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2004.14914
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Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020
30 April 2020
Suzanna Sia
Ayush Dalmia
Sabrina J. Mielke
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Papers citing
"Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too!"
50 / 67 papers shown
Sparse Autoencoders are Topic Models
Leander Girrbach
Zeynep Akata
161
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20 Nov 2025
Toward Purpose-oriented Topic Model Evaluation enabled by Large Language Models
Zhiyin Tan
Jennifer D'Souza
ELM
167
3
0
08 Sep 2025
Unsupervised Discovery of Failure Taxonomies from Deployment Logs
Aryaman Gupta
Yusuf Umut Ciftci
Somil Bansal
262
1
0
06 Jun 2025
Tell, Don't Show: Leveraging Language Models' Abstractive Retellings to Model Literary Themes
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
L. Lucy
Camilla Griffiths
Sarah Levine
Jennifer L. Eberhardt
Dorottya Demszky
David Bamman
428
2
0
29 May 2025
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics
Seyedeh Fatemeh Ebrahimi
Jaakko Peltonen
210
0
0
22 May 2025
Contextual Embedding-based Clustering to Identify Topics for Healthcare Service Improvement
Annual International Computer Software and Applications Conference (COMPSAC), 2025
K M Sajjadul Islam
Ravi Teja Karri
Srujan Vegesna
Jiawei Wu
Praveen Madiraju
228
1
0
18 Apr 2025
Multilingualism, Transnationality, and K-pop in the Online #StopAsianHate Movement
Web Science Conference (WebSci), 2025
Tessa Masis
Zhangqi Duan
Weiai Wayne Xu
Ethan Zuckerman
Jane Yeahin Pyo
Brendan O'Connor
LRM
242
0
0
04 Mar 2025
Identifying Emerging Concepts in Large Corpora
North American Chapter of the Association for Computational Linguistics (NAACL), 2025
Sibo Ma
Julian Nyarko
208
1
0
28 Feb 2025
Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation
Italian Research Conference on Digital Library Management Systems (RDLMS), 2025
Zhiyin Tan
Jennifer D'Souza
ELM
335
3
0
11 Feb 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
292
3
0
17 Dec 2024
Capturing research literature attitude towards Sustainable Development Goals: an LLM-based topic modeling approach
Journal of Big Data (JBD), 2024
Francesco Invernici
Francesca Curati
Jelena Jakimov
Amirhossein Samavi
Anna Bernasconi
337
9
0
05 Nov 2024
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Mayank Nagda
Phil Ostheimer
Sophie Fellenz
743
0
0
22 Oct 2024
CAST: Corpus-Aware Self-similarity Enhanced Topic modelling
North American Chapter of the Association for Computational Linguistics (NAACL), 2024
Yanan Ma
Chenghao Xiao
Chenhan Yuan
Sabine N van der Veer
Lamiece Hassan
Chenghua Lin
Goran Nenadic
352
1
0
19 Oct 2024
NeuroMax: Enhancing Neural Topic Modeling via Maximizing Mutual Information and Group Topic Regularization
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Duy-Tung Pham
Thien Trang Nguyen Vu
T. Nguyen
Linh Ngo Van
Duc Anh Nguyen
Thien Huu Nguyen
362
16
0
29 Sep 2024
Self-supervised Topic Taxonomy Discovery in the Box Embedding Space
Transactions of the Association for Computational Linguistics (TACL), 2024
Yuyin Lu
Hegang Chen
Pengbo Mao
Yanghui Rao
H. Xie
Fu Lee Wang
Qing Li
BDL
368
3
0
27 Aug 2024
Characterizing Online Toxicity During the 2022 Mpox Outbreak: A Computational Analysis of Topical and Network Dynamics
Lizhou Fan
Jinkui Chi
Libby Hemphill
805
1
0
21 Aug 2024
Voices in a Crowd: Searching for Clusters of Unique Perspectives
Nikolas Vitsakis
Amit Parekh
Ioannis Konstas
304
8
0
19 Jul 2024
LLM Reading Tea Leaves: Automatically Evaluating Topic Models with Large Language Models
Xiaohao Yang
He Zhao
Dinh Q. Phung
Wray Buntine
Lan Du
ALM
ELM
499
10
0
13 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
317
4
0
28 May 2024
Human-interpretable clustering of short-text using large language models
Justin K. Miller
Tristram J. Alexander
VLM
177
13
0
12 May 2024
Mapping Literature Landscapes with Data-Driven Discovery: A Case Study on MOEA/D
Mingyu Huang
Ke Li
Ke Li
380
1
0
22 Apr 2024
Probabilistic Topic Modelling with Transformer Representations
Arik Reuter
Anton Thielmann
Christoph Weisser
Benjamin Säfken
Thomas Kneib
218
3
0
06 Mar 2024
GPTopic: Dynamic and Interactive Topic Representations
Arik Reuter
Bishnu Khadka
Anton Thielmann
Christoph Weisser
Sebastian Fischer
Benjamin Säfken
LLMAG
508
10
0
06 Mar 2024
A Survey on Neural Topic Models: Methods, Applications, and Challenges
Artificial Intelligence Review (Artif Intell Rev), 2024
Xiaobao Wu
Thong Nguyen
Anh Tuan Luu
BDL
237
94
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
