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Methodology
← Core Methods
Machine Learning
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Clustering
3615 directly classified papers
Papers per year
2000: 1
2001: 3
2002: 4
2003: 7
2004: 2
2005: 4
2006: 34
2007: 19
2008: 22
2009: 23
2010: 38
2011: 51
2012: 74
2013: 125
2014: 111
2015: 107
2016: 158
2017: 203
2018: 219
2019: 319
2020: 310
2021: 336
2022: 293
2023: 394
2024: 345
2025: 287
2026: 126
Papers
Historical Portrayal of Greek Tourism through Topic Modeling on International Newspapers
EACL 2024
Topic Modeling: Contextual Token Embeddings Are All You Need
EMNLP 2024
LLMEdgeRefine: Enhancing Text Clustering with LLM-Based Boundary Point Refinement
EMNLP 2024
Clustering-based Sampling for Few-Shot Cross-Domain Keyphrase Extraction
EACL 2024
FASTTRACK: Reliable Fact Tracing via Clustering and LLM-Powered Evidence Validation
EMNLP 2024
Graph-based Clustering for Detecting Semantic Change Across Time and Languages
EACL 2024
DVSAI: Diverse View-Shared Anchors Based Incomplete Multi-View Clustering
AAAI 2024
Scaling up Discovery of Latent Concepts in Deep NLP Models
EACL 2024
Unsupervised Hierarchical Topic Modeling via Anchor Word Clustering and Path Guidance
EMNLP 2024
The PGNSC Benchmark: How Do We Predict Where Information Spreads?
ACL 2024
A diverse Multilingual News Headlines Dataset from around the World
NAACL 2024
Voices in a Crowd: Searching for clusters of unique perspectives
EMNLP 2024
When Elote, Choclo and Mazorca are not the Same. Isomorphism-Based Perspective to the Spanish Varieties Divergences
NAACL 2024
Learning Cluster-Wise Anchors for Multi-View Clustering
AAAI 2024
Automated Human-Readable Label Generation in Open Intent Discovery
INTERSPEECH 2024
Story Morals: Surfacing value-driven narrative schemas using large language models
EMNLP 2024
More Discriminative Sentence Embeddings via Semantic Graph Smoothing
EACL 2024
RoBERT2VecTM: A Novel Approach for Topic Extraction in Islamic Studies
EMNLP 2024
Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality Estimation
EMNLP 2024
Text-Guided Image Clustering
EACL 2024
Discriminatively Fuzzy Multi-View K-means Clustering with Local Structure Preserving
AAAI 2024
Leveraging BERT and TFIDF Features for Short Text Clustering via Alignment-Promoting Co-Training
EMNLP 2024
Large Language Models Offer an Alternative to the Traditional Approach of Topic Modelling
COLING 2024
Multilingual Substitution-based Word Sense Induction
COLING 2024
Neural Multimodal Topic Modeling: A Comprehensive Evaluation
COLING 2024
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