{"total":53,"rows":[{"id":"2107.02173","title":"Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence","created":"2021-07-05","cited_by_count":74,"area":null},{"id":"2103.00498","title":"Topic Modelling Meets Deep Neural Networks: A Survey","created":"2021-02-28","cited_by_count":51,"area":null},{"id":"2110.12764","title":"Contrastive Learning for Neural Topic Model","created":"2021-10-25","cited_by_count":48,"area":null},{"id":"2306.04217","title":"Effective Neural Topic Modeling with Embedding Clustering Regularization","created":"2023-06-07","cited_by_count":46,"area":null},{"id":"2211.12878","title":"Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning","created":"2022-11-23","cited_by_count":38,"area":null},{"id":"2203.01570","title":"Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings","created":"2022-03-03","cited_by_count":36,"area":null},{"id":"2204.09874","title":"Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics","created":"2022-04-21","cited_by_count":35,"area":null},{"id":"2304.03544","title":"InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling","created":"2023-04-07","cited_by_count":24,"area":null},{"id":"2107.02757","title":"Sawtooth Factorial Topic Embeddings Guided Gamma Belief Network","created":"2021-06-30","cited_by_count":23,"area":null},{"id":"2309.06908","title":"Towards the TopMost: A Topic Modeling System Toolkit","created":"2023-09-13","cited_by_count":21,"area":null},{"id":"2401.15351","title":"A Survey on Neural Topic Models: Methods, Applications, and Challenges","created":"2024-01-27","cited_by_count":18,"area":null},{"id":"2210.10625","title":"HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding","created":"2022-10-16","cited_by_count":15,"area":null},{"id":"2204.10189","title":"Neural Topic Modeling of Psychotherapy Sessions","created":"2022-04-13","cited_by_count":13,"area":null},{"id":"2402.07577","title":"Topic Modeling as Multi-Objective Contrastive Optimization","created":"2024-02-12","cited_by_count":12,"area":null},{"id":"2302.04985","title":"Event Temporal Relation Extraction with Bayesian Translational Model","created":"2023-02-10","cited_by_count":10,"area":null},{"id":"2208.13077","title":"SupervisorBot: NLP-Annotated Real-Time Recommendations of Psychotherapy Treatment Strategies with Deep Reinforcement Learning","created":"2022-08-27","cited_by_count":8,"area":null},{"id":"2402.14701","title":"COMPASS: Computational Mapping of Patient-Therapist Alliance Strategies with Language Modeling","created":"2024-02-22","cited_by_count":8,"area":null},{"id":"2206.07304","title":"Knowledge Management System with NLP-Assisted Annotations: A Brief Survey and Outlook","created":"2022-06-15","cited_by_count":7,"area":null},{"id":"2305.09329","title":"CWTM: Leveraging Contextualized Word Embeddings from BERT for Neural Topic Modeling","created":"2023-05-16","cited_by_count":7,"area":null},{"id":"2110.07161","title":"Neural Attention-Aware Hierarchical Topic Model","created":"2021-10-14","cited_by_count":6,"area":null},{"id":"2305.11503","title":"A Topic-aware Summarization Framework with Different Modal Side Information","created":"2023-05-19","cited_by_count":6,"area":null},{"id":"2305.16199","title":"Diversity-Aware Coherence Loss for Improving Neural Topic Models","created":"2023-05-25","cited_by_count":5,"area":null},{"id":"2312.11532","title":"Topic-VQ-VAE: Leveraging Latent Codebooks for Flexible Topic-Guided Document Generation","created":"2023-12-15","cited_by_count":5,"area":null},{"id":"2410.03071","title":"Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs","created":"2024-10-04","cited_by_count":5,"area":null},{"id":"2408.15050","title":"Self-supervised Topic Taxonomy Discovery in the Box Embedding Space","created":"2024-08-27","cited_by_count":4,"area":null},{"id":"2502.07352","title":"Bridging the Evaluation Gap: Leveraging Large Language Models for Topic Model Evaluation","created":"2025-02-11","cited_by_count":4,"area":null},{"id":"2106.15971","title":"Evaluation of Thematic Coherence in Microblogs","created":"2021-06-30","cited_by_count":3,"area":null},{"id":"2204.03208","title":"A