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 111–120 of 123 papers

Title	Date	Tasks	Status
Clustering tweets usingWikipedia concepts	May 1, 2014	ClusteringText Clustering	—Unverified
Combining Evaluation Metrics via the Unanimous Improvement Ratio and its Application to Clustering Tasks	Jan 18, 2014	ClusteringText Clustering	—Unverified
Which Clustering Do You Want? Inducing Your Ideal Clustering with Minimal Feedback	Jan 16, 2014	ClusteringText Clustering	—Unverified
Post-Retrieval Clustering Using Third-Order Similarity Measures	Aug 1, 2013	ClusteringRetrieval	—Unverified
A Symmetric Rank-one Quasi Newton Method for Non-negative Matrix Factorization	May 24, 2013	ClusteringDimensionality Reduction	—Unverified
Domain Based Punjabi Text Document Clustering	Dec 1, 2012	ClusteringText Clustering	—Unverified
A Template Based Hybrid Model for Chinese Personal Name Disambiguation	Dec 1, 2012	Text Clustering	—Unverified
Exploiting Discourse Relations between Sentences for Text Clustering	Dec 1, 2012	ClusteringQuestion Answering	—Unverified
Unsupervised Feature-Rich Clustering	Dec 1, 2012	ClusteringSentiment Analysis	—Unverified
Subgroup Detection in Ideological Discussions	Jul 1, 2012	Sentiment AnalysisText Clustering	—Unverified

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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