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Topic Modeling

134 directly classified papers

Papers per year

Papers

Quantitative Lect Description: A Case Study of Lemko from the Field Data of 1920s-1930s EACL 2026
Arabic Topic Classification Corpus of the Nakba Short Stories COLING 2025
Bidirectional Topic Matching: Quantifying Thematic Intersections Between Climate Change and Climate Mitigation News Corpora Through Topic Modelling ACL 2025
Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025
Topic Modeling for Short Texts via Optimal Transport-Based Clustering ACL 2025
S3 - Semantic Signal Separation ACL 2025
ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025
S2WTM: Spherical Sliced-Wasserstein Autoencoder for Topic Modeling ACL 2025
Between Hetero-Fatalism and Dark Femininity: Discussions of Relationships, Sex, and Men in the Femosphere ACL 2025
GloCOM: A Short Text Neural Topic Model via Global Clustering Context NAACL 2025
HICode: Hierarchical Inductive Coding with LLMs EMNLP 2025
Understanding Cross-Domain Adaptation in Low-Resource Topic Modeling ACL 2025
LLM-Guided Semantic-Aware Clustering for Topic Modeling ACL 2025
Multi-Surrogate-Objective Optimization for Neural Topic Models EMNLP 2025
Enhancing Short-Text Topic Modeling with LLM-Driven Context Expansion and Prefix-Tuned VAEs EMNLP 2024
Topic Modeling for Short Texts with Large Language Models ACL 2024
Unsupervised Hierarchical Topic Modeling via Anchor Word Clustering and Path Guidance EMNLP 2024
RoBERT2VecTM: A Novel Approach for Topic Extraction in Islamic Studies EMNLP 2024
Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024
Towards the TopMost: A Topic Modeling System Toolkit ACL 2024
STREAM: Simplified Topic Retrieval, Exploration, and Analysis Module ACL 2024
Noise, Novels, Numbers. A Framework for Detecting and Categorizing Noise in Danish and Norwegian Literature EMNLP 2024
Topic Modeling: Contextual Token Embeddings Are All You Need EMNLP 2024
InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling AAAI 2023
Communicating Climate Change: A Comparison Between Tweets and Speeches by German Members of Parliament ACL 2023