Cover Image

E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Breuer, Adam
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SaberLDA: Sparsity-Aware Learning of Topic Models on GPUs
by: Li, Kaiwei, et al.
Published: (2016)

Topic Modeling Analysis of Aviation Accident Reports: A Comparative Study between LDA and NMF Models
by: Nanyonga, Aziida, et al.
Published: (2024)

Decoding Multilingual Topic Dynamics and Trend Identification through ARIMA Time Series Analysis on Social Networks: A Novel Data Translation Framework Enhanced by LDA/HDP Models
by: Jaballi, Samawel, et al.
Published: (2024)

Topic mining based on fine-tuning Sentence-BERT and LDA
by: Li, Jianheng, et al.
Published: (2025)

Topic Analysis with Side Information: A Neural-Augmented LDA Approach
by: Fang, Biyi, et al.
Published: (2025)

LDA-AQU: Adaptive Query-guided Upsampling via Local Deformable Attention
by: Du, Zewen, et al.
Published: (2024)

Comparative Study on the Discourse Meaning of Chinese and English Media in the Paris Olympics Based on LDA Topic Modeling Technology and LLM Prompt Engineering
by: Yu, Yinglong, et al.
Published: (2025)

A Latent Dirichlet Allocation (LDA) Semantic Text Analytics Approach to Explore Topical Features in Charity Crowdfunding Campaigns
by: Muzumdar, Prathamesh, et al.
Published: (2024)

Towards Generalising Neural Topical Representations
by: Yang, Xiaohao, et al.
Published: (2023)

Analyzing Political Text at Scale with Online Tensor LDA
by: Kangaslahti, Sara, et al.
Published: (2025)

RedTopic: Toward Topic-Diverse Red Teaming of Large Language Models
by: Ding, Jiale, et al.
Published: (2025)

Topic Modeling in Marathi
by: Shinde, Sanket, et al.
Published: (2025)

Fully Bayesian Approaches to Topics over Time
by: Cendrero, Julián, et al.
Published: (2025)

Probabilistic Topic Modelling with Transformer Representations
by: Reuter, Arik, et al.
Published: (2024)

Exponential Family Discriminant Analysis: Generalizing LDA-Style Generative Classification to Non-Gaussian Models
by: Lakkapragada, Anish
Published: (2026)

LimTopic: LLM-based Topic Modeling and Text Summarization for Analyzing Scientific Articles limitations
by: Azhar, Ibrahim Al, et al.
Published: (2025)

Topics as Entity Clusters: Entity-based Topics from Large Language Models and Graph Neural Networks
by: Loureiro, Manuel V., et al.
Published: (2023)

GINopic: Topic Modeling with Graph Isomorphism Network
by: Adhya, Suman, et al.
Published: (2024)

Topic Modelling: Going Beyond Token Outputs
by: Williams, Lowri, et al.
Published: (2024)

Towards Statistical Factuality Guarantee for Large Vision-Language Models
by: Li, Zhuohang, et al.
Published: (2025)

Leveraging Large Language Models and Topic Modeling for Toxicity Classification
by: Oskouie, Haniyeh Ehsani, et al.
Published: (2024)

CEMTM: Contextual Embedding-based Multimodal Topic Modeling
by: Abaskohi, Amirhossein, et al.
Published: (2025)

Topic Modeling with Fine-tuning LLMs and Bag of Sentences
by: Schneider, Johannes
Published: (2024)

Semiparametric Latent Topic Modeling on Consumer-Generated Corpora
by: Dayta, Dominic B., et al.
Published: (2021)

Interpretable Topic Extraction and Word Embedding Learning using row-stochastic DEDICOM
by: Hillebrand, Lars, et al.
Published: (2025)

Model Directions, Not Words: Mechanistic Topic Models Using Sparse Autoencoders
by: Zheng, Carolina, et al.
Published: (2025)

Parallel Test-Time Scaling for Latent Reasoning Models
by: You, Runyang, et al.
Published: (2025)

Capability-Guided Compression: Toward Interpretability-Aware Budget Allocation for Large Language Models
by: Gupta, Rishaank
Published: (2026)

Preprocessed Tweets for LDA with defined Topics
by: Meier, Matteo
Published: (2022)

Towards the TopMost: A Topic Modeling System Toolkit
by: Wu, Xiaobao, et al.
Published: (2023)

Dynamic Embedded Topic Models: properties and recommendations based on diverse corpora
by: Fittschen, Elisabeth, et al.
Published: (2025)

Efficient and Flexible Topic Modeling using Pretrained Embeddings and Bag of Sentences
by: Schneider, Johannes
Published: (2023)

Parallel Scaling Law for Language Models
by: Chen, Mouxiang, et al.
Published: (2025)

Parallel Token Prediction for Language Models
by: Draxler, Felix, et al.
Published: (2025)

TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings
by: Hanley, Hans W. A., et al.
Published: (2023)

Counterfactual Generation with Identifiability Guarantees
by: Yan, Hanqi, et al.
Published: (2024)

QuIP: 2-Bit Quantization of Large Language Models With Guarantees
by: Chee, Jerry, et al.
Published: (2023)

Self-Supervised Learning for Neural Topic Models with Variance-Invariance-Covariance Regularization
by: Xu, Weiran, et al.
Published: (2025)

Logit Reweighting for Topic-Focused Summarization
by: Braun, Joschka, et al.
Published: (2025)

AutoTM 2.0: Automatic Topic Modeling Framework for Documents Analysis
by: Khodorchenko, Maria, et al.
Published: (2024)