conftrace_

topic model

290 papers

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Co-occurring keywords

topic modeling (461) latent dirichlet allocation (171) variational inference (2069) bayesian inference (1907) gibbs sampling (201) word embedding (1764) document classification (202) hierarchical dirichlet process (49) topic coherence (57) probabilistic modeling (852)

Papers

Continual Neural Topic Model EACL 2026
NGTM: Substructure-based Neural Graph Topic Model for Interpretable Graph Generation AAAI 2026
From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora EMNLP 2025
Constrained Non-negative Matrix Factorization for Guided Topic Modeling of Minority Topics EMNLP 2025
ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025
Sharpness-Aware Minimization for Topic Models with High-Quality Document Representations NAACL 2025
Reliability of Topic Modeling NAACL 2025
Interpreting Topic Models in Byte-Pair Encoding Space COLING 2025
Mining the Past: A Comparative Study of Classical and Neural Topic Models on Historical Newspaper Archives NAACL 2025
Large Language Models Struggle to Describe the Haystack without Human Help: A Social Science-Inspired Evaluation of Topic Models ACL 2025
Refining Dimensions for Improving Clustering-based Cross-lingual Topic Models COLING 2025
Learning Adverbs with Spectral Mixture Kernels ACL 2024
Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling COLING 2024
Putting Back the Stops: Integrating Syntax with Neural Topic Models IJCAI 2024
Continuous Relational Diffusion Driven Topic Model with Multi-grained Text for Microblog COLING 2024
Evaluating Topic Model on Asymmetric and Multi-Domain Financial Corpus COLING 2024
Detecting Machine-Generated Long-Form Content with Latent-Space Variables EMNLP 2024
Matching Varying-Length Texts via Topic-Informed and Decoupled Sentence Embeddings NAACL 2024
Combating Label Sparsity in Short Text Topic Modeling via Nearest Neighbor Augmentation ACL 2024
FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model NIPS 2024
Topic-Aware Causal Intervention for Counterfactual Detection EMNLP 2024
On Fake News Detection with LLM Enhanced Semantics Mining EMNLP 2024
Choosing the Number of Topics in LDA Models – A Monte Carlo Comparison of Selection Criteria JMLR 2024
It is a Truth Individually Acknowledged: Cross-references On Demand EMNLP 2024
Topic-guided Example Selection for Domain Adaptation in LLM-based Machine Translation EACL 2024