Nonparametric Spherical Topic Modeling with Word Embeddings

1 April 2016

Papers citing "Nonparametric Spherical Topic Modeling with Word Embeddings"

29 / 29 papers shown

Title
Variational Language Concepts for Interpreting Foundation Language Models Hengyi Wang Shiwei Tan Zhiqing Hong Desheng Zhang Hao Wang 144 3 0 04 Oct 2024
KDSTM: Neural Semi-supervised Topic Modeling with Knowledge Distillation Weijie Xu Xiaoyu Jiang Jay Desai Bin Han Fuqin Yan Francis Iannacci BDL 78 3 0 04 Jul 2023
Modeling Barrett's Esophagus Progression using Geometric Variational Autoencoders Vivien van Veldhuizen Sharvaree P. Vadgama Onno J. de Boer Sybren Meijer Erik Bekkers DRL 68 0 0 17 Mar 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
Generalised Spherical Text Embedding Souvik Banerjee Bamdev Mishra Pratik Jawanpuria Manish Shrivastava 35 1 0 30 Nov 2022
No Pattern, No Recognition: a Survey about Reproducibility and Distortion Issues of Text Clustering and Topic Modeling Marília Costa Rosendo Silva Felipe Siqueira João Pedro M. Tarrega João Vitor P. Beinotti Augusto Sousa Nunes M. Gardini Vinicius Silva Nádia Félix Felipe da Silva A. C. P. L. F. D. Carvalho 48 2 0 02 Aug 2022
Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds Yu Zhang Yu Meng Xuan Wang Sheng Wang Jiawei Han 151 13 0 04 May 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 108 23 0 22 Mar 2022
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations Yu Meng Yunyi Zhang Jiaxin Huang Yu Zhang Jiawei Han 103 58 0 09 Feb 2022
Modelling Monotonic and Non-Monotonic Attribute Dependencies with Embeddings: A Theoretical Analysis Steven Schockaert 44 2 0 28 Jun 2021
Connecting Sphere Manifolds Hierarchically for Regularization Damien Scieur Youngsung Kim 3DH 37 3 0 25 Jun 2021
A Discrete Variational Recurrent Topic Model without the Reparametrization Trick Mehdi Rezaee Francis Ferraro BDL DRL 52 28 0 22 Oct 2020
Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding Yu Meng Yunyi Zhang Jiaxin Huang Yu Zhang Chao Zhang Jiawei Han 92 68 0 18 Jul 2020
Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too! Suzanna Sia Ayush Dalmia Sabrina J. Mielke 130 157 0 30 Apr 2020
An Unsupervised Semantic Sentence Ranking Scheme for Text Documents Hao Zhang Jie Wang 62 10 0 28 Apr 2020
Gaussian Hierarchical Latent Dirichlet Allocation: Bringing Polysemy Back Takahiro Yoshida Ryohei Hisano T. Ohnishi 79 7 0 25 Feb 2020
Modelling Semantic Categories using Conceptual Neighborhood Zied Bouraoui Jose Camacho-Collados Luis Espinosa-Anke Steven Schockaert 36 10 0 03 Dec 2019
Mixed-curvature Variational Autoencoders Ondrej Skopek O. Ganea Gary Bécigneul CML DRL BDL 76 102 0 19 Nov 2019
Spherical Text Embedding Yu Meng Jiaxin Huang Guangyuan Wang Chao Zhang Honglei Zhuang Lance M. Kaplan Jiawei Han RALM 60 118 0 04 Nov 2019
Discriminative Topic Mining via Category-Name Guided Text Embedding Yu Meng Jiaxin Huang Guangyuan Wang Zihan Wang Chao Zhang Yu Zhang Jiawei Han 81 75 0 20 Aug 2019
The Dynamic Embedded Topic Model Adji Bousso Dieng Francisco J. R. Ruiz David M. Blei BDL 68 87 0 12 Jul 2019
Topic Modeling in Embedding Spaces Adji Bousso Dieng Francisco J. R. Ruiz David M. Blei BDL 201 647 0 08 Jul 2019
Nested Variational Autoencoder for Topic Modeling on Microtexts with Word Vectors Trung Trinh Tho Quan Trung Mai BDL 67 2 0 01 May 2019
Mixing syntagmatic and paradigmatic information for concept detection L. Chartrand Mohamed Bouguessa 20 2 0 09 Apr 2019
dpUGC: Learn Differentially Private Representation for User Generated Contents Xuan-Son Vu Son N. Tran Lili Jiang 50 14 0 25 Mar 2019
ETNLP: a visual-aided systematic approach to select pre-trained embeddings for a downstream task Xuan-Son Vu Thanh Tien Vu Son N. Tran Lili Jiang 51 6 0 11 Mar 2019
Uncovering divergent linguistic information in word embeddings with lessons for intrinsic and extrinsic evaluation Mikel Artetxe Gorka Labaka I. Lopez-Gazpio Eneko Agirre 83 41 0 06 Sep 2018
Weakly-Supervised Neural Text Classification Yu Meng Jiaming Shen Chao Zhang Jiawei Han 106 188 0 02 Sep 2018
Efficient Correlated Topic Modeling with Topic Embedding Junxian He Zhiting Hu Taylor Berg-Kirkpatrick Ying Huang Eric Xing 62 48 0 01 Jul 2017