Topic Modeling in Embedding Spaces

8 July 2019

Papers citing "Topic Modeling in Embedding Spaces"

50 / 174 papers shown

Title
Enhancing BERTopic with Intermediate Layer Representations Dominik Koterwa Maciej Świtała 34 0 0 10 May 2025
Dynamic Embedded Topic Models: properties and recommendations based on diverse corpora Elisabeth Fittschen Bella Xia Leib Celnik Paul Dilley Tom Lippincott 49 0 0 27 Apr 2025
Fully Bayesian Approaches to Topics over Time Julián Cendrero Julio Gonzalo Ivar Zapata OOD AI4TS 28 0 0 21 Apr 2025
The Dark Side of the Web: Towards Understanding Various Data Sources in Cyber Threat Intelligence Saskia Laura Schröer Noé Canevascini Irdin Pekaric Philine Widmer Pavel Laskov 141 0 0 19 Apr 2025
Contextual Embedding-based Clustering to Identify Topics for Healthcare Service Improvement K. M. S. Islam Ravi Teja Karri Srujan Vegesna Jiawei Wu Praveen Madiraju 24 0 0 18 Apr 2025
An Image is Worth $K$ Topics: A Visual Structural Topic Model with Pretrained Image Embeddings Matías Piqueras Alexandra Segerberg Matteo Magnani Måns Magnusson Nataša Sladoje 43 0 0 14 Apr 2025
Merging Embedded Topics with Optimal Transport for Online Topic Modeling on Data Streams Federica Granese Benjamin Navet Serena Villata Charles Bouveyron 26 0 0 10 Apr 2025
Evaluating Negative Sampling Approaches for Neural Topic Models Suman Adhya Avishek Lahiri Debarshi Kumar Sanyal Partha Pratim Das BDL 45 0 0 23 Mar 2025
Poisson-Process Topic Model for Integrating Knowledge from Pre-trained Language Models Morgane Austern Yuanchuan Guo Zheng Tracy Ke Tianle Liu 33 0 0 22 Mar 2025
Hierarchical Graph Topic Modeling with Topic Tree-based Transformer Delvin Ce Zhang Menglin Yang Xiaobao Wu Jiasheng Zhang Hady W. Lauw 48 0 0 17 Feb 2025
Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation Zhiyin Tan Jennifer D'Souza ELM 67 0 0 11 Feb 2025
BERTopic for Topic Modeling of Hindi Short Texts: A Comparative Study Atharva Mutsaddi Anvi Jamkhande Aryan Thakre Yashodhara Haribhakta 23 0 0 08 Jan 2025
Controlling Out-of-Domain Gaps in LLMs for Genre Classification and Generated Text Detection D. Roussinov Serge Sharoff Nadezhda Puchnina 32 0 0 31 Dec 2024
Enhancing Topic Interpretability for Neural Topic Modeling through Topic-wise Contrastive Learning Xin Gao Yang Lin Ruiqing Li Yasha Wang Xu Chu Xinyu Ma Hailong Yu 36 1 0 23 Dec 2024
GloCOM: A Short Text Neural Topic Model via Global Clustering Context Quang Duc Nguyen Tung Nguyen Duc Anh Nguyen L. Van Sang Dinh T. Nguyen 71 0 0 30 Nov 2024
Semantic Component Analysis: Discovering Patterns in Short Texts Beyond Topics Florian Eichin Carolin M. Schuster Georg Groh Michael A. Hedderich 31 0 0 28 Oct 2024
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors Mayank Nagda Phil Ostheimer Sophie Fellenz 51 0 0 22 Oct 2024
CAST: Corpus-Aware Self-similarity Enhanced Topic modelling Yanan Ma Chenghao Xiao Chenhan Yuan Sabine N van der Veer Lamiece Hassan Chenghua Lin Goran Nenadic 42 0 0 19 Oct 2024
fPLSA: Learning Semantic Structures in Document Collections Using Foundation Models Weijia Xu Nebojsa Jojic Nicolas Le Roux 16 0 0 07 Oct 2024
Variational Language Concepts for Interpreting Foundation Language Models Hengyi Wang Shiwei Tan Zhiqing Hong Desheng Zhang Hao Wang 34 3 0 04 Oct 2024
Embedded Topic Models Enhanced by Wikification Takashi Shibuya Takehito Utsuro AI4TS 25 0 0 03 Oct 2024
Semantic-Driven Topic Modeling Using Transformer-Based Embeddings and Clustering Algorithms Melkamu Mersha Mesay Gemeda yigezu Jugal Kalita 38 3 0 30 Sep 2024
NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization Duy-Tung Pham Thien Trang Nguyen Vu T. Nguyen L. Van Duc Anh Nguyen Thien Huu Nguyen 37 2 0 29 Sep 2024
Qualitative Insights Tool (QualIT): LLM Enhanced Topic Modeling Satya Kapoor Alex Gil S. Bhaduri Anshul Mittal Rutu Mulkar 25 3 0 24 Sep 2024
Visualizing Temporal Topic Embeddings with a Compass Daniel Palamarchuk Lemara Williams Brian Mayer Thomas Danielson Rebecca Faust Larry Deschaine Chris North AI4TS 25 0 0 16 Sep 2024
