Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence

8 April 2020

Papers citing "Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence"

35 / 35 papers shown

Title
topicwizard -- a Modern, Model-agnostic Framework for Topic Model Visualization and Interpretation Márton Kardos Kenneth Enevoldsen Kristoffer Nielbo 17 0 0 19 May 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
Unsupervised Topic Models are Data Mixers for Pre-training Language Models Jiahui Peng Xinlin Zhuang Qiu Jiantao Ren Ma Jing Yu Tianyi Bai Zeang Sheng 41 1 0 24 Feb 2025
Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation Zhiyin Tan Jennifer D'Souza ELM 69 0 0 11 Feb 2025
GloCOM: A Short Text Neural Topic Model via Global Clustering Context Quang Nguyen Tung Nguyen Duc Anh Nguyen Linh Ngo Van Sang Dinh Truong Nguyen 76 0 0 30 Nov 2024
$S^3$ -- Semantic Signal Separation Márton Kardos Jan Kostkan Arnault-Quentin Vermillet Kristoffer Nielbo Kenneth Enevoldsen Roberta Rocca 39 0 0 13 Jun 2024
Identifying Narrative Patterns and Outliers in Holocaust Testimonies Using Topic Modeling Maxim Ifergan Renana Keydar Omri Abend Amit Pinchevski 25 0 0 04 May 2024
GINopic: Topic Modeling with Graph Isomorphism Network Suman Adhya Debarshi Kumar Sanyal 39 4 0 02 Apr 2024
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 37 1 0 24 Jul 2023
FATRER: Full-Attention Topic Regularizer for Accurate and Robust Conversational Emotion Recognition Yuzhao Mao Di Lu Xiaojie Wang Yang Zhang 27 1 0 23 Jul 2023
Graph Contrastive Topic Model Zheheng Luo Lei Liu Qianqian Xie Sophia Ananiadou 21 2 0 05 Jul 2023
Improving Neural Topic Models with Wasserstein Knowledge Distillation Suman Adhya Debarshi Kumar Sanyal BDL 20 1 0 27 Mar 2023
HADES: Homologous Automated Document Exploration and Summarization Piotr Wilczyñski Artur .Zólkowski Mateusz Krzyzinski Emilia Wisnios Bartosz Pieliñski Stanislaw Giziñski Julian Sienkiewicz P. Biecek 24 0 0 25 Feb 2023
Efficient and Flexible Topic Modeling using Pretrained Embeddings and Bag of Sentences Johannes Schneider 47 3 0 06 Feb 2023
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis Josip Jukić Iva Vukojević Jan vSnajder 33 4 0 01 Feb 2023
Topics in Contextualised Attention Embeddings Mozhgan Talebpour A. G. S. D. Herrera Shoaib Jameel 34 2 0 11 Jan 2023
What is Cognitive Computing? An Architecture and State of The Art S. Elnagar Manoj A. Thomas Kweku-Muata A. Osei-Bryson 26 3 0 02 Jan 2023
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class Anton Thielmann Christoph Weisser Benjamin Säfken 16 3 0 19 Dec 2022
Effective Seed-Guided Topic Discovery by Integrating Multiple Types of Contexts Yu Zhang Yunyi Zhang Martin Michalski Yucheng Jiang Yu Meng Jiawei Han 66 16 0 12 Dec 2022
Multilingual and Multimodal Topic Modelling with Pretrained Embeddings Elaine Zosa Lidia Pivovarova BDL 18 8 0 15 Nov 2022
Unsupervised Audio-Visual Lecture Segmentation Darshan Singh Anchit Gupta C. V. Jawahar Makarand Tapaswi VOS 24 4 0 29 Oct 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents Domenic Rosati 26 0 0 28 Oct 2022
ProSiT! Latent Variable Discovery with PROgressive SImilarity Thresholds Tommaso Fornaciari Dirk Hovy Federico Bianchi 24 1 0 26 Oct 2022
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding Yishi Xu Dongsheng Wang Bo Chen Ruiying Lu Zhibin Duan Mingyuan Zhou 50 21 0 16 Oct 2022
Knowledge-Aware Bayesian Deep Topic Model Dongsheng Wang Yishi Xu Miaoge Li Zhibin Duan Chaojie Wang Bo Chen Mingyuan Zhou BDL 38 15 0 20 Sep 2022
Challenges and Opportunities in Information Manipulation Detection: An Examination of Wartime Russian Media Chan Young Park Julia Mendelsohn Anjalie Field Yulia Tsvetkov AAML 37 27 0 24 May 2022
BERTopic: Neural topic modeling with a class-based TF-IDF procedure M. Grootendorst 65 1,389 0 11 Mar 2022
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations Yu Meng Yunyi Zhang Jiaxin Huang Yu Zhang Jiawei Han 56 56 0 09 Feb 2022
Twitter-Demographer: A Flow-based Tool to Enrich Twitter Data Federico Bianchi Vincenzo Cutrona Dirk Hovy 22 4 0 26 Jan 2022
Survey of Generative Methods for Social Media Analysis Stan Matwin Aristides Milios P. Prałat Amílcar Soares Franccois Théberge 27 3 0 13 Dec 2021
Artificial intelligence for Sustainable Energy: A Contextual Topic Modeling and Content Analysis T. Saheb Mohammad Dehghani 32 55 0 02 Oct 2021
Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence Alexander Miserlis Hoyle Pranav Goel Denis Peskov Andrew Hian-Cheong Jordan L. Boyd-Graber Philip Resnik 41 128 0 05 Jul 2021
Evaluation of Thematic Coherence in Microblogs I. Bilal Bo Wang M. Liakata Rob Procter Adam Tsakalidis 25 5 0 30 Jun 2021
TAN-NTM: Topic Attention Networks for Neural Topic Modeling Madhur Panwar Shashank Shailabh Milan Aggarwal Balaji Krishnamurthy 23 24 0 02 Dec 2020
What the [MASK]? Making Sense of Language-Specific BERT Models Debora Nozza Federico Bianchi Dirk Hovy 92 106 0 05 Mar 2020