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id (int32)title (string)text (string)url (string)wiki_id (int32)views (float32)paragraph_id (int32)langs (int32)emb (sequence)
0
"Nekrolog 2022"
"Dies ist eine Liste von im Jahr 2022 verstorbenen Personen. Die Einträge erfolgen innerhalb der einzelnen Kalendertage alphabetisch. Tiere sind im Nekrolog für Tiere zu finden."
"https://de.wikipedia.org/wiki?curid=12052792"
12,052,792
4,016.2854
0
38
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1
"Deutschland"
"Deutschland (; Vollform des Staatennamens seit 1949: Bundesrepublik Deutschland) ist ein Bundesstaat in Mitteleuropa. Er hat 16 Bundesländer und ist als freiheitlich-demokratischer und sozialer Rechtsstaat verfasst. Die 1949 gegründete Bundesrepublik Deutschland stellt die jüngste Ausprägung des 1871 erstmals begründeten deutschen Nationalstaates dar. Bundeshauptstadt und Regierungssitz ist Berlin. Deutschland grenzt an neun Staaten, es hat Anteil an der Nord- und Ostsee im Norden sowie dem Bodensee und den Alpen im Süden. Es liegt in der gemäßigten Klimazone und verfügt über 16 National- und mehr als 100 Naturparks."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
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2
"Deutschland"
"Das heutige Deutschland hat gut 84 Millionen Einwohner und zählt bei einer Fläche von 357.588 Quadratkilometern mit durchschnittlich 232 Einwohnern pro Quadratkilometer zu den dicht besiedelten Flächenstaaten. Die bevölkerungsreichste deutsche Stadt ist Berlin; weitere Metropolen mit mehr als einer Million Einwohnern sind Hamburg, München und Köln; der größte Ballungsraum ist das Ruhrgebiet. Frankfurt am Main ist als europäisches Finanzzentrum von globaler Bedeutung. Die Geburtenrate liegt bei 1,58 Kindern pro Frau (2021)."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
1
295
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3
"Deutschland"
"Auf dem Gebiet Deutschlands ist die Anwesenheit von Menschen vor 500.000 Jahren durch Funde des "Homo heidelbergensis" sowie einiger prähistorischer Kunstwerke aus der späteren Altsteinzeit nachgewiesen. Während der Jungsteinzeit, um 5600 v. Chr., wanderten die ersten Bauern mitsamt Vieh und Saatgut aus dem Nahen Osten ein. Seit der Antike ist die lateinische Bezeichnung "Germania" für das Siedlungsgebiet der Germanen bekannt. Das ab dem 10. Jahrhundert bestehende römisch-deutsche Reich, das aus vielen Herrschaftsgebieten bestand, war wie der 1815 ins Leben gerufene Deutsche Bund und die liberale demokratische Bewegung Vorläufer des späteren deutschen Gesamtstaates, der 1871 als Deutsches Reich gegründet wurde."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
2
295
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4
"Deutschland"
"Die rasche Entwicklung vom Agrar- zum Industriestaat vollzog sich während der Gründerzeit in der zweiten Hälfte des 19. Jahrhunderts. Nach dem Ersten Weltkrieg wurde 1918 die Monarchie abgeschafft und die demokratische Weimarer Republik konstituiert. Ab 1933 führte die nationalsozialistische Diktatur zu politischer und rassistischer Verfolgung und gipfelte in der Ermordung von sechs Millionen Juden und Angehörigen anderer Minderheiten wie Sinti und Roma. Der vom NS-Staat 1939 begonnene Zweite Weltkrieg endete 1945 mit der Niederlage der Achsenmächte. Das von den Siegermächten besetzte Land wurde 1949 geteilt, nachdem bereits 1945 seine Ostgebiete teils unter polnische, teils sowjetische Verwaltungshoheit gestellt worden waren. Der Gründung der Bundesrepublik als demokratischer westdeutscher Teilstaat mit Westbindung am 23. Mai 1949 folgte die Gründung der sozialistischen DDR am 7. Oktober 1949 als ostdeutscher Teilstaat unter sowjetischer Hegemonie. Die innerdeutsche Grenze war nach dem Berliner Mauerbau (ab 13. August 1961) abgeriegelt. Nach der friedlichen Revolution in der DDR 1989 erfolgte die Lösung der deutschen Frage durch die Wiedervereinigung beider Landesteile am 3. Oktober 1990, womit auch die Außengrenzen Deutschlands als endgültig anerkannt wurden. Durch den Beitritt der fünf ostdeutschen Länder sowie die Wiedervereinigung von Ost- und West-Berlin zur heutigen Bundeshauptstadt zählt die Bundesrepublik Deutschland seit 1990 sechzehn Bundesländer."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
3
295
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5
"Deutschland"
