Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!

30 April 2020

Papers citing "Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!"

24 / 24 papers shown

Title
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 54 0 0 04 Mar 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
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors Mayank Nagda Phil Ostheimer Sophie Fellenz 54 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 45 0 0 19 Oct 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 81 2 0 13 Jun 2024
Evaluating Dynamic Topic Models Charu James Mayank Nagda Nooshin Haji Ghassemi Marius Kloft Sophie Fellenz 38 2 0 12 Sep 2023
Semi-automated extraction of research topics and trends from NCI funding in radiological sciences from 2000-2020 M. Nguyen P. Beidler Joseph Tsai August Anderson Daniel Chen Paul Kinahan John Kang 19 0 0 22 Jun 2023
Evaluating OpenAI's Whisper ASR for Punctuation Prediction and Topic Modeling of life histories of the Museum of the Person L. Gris R. Marcacini Arnaldo Cândido Júnior Edresson Casanova A. S. Soares S. Aluísio 21 7 0 23 May 2023
Filtering Context Mitigates Scarcity and Selection Bias in Political Ideology Prediction Chen Chen D. Walker Venkatesh Saligrama 11 0 0 01 Feb 2023
Topics in Contextualised Attention Embeddings Mozhgan Talebpour A. G. S. D. Herrera Shoaib Jameel 34 2 0 11 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
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
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
Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds Yu Zhang Yu Meng Xuan Wang Sheng Wang Jiawei Han 68 14 0 04 May 2022
Learning to Collide: Recommendation System Model Compression with Learned Hash Functions Benjamin Ghaemmaghami Mustafa Ozdal Rakesh Komuravelli D. Korchev Dheevatsa Mudigere Krishnakumar Nair Maxim Naumov 39 6 0 28 Mar 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
Clustering Vietnamese Conversations From Facebook Page To Build Training Dataset For Chatbot Tri Nguyen Thi-Kim-Ngoan Pham T. Bui Thanh-Quynh-Chau Nguyen 24 0 0 31 Dec 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP Trapit Bansal K. Gunasekaran Tong Wang Tsendsuren Munkhdalai Andrew McCallum SSL OOD 51 19 0 02 Nov 2021
Event-Driven News Stream Clustering using Entity-Aware Contextual Embeddings Kailash Saravanakumar Miguel Ballesteros Muthu Kumar Chandrasekaran Kathleen McKeown 24 20 0 26 Jan 2021
TAN-NTM: Topic Attention Networks for Neural Topic Modeling Madhur Panwar Shashank Shailabh Milan Aggarwal Balaji Krishnamurthy 23 24 0 02 Dec 2020
Dynamic Contextualized Word Embeddings Valentin Hofmann J. Pierrehumbert Hinrich Schütze 39 51 0 23 Oct 2020