Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics

21 April 2022

Zihan Zhang

Meng Fang

Ling-Hao Chen

Mohammad-Reza Namazi-Rad

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Papers citing "Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics"

26 / 26 papers shown

Title
Large Language Models for History, Philosophy, and Sociology of Science: Interpretive Uses, Methodological Challenges, and Critical Perspectives Arno Simons Michael Zichert Adrian Wüthrich 7 0 0 13 Jun 2025
The Efficiency of Pre-training with Objective Masking in Pseudo Labeling for Semi-Supervised Text Classification Arezoo Hatefi Xuan-Son Vu Monowar Bhuyan Frank Drewes VLM 83 0 0 10 May 2025
Multilingualism, Transnationality, and K-pop in the Online #StopAsianHate Movement Tessa Masis Zhangqi Duan Weiai Wayne Xu Ethan Zuckerman Jane Yeahin Pyo Brendan O'Connor LRM 84 0 0 04 Mar 2025
Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models Chia-Hsuan Chang Tien-Yuan Huang Yi-Hang Tsai Chia-Ming Chang San-Yih Hwang 73 0 0 17 Dec 2024
Recent Trends in Linear Text Segmentation: a Survey Iacopo Ghinassi Lin Wang Chris Newell Matthew Purver 3DV OOD 104 1 0 25 Nov 2024
Variational Language Concepts for Interpreting Foundation Language Models Hengyi Wang Shiwei Tan Zhiqing Hong Desheng Zhang Hao Wang 144 3 0 04 Oct 2024
Semantic-Driven Topic Modeling Using Transformer-Based Embeddings and Clustering Algorithms Melkamu Mersha Mesay Gemeda yigezu Jugal Kalita 91 5 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 Linh Ngo Van Duc Anh Nguyen Thien Huu Nguyen 77 5 0 29 Sep 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 127 16 0 27 Jul 2024
Comprehensive Evaluation of Large Language Models for Topic Modeling T. Doi Masaru Isonuma Hitomi Yanaka ELM 56 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 Anh Tuan Luu 120 17 0 28 May 2024
TroubleLLM: Align to Red Team Expert Zhuoer Xu Jianping Zhang Shiwen Cui Changhua Meng Weiqiang Wang 90 1 0 28 Feb 2024
Morality is Non-Binary: Building a Pluralist Moral Sentence Embedding Space using Contrastive Learning Jeongwoo Park Enrico Liscio P. Murukannaiah AILaw 66 5 0 30 Jan 2024
A Survey on Neural Topic Models: Methods, Applications, and Challenges Xiaobao Wu Thong Nguyen Anh Tuan Luu BDL 64 42 0 27 Jan 2024
Deep de Finetti: Recovering Topic Distributions from Large Language Models Liyi Zhang R. Thomas McCoy T. Sumers Jian-Qiao Zhu Thomas Griffiths BDL 108 7 0 21 Dec 2023
DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM Weijie Xu Wenxiang Hu Fanyou Wu Srinivasan H. Sengamedu DiffM 79 19 0 23 Oct 2023
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models Luiza Amador Pozzobon Beyza Ermis Patrick Lewis Sara Hooker 111 23 0 11 Oct 2023
REAL: A Representative Error-Driven Approach for Active Learning Cheng Chen Yong Wang Lizi Liao Yueguo Chen Xiaoyong Du 116 2 0 03 Jul 2023
Effective Neural Topic Modeling with Embedding Clustering Regularization Xiaobao Wu Xinshuai Dong Thong Nguyen Anh Tuan Luu BDL 135 44 0 07 Jun 2023
Constructing and Interpreting Causal Knowledge Graphs from News Fiona Anting Tan Debdeep Paul Sahim Yamaura Miura Koji See-Kiong Ng 49 7 0 16 May 2023
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection Leihan Zhang Jiapeng Liu Qiang Yan 63 1 0 13 Apr 2023
Lady and the Tramp Nextdoor: Online Manifestations of Economic Inequalities in the Nextdoor Social Network Waleed Iqbal V. Ghafouri Gareth Tyson Guillermo Suarez-Tangil Ignacio Castro 16 7 0 11 Apr 2023
How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding Yuchen Li Yuan-Fang Li Andrej Risteski 163 65 0 07 Mar 2023
Topics as Entity Clusters: Entity-based Topics from Language Models and Graph Neural Networks Manuel V. Loureiro Steven Derby Tri Kurniawan Wijaya 28 0 0 06 Jan 2023
Effective Seed-Guided Topic Discovery by Integrating Multiple Types of Contexts Yu Zhang Yunyi Zhang Martin Michalski Yucheng Jiang Yu Meng Jiawei Han 104 19 0 12 Dec 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents Domenic Rosati 53 0 0 28 Oct 2022