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Text Clustering

Grouping a set of texts in such a way that objects in the same group (called a cluster) are more similar (in some sense) to each other than to those in other groups (clusters). (Source: Adapted from Wikipedia)

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 123 papers

Title	Date	Tasks	Status	Hype
k-LLMmeans: Scalable, Stable, and Interpretable Text Clustering via LLM-based Centroids	Feb 12, 2025	ClusteringText Clustering	—Unverified	0
Reliable Pseudo-labeling via Optimal Transport with Attention for Short Text Clustering	Jan 25, 2025	ClusteringContrastive Learning	CodeCode Available	0
Discriminative Representation learning via Attention-Enhanced Contrastive Learning for Short Text Clustering	Jan 7, 2025	ClusteringContrastive Learning	CodeCode Available	0
LITA: An Efficient LLM-assisted Iterative Topic Augmentation Framework	Dec 17, 2024	ClusteringSpecificity	—Unverified	0
Dial-In LLM: Human-Aligned LLM-in-the-loop Intent Clustering for Customer Service Dialogues	Dec 12, 2024	ClusteringCoherence Evaluation	—Unverified	0
Hierarchical mixtures of Unigram models for short text clustering: The role of Beta-Liouville priors	Oct 29, 2024	Short Text ClusteringText Clustering	—Unverified	0
Contrastive Learning Subspace for Text Clustering	Aug 26, 2024	ClusteringContrastive Learning	—Unverified	0
NeurCAM: Interpretable Neural Clustering via Additive Models	Aug 23, 2024	Additive modelsClustering	CodeCode Available	0
Extracting Sentence Embeddings from Pretrained Transformer Models	Aug 15, 2024	ClusteringRetrieval-augmented Generation	—Unverified	0
An Efficient and Explanatory Image and Text Clustering System with Multimodal Autoencoder Architecture	Aug 14, 2024	Text Clustering	—Unverified	0

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All datasets MTEB 20 Newsgroups Urdu News Headlines Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ST5-XXL	V-Measure	43.71	—	Unverified
2	MPNet	V-Measure	43.69	—	Unverified
3	GTR-XXL	V-Measure	42.42	—	Unverified
4	MiniLM-L6	V-Measure	42.35	—	Unverified
5	ST5-XL	V-Measure	42.34	—	Unverified
6	MiniLM-L12	V-Measure	41.81	—	Unverified
7	ST5-Large	V-Measure	41.65	—	Unverified
8	GTR-Large	V-Measure	41.6	—	Unverified
9	GTR-XL	V-Measure	41.51	—	Unverified
10	Contriever	V-Measure	41.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	G-BAT	Accuracy	41.25	—	Unverified
2	BAT	Accuracy	35.66	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Vector Space Model	Related Headlines	85	—	Unverified