270
8
0
21 Dec 2023
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation
AAAI Conference on Artificial Intelligence (AAAI), 2023
YoungJoon Yoo
Jongwon Choi
BDL
253
8
0
15 Dec 2023
Prompting Large Language Models for Topic Modeling
BigData Congress [Services Society] (BSS), 2023
Han Wang
Nirmalendu Prakash
N. Hoang
Ming Shan Hee
Usman Naseem
Roy Ka-wei Lee
285
59
0
15 Dec 2023
Evaluating Dynamic Topic Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Charu James
Mayank Nagda
Nooshin Haji Ghassemi
Matthias Kirchler
Sophie Fellenz
191
6
0
12 Sep 2023
REAL: A Representative Error-Driven Approach for Active Learning
Cheng Chen
Yong Wang
Lizi Liao
Yueguo Chen
Xiaoyong Du
337
4
0
03 Jul 2023
Semi-automated extraction of research topics and trends from NCI funding in radiological sciences from 2000-2020
International Journal of Radiation Oncology, Biology, Physics (IJROBP), 2023
M. Nguyen
P. Beidler
Joseph Tsai
August Anderson
Daniel Chen
Paul Kinahan
John Kang
88
0
0
22 Jun 2023
Effective Neural Topic Modeling with Embedding Clustering Regularization
International Conference on Machine Learning (ICML), 2023
Xiaobao Wu
Xinshuai Dong
Thong Nguyen
Anh Tuan Luu
BDL
307
84
0
07 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
288
14
0
23 May 2023
Constructing and Interpreting Causal Knowledge Graphs from News
Fiona Anting Tan
Debdeep Paul
Sahim Yamaura
Miura Koji
See-Kiong Ng
260
7
0
16 May 2023
Graph2topic: an opensource topic modeling framework based on sentence embedding and community detection
Leihan Zhang
Jiapeng Liu
Qiang Yan
337
2
0
13 Apr 2023
Unsupervised Story Discovery from Continuous News Streams via Scalable Thematic Embedding
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023
Susik Yoon
Dongha Lee
Yunyi Zhang
Jiawei Han
AI4TS
AIFin
439
13
0
08 Apr 2023
Topics in the Haystack: Extracting and Evaluating Topics beyond Coherence
Anton Thielmann
Q. Seifert
Arik Reuter
Elisabeth Bergherr
Benjamin Säfken
239
4
0
30 Mar 2023
How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding
International Conference on Machine Learning (ICML), 2023
Yuchen Li
Yuan-Fang Li
Andrej Risteski
428
86
0
07 Mar 2023
Deep learning for COVID-19 topic modelling via Twitter: Alpha, Delta and Omicron
PLoS ONE (PLoS ONE), 2023
Janhavi Lande
Arti Pillay
Rohitash Chandra
258
14
0
28 Feb 2023
Filtering Context Mitigates Scarcity and Selection Bias in Political Ideology Prediction
Chen Chen
D. Walker
Venkatesh Saligrama
186
0
0
01 Feb 2023
Topics in Contextualised Attention Embeddings
European Conference on Information Retrieval (ECIR), 2023
Mozhgan Talebpour
A. G. S. D. Herrera
Shoaib Jameel
267
3
0
11 Jan 2023
Topics as Entity Clusters: Entity-based Topics from Language Models and Graph Neural Networks
International Conference on Language Resources and Evaluation (LREC), 2023
Manuel V. Loureiro
Steven Derby
Tri Kurniawan Wijaya
257
0
0
06 Jan 2023
Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class
International Conference on Language Resources and Evaluation (LREC), 2022
Anton Thielmann
Christoph Weisser
Benjamin Säfken
202
7
0
19 Dec 2022
Effective Seed-Guided Topic Discovery by Integrating Multiple Types of Contexts
Web Search and Data Mining (WSDM), 2022
Yu Zhang
Yunyi Zhang
Martin Michalski
Yucheng Jiang
Yu Meng
Jiawei Han
277
30
0
12 Dec 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents
Domenic Rosati
200
1
0
28 Oct 2022
ProSiT! Latent Variable Discovery with PROgressive SImilarity Thresholds
Tommaso Fornaciari
Dirk Hovy
Federico Bianchi
206
1
0
26 Oct 2022
Automatic Scene-based Topic Channel Construction System for E-Commerce
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Peng Lin
Yanyan Zou
Lingfei Wu
Mian Ma
Zhuoye Ding
Bo Long
250
0
0
06 Oct 2022
Searching for Structure in Unfalsifiable Claims
Peter Ebert Christensen
Frederik Warburg
Menglin Jia
Serge Belongie
HAI
179
4
0
19 Aug 2022
Challenges and Opportunities in Information Manipulation Detection: An Examination of Wartime Russian Media
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Chan Young Park
Julia Mendelsohn
Anjalie Field
Yulia Tsvetkov
AAML
332
38
0
24 May 2022
Artificial intelligence for topic modelling in Hindu philosophy: mapping themes between the Upanishads and the Bhagavad Gita
PLoS ONE (PLoS ONE), 2022
Rohitash Chandra
Mukul Ranjan
AI4CE
281
23
0
23 May 2022
Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts
North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Felix Drinkall
S. Zohren
J. Pierrehumbert
153
5
0
20 May 2022
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