Suman Adhya

About

I am a Ph.D. student at the School of Mathematical & Computational Sciences (SMCS) in IACS, under the supervision of Dr. Debarshi Kumar Sanyal. I am currently working in the field of Natural Language Processing (NLP), specifically on topic models which are used to extract topics from document corpora in an unsupervised manner.

Employment

• Indian Association for the Cultivation of Science Senior Research Fellow
  2020 - Present

Education

Education history is unavailable.

Projects & Funding

Projects & funding information is unavailable.

Publications (6)

• Evaluating Negative Sampling Approaches for Neural Topic Models
  IEEE Transactions on Artificial Intelligence 2024 DOI: 10.1109/TAI.2024.3432857
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• GINopic: Topic Modeling with Graph Isomorphism Network
  Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers) 2024 DOI: 10.18653/v1/2024.naacl-long.342
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• Do Neural Topic Models Really Need Dropout? Analysis of the Effect of Dropout in Topic Modeling
  Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics 2023 DOI: 10.18653/v1/2023.eacl-main.162
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• Improving Neural Topic Models with Wasserstein Knowledge Distillation
  Lecture Notes in Computer Science 2023 DOI: 10.1007/978-3-031-28238-6_21
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• Improving Contextualized Topic Models with Negative Sampling
  Proceedings of the 19th International Conference on Natural Language Processing (ICON) 2022
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• What Does the Indian Parliament Discuss? An Exploratory Analysis of the Question Hour in the Lok Sabha
  Proceedings of the LREC 2022 workshop on Natural Language Processing for Political Sciences 2022
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