Search Results for author: Soumik Dey

Found 5 papers, 0 papers with code

Middleman Bias in Advertising: Aligning Relevance of Keyphrase Recommendations with Search

no code implementations31 Jan 2025 Soumik Dey, Wei zhang, Hansi Wu, Bingfeng Dong, Binbin Li

E-commerce sellers are recommended keyphrases based on their inventory on which they advertise to increase buyer engagement (clicks/sales).

From Lazy to Prolific: Tackling Missing Labels in Open Vocabulary Extreme Classification by Positive-Unlabeled Sequence Learning

no code implementations16 Aug 2024 Ranran Haoran Zhang, Bensu Uçar, Soumik Dey, Hansi Wu, Binbin Li, Rui Zhang

Open-vocabulary Extreme Multi-label Classification (OXMC) extends traditional XMC by allowing prediction beyond an extremely large, predefined label set (typically $10^3$ to $10^{12}$ labels), addressing the dynamic nature of real-world labeling tasks.

Extreme Multi-Label Classification Keyphrase Generation +3

Graphite: A Graph-based Extreme Multi-Label Short Text Classifier for Keyphrase Recommendation

no code implementations29 Jul 2024 Ashirbad Mishra, Soumik Dey, Jinyu Zhao, Marshall Wu, Binbin Li, Kamesh Madduri

We present Graphite, a graph-based classifier model that provides real-time keyphrase recommendations that are on par with standard text classification models.

text-classification Text Classification

Analysis of Multidomain Abstractive Summarization Using Salience Allocation

no code implementations19 Feb 2024 Tohida Rehman, Raghubir Bose, Soumik Dey, Samiran Chattopadhyay

This paper explores the realm of abstractive text summarization through the lens of the SEASON (Salience Allocation as Guidance for Abstractive SummarizatiON) technique, a model designed to enhance summarization by leveraging salience allocation techniques.

Abstractive Text Summarization Event-Driven Trading

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