhuri and Ruslan Salakhutdinov (Eds.). PMLR, Long Beach, California, USA, 6438\u20136447. http:\/\/proceedings.mlr.press\/v97\/verma19a.html"},{"key":"e_1_3_2_2_29_1","unstructured":"Congcong Wang Paul Nulty and David Lillis. 2021. Transformer-based Multi-task Learning for Disaster Tweet Categorisation. arXiv preprint arXiv:2110.08010(2021).  Congcong Wang Paul Nulty and David Lillis. 2021. Transformer-based Multi-task Learning for Disaster Tweet Categorisation. arXiv preprint arXiv:2110.08010(2021)."},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i01.5455"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33017370"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3107812"}],"event":{"name":"WebSci '22: 14th ACM Web Science Conference 2022","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web"],"location":"Barcelona Spain","acronym":"WebSci '22"},"container-title":["14th ACM Web Science Conference 2022"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3501247.3531561","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3501247.3531561","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:12:18Z","timestamp":1750191138000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3501247.3531561"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,6,26]]},"references-count":32,"alternative-id":["10.1145\/3501247.3531561","10.1145\/3501247"],"URL":"https:\/\/doi.org\/10.1145\/3501247.3531561","relation":{},"subject":[],"published":{"date-parts":[[2022,6,26]]},"assertion":[{"value":"2022-06-26","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}