Self-supervised Topic Taxonomy Discovery in the Box Embedding Space Yuyin Lu Hegang Chen Pengbo Mao Yanghui Rao H. Xie Fu Lee Wang Qing Li BDL 33 0 0 27 Aug 2024
Topic Modeling with Fine-tuning LLMs and Bag of Sentences Johannes Schneider 45 0 0 06 Aug 2024
Uncovering Semantics and Topics Utilized by Threat Actors to Deliver Malicious Attachments and URLs Andrey Yakymovych Abhishek Singh 13 0 0 11 Jul 2024
Interactive Topic Models with Optimal Transport Garima Dhanania Sheshera Mysore Chau Minh Pham Mohit Iyyer Hamed Zamani Andrew McCallum OT 35 1 0 28 Jun 2024
Mining United Nations General Assembly Debates Mateusz Grzyb Mateusz Krzyzinski Bartłomiej Sobieski Mikołaj Spytek Bartosz Pieliñski Daniel Dan Anna Wróblewska 20 0 0 19 Jun 2024
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language Models Xiaohao Yang He Zhao Dinh Q. Phung Wray L. Buntine Lan Du ALM ELM 76 2 0 13 Jun 2024
$S^3$ -- Semantic Signal Separation Márton Kardos Jan Kostkan Arnault-Quentin Vermillet Kristoffer Laigaard Nielbo Kenneth C. Enevoldsen Roberta Rocca 39 0 0 13 Jun 2024
Comprehensive Evaluation of Large Language Models for Topic Modeling T. Doi Masaru Isonuma Hitomi Yanaka ELM 28 1 0 02 Jun 2024
FASTopic: A Fast, Adaptive, Stable, and Transferable Topic Modeling Paradigm Xiaobao Wu Thong Nguyen Delvin Ce Zhang William Yang Wang A. Luu 39 10 0 28 May 2024
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion Xiaobao Wu Xinshuai Dong Liangming Pan Thong Nguyen A. Luu 56 13 0 28 May 2024
Conversational Topic Recommendation in Counseling and Psychotherapy with Decision Transformer and Large Language Models Aylin Gunal Baihan Lin Djallel Bouneffouf OffRL AI4MH LM&MA 31 1 0 08 May 2024
Navigating the Path of Writing: Outline-guided Text Generation with Large Language Models Yukyung Lee Soonwon Ka Bokyung Son Pilsung Kang Jaewook Kang LLMAG 52 6 0 22 Apr 2024
GINopic: Topic Modeling with Graph Isomorphism Network Suman Adhya Debarshi Kumar Sanyal 39 4 0 02 Apr 2024
A Sociotechnical Framework For Addressing Stigma and Designing Personalized Digital Health Products D. Paula Daniel Juehling Falk Uebernickel 32 0 0 26 Mar 2024
Neural Multimodal Topic Modeling: A Comprehensive Evaluation Felipe González-Pizarro Giuseppe Carenini VGen 45 1 0 26 Mar 2024
Probabilistic Topic Modelling with Transformer Representations Arik Reuter Anton Thielmann Christoph Weisser Benjamin Säfken Thomas Kneib 26 1 0 06 Mar 2024
GPTopic: Dynamic and Interactive Topic Representations Arik Reuter Anton Thielmann Christoph Weisser Sebastian Fischer Benjamin Säfken LLMAG 39 3 0 06 Mar 2024
COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling Baihan Lin Djallel Bouneffouf Yulia Landa Rachel Jespersen Cheryl Corcoran Guillermo Cecchi 51 1 0 22 Feb 2024
Topic Modeling as Multi-Objective Contrastive Optimization Thong Nguyen Xiaobao Wu Xinshuai Dong Cong-Duy Nguyen See-Kiong Ng A. Luu 49 6 0 12 Feb 2024
Multilingual transformer and BERTopic for short text topic modeling: The case of Serbian Darija Medvecki Bojana Bašaragin Adela Ljajić Nikola Milosevic 19 8 0 05 Feb 2024
Credit Risk Meets Large Language Models: Building a Risk Indicator from Loan Descriptions in P2P Lending Mario Sanz-Guerrero Javier Arroyo 33 4 0 29 Jan 2024
A Survey on Neural Topic Models: Methods, Applications, and Challenges Xiaobao Wu Thong Nguyen A. Luu BDL 28 34 0 27 Jan 2024
On the Affinity, Rationality, and Diversity of Hierarchical Topic Modeling Xiaobao Wu Fengjun Pan Thong Nguyen Yichao Feng Chaoqun Liu Cong-Duy Nguyen A. Luu 30 21 0 25 Jan 2024
A Big Data Architecture for Early Identification and Categorization of Dark Web Sites Javier Pastor-Galindo Hông-Ân Sandlin Félix Gómez Mármol Gérome Bovet Gregorio Martínez Pérez 18 9 0 24 Jan 2024
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation YoungJoon Yoo Jongwon Choi BDL 26 2 0 15 Dec 2023