Topic Modeling in Embedding Spaces

8 July 2019

Papers citing "Topic Modeling in Embedding Spaces"

50 / 174 papers shown

Title
Tracking Brand-Associated Polarity-Bearing Topics in User Reviews Runcong Zhao Lin Gui Hanqi Yan Yulan He 27 3 0 03 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
Experiments on Generalizability of BERTopic on Multi-Domain Short Text Muriel de Groot Mohammad Aliannejadi M. Haas OOD 21 20 0 16 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 64 16 0 12 Dec 2022
Topic Modeling on Clinical Social Work Notes for Exploring Social Determinants of Health Factors Shenghuan Sun T. Zack Madhumita Sushil A. Butte 24 5 0 02 Dec 2022
Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning Xiaobao Wu A. Luu Xinshuai Dong 30 44 0 23 Nov 2022
Multilingual and Multimodal Topic Modelling with Pretrained Embeddings Elaine Zosa Lidia Pivovarova BDL 11 8 0 15 Nov 2022
The future is different: Large pre-trained language models fail in prediction tasks K. Cvejoski Ramses J. Sanchez C. Ojeda 22 3 0 01 Nov 2022
Are Neural Topic Models Broken? Alexander Miserlis Hoyle Pranav Goel Rupak Sarkar Philip Resnik 37 14 0 28 Oct 2022
Coordinated Topic Modeling Pritom Saha Akash Jie Huang Kevin Chen-Chuan Chang 20 1 0 16 Oct 2022
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding Yishi Xu Dongsheng Wang Bo Chen Ruiying Lu Zhibin Duan Mingyuan Zhou 44 20 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
SupervisorBot: NLP-Annotated Real-Time Recommendations of Psychotherapy Treatment Strategies with Deep Reinforcement Learning Baihan Lin Guillermo Cecchi Djallel Bouneffouf OffRL 29 12 0 27 Aug 2022
Towards Better Understanding with Uniformity and Explicit Regularization of Embeddings in Embedding-based Neural Topic Models Wei Shao Lei Huang Shuqi Liu Shihua Ma Linqi Song BDL 9 1 0 16 Jun 2022
Knowledge Management System with NLP-Assisted Annotations: A Brief Survey and Outlook Baihan Lin 24 11 0 15 Jun 2022
Modeling electronic health record data using a knowledge-graph-embedded topic model Yuesong Zou Ahmad Pesaranghader Aman Verma David L. Buckeridge Yue Li 19 1 0 03 Jun 2022
Happenstance: Utilizing Semantic Search to Track Russian State Media Narratives about the Russo-Ukrainian War On Reddit Hans W. A. Hanley Deepak Kumar Zakir Durumeric 11 41 0 28 May 2022
Topic Modelling on Consumer Financial Protection Bureau Data: An Approach Using BERT Based Embeddings Vasudeva Raju Sangaraju B. Bolla Deepa Nayak Jyothsna Kh AI4TS 6 17 0 15 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
Neural Topic Modeling of Psychotherapy Sessions Baihan Lin Djallel Bouneffouf Guillermo Cecchi Ravi Tejwani BDL 35 15 0 13 Apr 2022
A Joint Learning Approach for Semi-supervised Neural Topic Modeling Jeffrey C. Chiu Rajat Mittal Neehal Tumma Abhishek Sharma Finale Doshi-Velez BDL DRL 23 4 0 07 Apr 2022
TSM: Measuring the Enticement of Honeyfiles with Natural Language Processing Roelien C. Timmer David Liebowitz Surya Nepal S. Kanhere 6 3 0 15 Mar 2022
Neural Topic Modeling with Deep Mutual Information Estimation Kang Xu Xiaona Lu Yuan-Fang Li Tongtong Wu Guilin Qi Ning Ye D. Wang Zheng-Wei Zhou 30 9 0 12 Mar 2022
BERTopic: Neural topic modeling with a class-based TF-IDF procedure M. Grootendorst 41 1,378 0 11 Mar 2022
Enhance Topics Analysis based on Keywords Properties Antonio Penta 9 2 0 09 Mar 2022
Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings Dongsheng Wang D. Guo He Zhao Huangjie Zheng Korawat Tanwisuth Bo Chen Mingyuan Zhou 27 38 0 03 Mar 2022
One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization Silvia Terragni Ismail Harrando Pasquale Lisena Raphael Troncy Elisabetta Fersini 15 0 0 15 Feb 2022
Text-Based Action-Model Acquisition for Planning Kebing Jin Huai-Dong Chen H. Zhuo 16 2 0 15 Feb 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
Keyword Assisted Embedded Topic Model Bahareh Harandizadeh Hunter Priniski Fred Morstatter 19 22 0 22 Nov 2021
Jointly Dynamic Topic Model for Recognition of Lead-lag Relationship in Two Text Corpora Yandi Zhu Xiaoling Lu Jin-Hyuk Hong Feifei Wang 17 1 0 21 Nov 2021
Weakly Supervised Prototype Topic Model with Discriminative Seed Words: Modifying the Category Prior by Self-exploring Supervised Signals Bing Wang Yue Wang Ximing Li Jihong Ouyang 9 3 0 20 Nov 2021
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity Sheshera Mysore Arman Cohan Tom Hope 11 39 0 16 Nov 2021
TopicNet: Semantic Graph-Guided Topic Discovery Zhibin Duan Yishi Xu Bo Chen Dongsheng Wang Chaojie Wang Mingyuan Zhou BDL 36 15 0 27 Oct 2021
Neural Attention-Aware Hierarchical Topic Model Yuan Jin He Zhao Ming Liu Lan Du Wray L. Buntine BDL 26 17 0 14 Oct 2021
Not All Comments are Equal: Insights into Comment Moderation from a Topic-Aware Model Elaine Zosa Ravi Shekhar Mladen Karan Matthew Purver 19 2 0 21 Sep 2021
Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration Shufan Wang Laure Thompson Mohit Iyyer 180 66 0 13 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 33 40 0 02 Sep 2021
MigrationsKB: A Knowledge Base of Public Attitudes towards Migrations and their Driving Factors Yiyi Chen Harald Sack Mehwish Alam 24 3 0 17 Aug 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 41 127 0 05 Jul 2021
Sawtooth Factorial Topic Embeddings Guided Gamma Belief Network Zhibin Duan Dongsheng Wang Bo Chen Chaojie Wang Wenchao Chen Yewen Li J. Ren Mingyuan Zhou BDL 37 38 0 30 Jun 2021
A Mechanism for Producing Aligned Latent Spaces with Autoencoders Saachi Jain Adityanarayanan Radhakrishnan Caroline Uhler 21 9 0 29 Jun 2021
Modelling Monotonic and Non-Monotonic Attribute Dependencies with Embeddings: A Theoretical Analysis Steven Schockaert 14 2 0 28 Jun 2021
Integrating topic modeling and word embedding to characterize violent deaths Alina Arseniev-Koehler S. Cochran V. Mays Kai-Wei Chang J. Foster 27 31 0 28 Jun 2021
T-BERT -- Model for Sentiment Analysis of Micro-blogs Integrating Topic Model and BERT Sarojadevi Palani P. Rajagopal Sidharth Pancholi 21 12 0 02 Jun 2021
Consistency Regularization for Variational Auto-Encoders Samarth Sinha Adji Bousso Dieng CML 25 68 0 31 May 2021
A Query-Driven Topic Model Zheng Fang Yulan He Rob Procter 29 9 0 28 May 2021
Have you tried Neural Topic Models? Comparative Analysis of Neural and Non-Neural Topic Models with Application to COVID-19 Twitter Data Andrew Bennett Dipendra Kumar Misra Nga Than 17 4 0 21 May 2021
Variational Gaussian Topic Model with Invertible Neural Projections Rui Wang Deyu Zhou Yuxuan Xiong Haiping Huang BDL 10 3 0 21 May 2021
NLP for Climate Policy: Creating a Knowledge Platform for Holistic and Effective Climate Action Pradip Swarnakar Ashutosh Modi AILaw 19 8 0 12 May 2021