Joint Learning Approach for Semi-supervised Neural Topic Modeling","created":"2022-04-07","cited_by_count":3,"area":null},{"id":"2302.10845","title":"TherapyView: Visualizing Therapy Sessions with Temporal Topic Modeling and AI-Generated Arts","created":"2023-02-21","cited_by_count":3,"area":null},{"id":"2306.03598","title":"CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models","created":"2023-06-06","cited_by_count":3,"area":null},{"id":"2406.00697","title":"Comprehensive Evaluation of Large Language Models for Topic Modeling","created":"2024-06-02","cited_by_count":3,"area":null},{"id":"2510.02788","title":"XTRA: Cross-Lingual Topic Modeling with Topic and Representation Alignments","created":"2025-10-03","cited_by_count":3,"area":null},{"id":"2510.18908","title":"Improving Topic Modeling of Social Media Short Texts with Rephrasing: A Case Study of COVID-19 Related Tweets","created":"2025-10-21","cited_by_count":3,"area":null},{"id":"2511.16309","title":"Sparse Autoencoders are Topic Models","created":"2025-11-20","cited_by_count":3,"area":null},{"id":"2509.07142","title":"Toward Purpose-oriented Topic Model Evaluation enabled by Large Language Models","created":"2025-09-08","cited_by_count":2,"area":null},{"id":"2101.10150","title":"Adversarial Learning of Poisson Factorisation Model for Gauging Brand Sentiment in User Reviews","created":"2021-01-25","cited_by_count":1,"area":null},{"id":"2203.06298","title":"Neural Topic Modeling with Deep Mutual Information Estimation","created":"2022-03-12","cited_by_count":1,"area":null},{"id":"2206.07960","title":"Towards Better Understanding with Uniformity and Explicit Regularization of Embeddings in Embedding-based Neural Topic Models","created":"2022-06-16","cited_by_count":1,"area":null},{"id":"2307.02078","title":"Graph Contrastive Topic Model","created":"2023-07-05","cited_by_count":1,"area":null},{"id":"2307.12564","title":"Towards Generalising Neural Topical Representations","created":"2023-07-24","cited_by_count":1,"area":null},{"id":"2412.17338","title":"Enhancing Topic Interpretability for Neural Topic Modeling through Topic-wise Contrastive Learning","created":"2024-12-23","cited_by_count":1,"area":null},{"id":"2504.07711","title":"Merging Embedded Topics with Optimal Transport for Online Topic Modeling on Data Streams","created":"2025-04-10","cited_by_count":1,"area":null},{"id":"2507.12451","title":"S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling","created":"2025-07-16","cited_by_count":1,"area":null},{"id":"2605.03299","title":"LLM-XTM: Enhancing Cross-Lingual Topic Models with Large Language Models","created":"2026-05-05","cited_by_count":1,"area":null},{"id":"2202.07631","title":"One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization","created":"2022-02-15","cited_by_count":0,"area":null},{"id":"2205.14631","title":"Anchor Prediction: A Topic Modeling Approach","created":"2022-05-29","cited_by_count":0,"area":null},{"id":"2301.07183","title":"Tracking Brand-Associated Polarity-Bearing Topics in User Reviews","created":"2023-01-03","cited_by_count":0,"area":null},{"id":"2305.04599","title":"Cone: Unsupervised Contrastive Opinion Extraction","created":"2023-05-08","cited_by_count":0,"area":null},{"id":"2310.15420","title":"Let the Pretrained Language Models \"Imagine\" for Short Texts Topic Modeling","created":"2023-10-24","cited_by_count":0,"area":null},{"id":"2506.07453","title":"Understanding Cross-Domain Adaptation in Low-Resource Topic Modeling","created":"2025-06-09","cited_by_count":0,"area":null},{"id":"2602.17907","title":"Improving Topic Modeling by Distilling Soft Labels from Language Models","created":"2026-02-20","cited_by_count":0,"area":null},{"id":"2608.16269","title":"Domain-Agnostic Neural Topic Modeling with Contextual Token-Level Semantic Graph Representation","created":"2026-08-17","cited_by_count":0,"area":null},{"id":"2609.14256","title":"Document Topic Alignment Metrics for Evaluating Topic Models of Short-Text Public Health Communications on Social Media","created":"2026-09-13","cited_by_count":0,"area":null}],"next_cursor":null}