German Text Embedding Clustering Benchmark
Paper
• 2401.02709 • Published
• 6
sentences sequencelengths 1.44k 9.96k | labels sequencelengths 1.44k 9.96k |
|---|---|
[
"Levi: Kein Schnee, keine Rennen",
"Südafrika und Neuseeland im Halbfinale",
"Ukraine: Geheimdienst wirft Russland Hackerangriff vor",
"Warum Android vs. iPhone-Kriege sinnlos wie nie sind",
"Keith Richards kündigt neues Rolling-Stones-Album für 2016 an",
"\"Mario\"-Speedruns: Nintendo lässt zahlreiche Yo... | [
"Sport",
"Sport",
"International",
"Web",
"Kultur",
"Web",
"Panorama",
"Web",
"Etat",
"Etat",
"International",
"Sport",
"International",
"Panorama",
"Sport",
"Panorama",
"Panorama",
"Wissenschaft",
"Inland",
"Panorama",
"Wissenschaft",
"Panorama",
"International",
"Pano... |
["Samsung kündigt über 500 neue Spiele für Smart TVs an","Forscher: Menschwerdung nicht zwangslä(...TRUNCATED) | ["Web","Wissenschaft","Panorama","Wirtschaft","Wissenschaft","International","Web","Wirtschaft","Spo(...TRUNCATED) |
["Rapid erklimmt die Spitze: Eine \"Momentaufnahme\"","Kind bekam in den USA neue Hände","Keine Gna(...TRUNCATED) | ["Sport","Panorama","International","Wirtschaft","Wirtschaft","Web","Wirtschaft","Sport","Etat","Web(...TRUNCATED) |
["2015: Weniger Verkehrstote, aber mehr Kinder als Opfer","Sturm in Westösterreich, Einsatz in Salz(...TRUNCATED) | ["Panorama","Panorama","Kultur","Sport","Etat","International","Panorama","Panorama","Web","Wissensc(...TRUNCATED) |
["SSDs: Samsung bringt 850 Evo / Pro mit 2 TB","Android dominiert das mobile Web","Geld im Überflus(...TRUNCATED) | ["Web","Web","Wirtschaft","Sport","Inland","Wirtschaft","Wirtschaft","Wirtschaft","Web","Panorama","(...TRUNCATED) |
["Digitales Daumenkino: Die Katze an der Wand","Facebooks versteckte Nachrichten anzeigen lassen","H(...TRUNCATED) | ["Web","Web","Sport","Wirtschaft","Web","Wissenschaft","Inland","Sport","Sport","Panorama","Etat","P(...TRUNCATED) |
["Deutsche fahren immer mehr auf SUV ab","Hypo-Prozess gegen Ex-Flick-Anwalt nach kurzer Zeit vertag(...TRUNCATED) | ["Wirtschaft","Wirtschaft","Sport","Wirtschaft","Web","International","Sport","Sport","Kultur","Pano(...TRUNCATED) |
["Friedrich Cerha: Die Tonart der Obsession","Google: Zusatzsoftware von Samsung macht Android unsic(...TRUNCATED) | ["Kultur","Web","International","Etat","Sport","Panorama","Web","Web","Web","Wissenschaft","Inland",(...TRUNCATED) |
["Christian Höbart: Der Ingenieur der scharfen Formulierungen","19-jähriger Alkolenker wollte Poli(...TRUNCATED) | ["Inland","Panorama","Kultur","International","Sport","Web","Web","Kultur","Web","Inland","Kultur","(...TRUNCATED) |
["Wohnen, wo andere Urlaub machen","Argentinien beansprucht erneut Falklandinseln","\"Star Citizen\"(...TRUNCATED) | ["Wirtschaft","International","Web","International","Web","Panorama","Web","Etat","Wirtschaft","Web"(...TRUNCATED) |
This dataset can be used as a benchmark for clustering word embeddings for German.
The datasets contains news article titles and is based on the dataset of the One Million Posts Corpus and 10kGNAD. It contains 10'267 unique samples, 10 splits with 1'436 to 9'962 samples and 9 unique classes. Splits are built similarly to MTEB's TwentyNewsgroupsClustering.
Have a look at German Text Embedding Clustering Benchmark (Github, Paper) for more infos, datasets and evaluation results.
If you use this dataset in your work, please cite the following paper:
@inproceedings{wehrli-etal-2023-german,
title = "{G}erman Text Embedding Clustering Benchmark",
author = "Wehrli, Silvan and
Arnrich, Bert and
Irrgang, Christopher",
editor = "Georges, Munir and
Herygers, Aaricia and
Friedrich, Annemarie and
Roth, Benjamin",
booktitle = "Proceedings of the 19th Conference on Natural Language Processing (KONVENS 2023)",
month = sep,
year = "2023",
address = "Ingolstadt, Germany",
publisher = "Association for Computational Lingustics",
url = "https://aclanthology.org/2023.konvens-main.20",
pages = "187--201",
}