Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence

8 April 2020

Papers citing "Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence"

21 / 21 papers shown

Title
Evaluating Negative Sampling Approaches for Neural Topic Models Suman Adhya Avishek Lahiri Debarshi Kumar Sanyal Partha Pratim Das BDL 40 0 0 23 Mar 2025
Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation Zhiyin Tan Jennifer D'Souza ELM 65 0 0 11 Feb 2025
GloCOM: A Short Text Neural Topic Model via Global Clustering Context Quang Duc Nguyen Tung Nguyen Duc Anh Nguyen L. Van Sang Dinh T. Nguyen 66 0 0 30 Nov 2024
Identifying Narrative Patterns and Outliers in Holocaust Testimonies Using Topic Modeling Maxim Ifergan Renana Keydar Omri Abend Amit Pinchevski 21 0 0 04 May 2024
GINopic: Topic Modeling with Graph Isomorphism Network Suman Adhya Debarshi Kumar Sanyal 21 4 0 02 Apr 2024
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 14 1 0 24 Jul 2023
FATRER: Full-Attention Topic Regularizer for Accurate and Robust Conversational Emotion Recognition Yuzhao Mao Di Lu Xiaojie Wang Yang Zhang 15 1 0 23 Jul 2023
Graph Contrastive Topic Model Zheheng Luo Lei Liu Qianqian Xie Sophia Ananiadou 16 2 0 05 Jul 2023
Improving Neural Topic Models with Wasserstein Knowledge Distillation Suman Adhya Debarshi Kumar Sanyal BDL 12 1 0 27 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 54 16 0 12 Dec 2022
Unsupervised Audio-Visual Lecture Segmentation Darshan Singh Anchit Gupta C. V. Jawahar Makarand Tapaswi VOS 16 4 0 29 Oct 2022
Moving beyond word lists: towards abstractive topic labels for human-like topics of scientific documents Domenic Rosati 21 0 0 28 Oct 2022
ProSiT! Latent Variable Discovery with PROgressive SImilarity Thresholds Tommaso Fornaciari Dirk Hovy Federico Bianchi 14 1 0 26 Oct 2022
HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding Yishi Xu Dongsheng Wang Bo Chen Ruiying Lu Zhibin Duan Mingyuan Zhou 31 19 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 23 15 0 20 Sep 2022
BERTopic: Neural topic modeling with a class-based TF-IDF procedure M. Grootendorst 18 1,372 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 41 56 0 09 Feb 2022
Twitter-Demographer: A Flow-based Tool to Enrich Twitter Data Federico Bianchi Vincenzo Cutrona Dirk Hovy 8 4 0 26 Jan 2022
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 19 125 0 05 Jul 2021
Evaluation of Thematic Coherence in Microblogs I. Bilal Bo Wang M. Liakata Rob Procter Adam Tsakalidis 20 5 0 30 Jun 2021
What the [MASK]? Making Sense of Language-Specific BERT Models Debora Nozza Federico Bianchi Dirk Hovy 82 105 0 05 Mar 2020