BERTopic: Neural topic modeling with a class-based TF-IDF procedure Mar 11, 2022 Clustering Document Embedding
Code Code Available S^3 -- Semantic Signal Separation Jun 13, 2024 blind source separation Topic Models
Code Code Available FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model May 28, 2024 Relation Topic Models
Code Code Available Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooM Apr 18, 2024 Topic Models
Code Code Available A Survey on Neural Topic Models: Methods, Applications, and Challenges Jan 27, 2024 Survey Topic Models
Code Code Available TopicGPT: A Prompt-based Topic Modeling Framework Nov 2, 2023 Specificity Topic Models
Code Code Available One Configuration to Rule Them All? Towards Hyperparameter Transfer in Topic Models using Multi-Objective Bayesian Optimization Feb 15, 2022 All Bayesian Optimization
Code Code Available Top2Vec: Distributed Representations of Topics Aug 19, 2020 Lemmatization Semantic Similarity
Code Code Available Cross-lingual Contextualized Topic Models with Zero-shot Learning Apr 16, 2020 Topic Models Transfer Learning
Code Code Available Pre-training is a Hot Topic: Contextualized Document Embeddings Improve Topic Coherence Apr 8, 2020 Sentence Embeddings Topic Models
Code Code Available Neural Topic Modeling with Large Language Models in the Loop Nov 13, 2024 Topic coverage Topic Models
Code Code Available Iterative Improvement of an Additively Regularized Topic Model Aug 11, 2024 model Topic Models
Code Code Available Determination of the Number of Topics Intrinsically: Is It Possible? Jun 14, 2024 Topic Models
Code Code Available Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion May 28, 2024 Contrastive Learning Diversity
Code Code Available Enhanced Short Text Modeling: Leveraging Large Language Models for Topic Refinement Mar 26, 2024 Prompt Engineering Topic Models
Code Code Available Improving the TENOR of Labeling: Re-evaluating Topic Models for Content Analysis Jan 29, 2024 Topic Models
Code Code Available DeTiME: Diffusion-Enhanced Topic Modeling using Encoder-decoder based LLM Oct 23, 2023 Decoder Text Generation
Code Code Available Effective Neural Topic Modeling with Embedding Clustering Regularization Jun 7, 2023 Clustering Topic Models
Code Code Available Revisiting Automated Topic Model Evaluation with Large Language Models May 20, 2023 Topic Models
Code Code Available InfoCTM: A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling Apr 7, 2023 Topic Models
Code Code Available No more Reviewer #2: Subverting Automatic Paper-Reviewer Assignment using Adversarial Learning Mar 25, 2023 Topic Models
Code Code Available ANTM: An Aligned Neural Topic Model for Exploring Evolving Topics Feb 3, 2023 Diversity Dynamic Topic Modeling
Code Code Available Are Neural Topic Models Broken? Oct 28, 2022 Topic Models
Code Code Available HyperMiner: Topic Taxonomy Mining with Hyperbolic Embedding Oct 16, 2022 Graph structure learning Topic Models
Code Code Available Nonparametric Forest-Structured Neural Topic Modeling Oct 1, 2022 Topic Models
Code Code Available Twitmo: A Twitter Data Topic Modeling and Visualization Package for R Jul 8, 2022 Information Retrieval Topic Models
Code Code Available Seed-Guided Topic Discovery with Out-of-Vocabulary Seeds May 4, 2022 Diversity General Knowledge
Code Code Available Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics Apr 21, 2022 Clustering Sentence
Code Code Available Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations Feb 9, 2022 Clustering Language Modeling
Code Code Available Keyword Assisted Embedded Topic Model Nov 22, 2021 model Topic Models
Code Code Available Contrastive Learning for Neural Topic Model Oct 25, 2021 Contrastive Learning model
Code Code Available Phrase-BERT: Improved Phrase Embeddings from BERT with an Application to Corpus Exploration Sep 13, 2021 Diversity Paraphrase Generation
Code Code Available Apples to Apples: A Systematic Evaluation of Topic Models Sep 1, 2021 Diversity Topic Models
Code Code Available Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence Jul 5, 2021 Topic Models
Code Code Available Sawtooth Factorial Topic Embeddings Guided Gamma Belief Network Jun 30, 2021 Topic Models Variational Inference
Code Code Available Non-negative matrix factorization algorithms greatly improve topic model fits May 27, 2021 parameter estimation Topic Models
Code Code Available Is Automated Topic Model Evaluation Broken? The Incoherence of Coherence May 21, 2021 Topic Models
Code Code Available OCTIS: Comparing and Optimizing Topic models is Simple! Apr 19, 2021 Bayesian Optimisation Bayesian Optimization
Code Code Available Using Transformer based Ensemble Learning to classify Scientific Articles Feb 19, 2021 Articles Ensemble Learning
Code Code Available Short Text Topic Modeling with Topic Distribution Quantization and Negative Sampling Decoder Nov 1, 2020 Decoder Quantization
Code Code Available TOMODAPI: A Topic Modeling API to Train, Use and Compare Topic Models Nov 1, 2020 Topic Models
Code Code Available TopicModel4J: A Java Package for Topic Models Oct 28, 2020 Lemmatization Topic Models
Code Code Available Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding Oct 13, 2020 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available Improving Neural Topic Models using Knowledge Distillation Oct 5, 2020 Knowledge Distillation Topic Models
Code Code Available A Simple and Effective Self-Supervised Contrastive Learning Framework for Aspect Detection Sep 18, 2020 Contrastive Learning Topic Models
Code Code Available Neural Topic Model via Optimal Transport Aug 12, 2020 model Topic Models
Code Code Available Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding Jul 18, 2020 text-classification Text Classification
Code Code Available tBERT: Topic Models and BERT Joining Forces for Semantic Similarity Detection Jul 1, 2020 Natural Language Understanding Semantic Similarity
Code Code Available Graph Structural-topic Neural Network Jun 25, 2020 Topic Models
Code Code Available Tired of Topic Models? Clusters of Pretrained Word Embeddings Make for Fast and Good Topics too! Apr 30, 2020 Clustering Dimensionality Reduction
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