Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations

9 February 2022

Yu Zhang

Papers citing "Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations"

33 / 33 papers shown

Title
RepCali: High Efficient Fine-tuning Via Representation Calibration in Latent Space for Pre-trained Language Models Fujun Zhang Xiangdong Su 31 0 0 13 May 2025
BERTDetect: A Neural Topic Modelling Approach for Android Malware Detection Nishavi Ranaweera Jiarui Xu Suranga Seneviratne Aruna Seneviratne 54 0 0 23 Mar 2025
Poisson-Process Topic Model for Integrating Knowledge from Pre-trained Language Models Morgane Austern Yuanchuan Guo Zheng Tracy Ke Tianle Liu 31 0 0 22 Mar 2025
HierPromptLM: A Pure PLM-based Framework for Representation Learning on Heterogeneous Text-rich Networks Qiuyu Zhu Liang Zhang Qianxiong Xu Cheng Long 171 2 0 22 Jan 2025
Capturing research literature attitude towards Sustainable Development Goals: an LLM-based topic modeling approach Francesco Invernici Francesca Curati Jelena Jakimov Amirhossein Samavi Anna Bernasconi 36 0 0 05 Nov 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 42 0 0 19 Oct 2024
Variational Language Concepts for Interpreting Foundation Language Models Hengyi Wang Shiwei Tan Zhiqing Hong Desheng Zhang Hao Wang 34 3 0 04 Oct 2024
Self-supervised Topic Taxonomy Discovery in the Box Embedding Space Yuyin Lu Hegang Chen Pengbo Mao Yanghui Rao H. Xie Fu Lee Wang Qing Li BDL 33 0 0 27 Aug 2024
Topic Modeling with Fine-tuning LLMs and Bag of Sentences Johannes Schneider 45 0 0 06 Aug 2024
Voices in a Crowd: Searching for Clusters of Unique Perspectives Nikolas Vitsakis Amit Parekh Ioannis Konstas 44 0 0 19 Jul 2024
What Should Embeddings Embed? Autoregressive Models Represent Latent Generating Distributions Liyi Zhang Michael Y. Li Thomas L. Griffiths 61 3 0 06 Jun 2024
Context-Aware Clustering using Large Language Models Sindhu Tipirneni Ravinarayana Adkathimar Nurendra Choudhary G. Hiranandani Rana Ali Amjad V. Ioannidis Changhe Yuan Chandan K. Reddy 33 6 0 02 May 2024
A Knowledge-Injected Curriculum Pretraining Framework for Question Answering Xin Lin Tianhuang Su Zhenya Huang Shangzi Xue Haifeng Liu Enhong Chen 28 1 0 11 Mar 2024
Comparison of Topic Modelling Approaches in the Banking Context Bayode Ogunleye Tonderai Maswera Laurence Hirsch J. Gaudoin T. Brunsdon AI4TS 35 41 0 05 Feb 2024
SubgroupTE: Advancing Treatment Effect Estimation with Subgroup Identification Seungyeon Lee Ruoqi Liu Wenyu Song Lang Li Ping Zhang CML 30 0 0 22 Jan 2024
Deep de Finetti: Recovering Topic Distributions from Large Language Models Liyi Zhang R. Thomas McCoy T. Sumers Jian-Qiao Zhu Thomas L. Griffiths BDL 54 6 0 21 Dec 2023
Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation YoungJoon Yoo Jongwon Choi BDL 26 2 0 15 Dec 2023
Prompting Large Language Models for Topic Modeling Han Wang Nirmalendu Prakash N. Hoang Ming Shan Hee Usman Naseem Roy Ka-Wei Lee 33 24 0 15 Dec 2023
Exploring the evolution of research topics during the COVID-19 pandemic Francesco Invernici Anna Bernasconi S. Ceri 20 5 0 05 Oct 2023
Specious Sites: Tracking the Spread and Sway of Spurious News Stories at Scale Hans W. A. Hanley Deepak Kumar Zakir Durumeric 36 8 0 03 Aug 2023
Topic-Guided Self-Introduction Generation for Social Media Users Chunpu Xu Jing Li Pijian Li Min Yang 30 0 0 24 May 2023
CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic Modeling Zheng Fang Yulan He Rob Procter 23 2 0 16 May 2023
Cone: Unsupervised Contrastive Opinion Extraction Runcong Zhao Lin Gui Yulan He SSL 36 2 0 08 May 2023
MEGClass: Extremely Weakly Supervised Text Classification via Mutually-Enhancing Text Granularities Priyanka Kargupta Tanay Komarlu Susik Yoon Xuan Wang Jiawei Han 31 8 0 04 Apr 2023
How Do Transformers Learn Topic Structure: Towards a Mechanistic Understanding Yuchen Li Yuan-Fang Li Andrej Risteski 120 61 0 07 Mar 2023
Efficient and Flexible Topic Modeling using Pretrained Embeddings and Bag of Sentences Johannes Schneider 42 3 0 06 Feb 2023
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
SEAL : Interactive Tool for Systematic Error Analysis and Labeling Nazneen Rajani Weixin Liang Lingjiao Chen Margaret Mitchell James Zou 42 16 0 11 Oct 2022
Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks Bowen Jin Yu Zhang Qi Zhu Jiawei Han 84 40 0 20 May 2022
Corpus-based Open-Domain Event Type Induction Jiaming Shen Yunyi Zhang Heng Ji Jiawei Han 20 29 0 07 Sep 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 125 202 0 16 Feb 2021
Topic Modeling with Contextualized Word Representation Clusters Laure Thompson David M. Mimno 110 83 0 23 Oct 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,452 0 18 Mar 2020