"Deutschland ist Gründungsmitglied der Europäischen Union und ihrer Vorgänger (Römische Verträge 1957) sowie deren bevölkerungsreichstes Land. Mit 18 anderen EU-Mitgliedstaaten bildet es eine Währungsunion, die Eurozone. Es ist Mitglied der UN, der OECD, der OSZE, der NATO, der G7, der G20 und des Europarates. Die Vereinten Nationen unterhalten seit 1951 ihren deutschen Sitz in Bonn („UNO-Stadt“). Die Bundesrepublik Deutschland gilt als einer der politisch einflussreichsten Staaten Europas und ist ein gesuchtes Partnerland auf globaler Ebene."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
4
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6
"Deutschland"
"Gemessen am Bruttoinlandsprodukt ist das marktwirtschaftlich organisierte Deutschland die größte Volkswirtschaft Europas und die viertgrößte der Welt. 2016 war es die drittgrößte Export- und Importnation. Es ist eine Informations- und Wissensgesellschaft. Automatisierung, Digitalisierung und Disruption prägen die innovative deutsche Industrieentwicklung. Die Steigerung der Qualität des deutschen Bildungssystems und die nachhaltige Entwicklung des Landes gelten als zentrale Aufgaben der Standortpolitik. Gemäß dem Index der menschlichen Entwicklung zählt Deutschland zu den sehr hoch entwickelten Ländern."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
5
295
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7
"Deutschland"
"Muttersprache der Bevölkerungsmehrheit ist die deutsche Sprache. Daneben gibt es Regional- und Minderheitensprachen und sowohl Deutsche als auch Migranten mit anderen Muttersprachen, von denen die bedeutendsten Türkisch und Russisch sind. Bedeutendste Fremdsprache ist Englisch, das in allen Bundesländern in der Schule gelehrt wird. Die Kultur Deutschlands ist vielfältig und wird neben zahlreichen Traditionen, Institutionen und Veranstaltungen beispielsweise in der Auszeichnung als UNESCO-Welterbe in Deutschland, in Kulturdenkmälern und als immaterielles Kulturerbe erfasst und gewürdigt."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
6
295
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8
"Deutschland"
"Die etymologischen Vorformen von "deutsch" bedeuteten ursprünglich „zum Volk gehörig“, wobei das Adjektiv zunächst die Dialekte des kontinental-westgermanischen Dialektkontinuums bezeichnete. Die Bezeichnung "Deutschland" wird seit dem 15. Jahrhundert verwendet, ist in einzelnen Schriftstücken aber schon früher bezeugt; in der der Goldenen Bulle (um 1365) heißt es "Dutschelant". Davor sind nur Wortfügungen des Attributs "deutsch" mit "Land" belegt, beispielsweise in der unbestimmten Singularform „ein deutsches Land“ oder der bestimmten Pluralform „die deutschen Länder“, nicht aber in der bestimmten Singularform „das deutsche Land“. Gemeint waren Länder mit einer Führungsschicht, die sich auf den politischen Herrschaftsanspruch des (Ost-)Fränkischen, ab dem 10. Jahrhundert des Heiligen Römischen Reiches (962–1806) bezog. Die Bezeichnung wurde damit vor allem für (vor-)staatliche Gebilde im deutschen Sprach- oder Herrschaftsgebiet verwendet, das über Jahrhunderte große Veränderungen erlebte."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
7
295
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9
"Deutschland"
"Das "Heilige Römische Reich", ursprünglich nur als „Reich“ () bezeichnet, erhielt mehrere Namenszusätze: „Heilig“ seit Mitte des 12. Jahrhunderts, „Römisch“ seit Mitte des 13. Jahrhunderts und seit dem ausgehenden 15. Jahrhundert „Deutscher Nation“ "(Heiliges Römisches Reich Deutscher Nation)". Erst im 16. Jahrhundert kam die Bezeichnung „Teutschland“ für die vorher so bezeichneten „deutschen Lande“ auf. Bald bürgerte sich in der zeitgenössischen Literatur eine Gleichsetzung von "Reich" und "Teutschland" ein, die schließlich als Synonyma verwendet wurden (etwa durch den Hallenser Juristen Johann Peter von Ludewig 1735)."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
8
295
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10
"Deutschland"
"Ein Bewusstsein, dass nicht der jeweilige Territorialstaat, sondern Deutschland als Ganzes als Vaterland anzusehen sei, begann sich erst in den napoleonischen Kriegen auszubreiten. Vorher hatte etwa Friedrich Schiller 1797 in den "Xenien" streng zwischen einem geistigen und einem politischen Deutschland unterschieden, die keine Schnittmenge hätten: „Deutschland, aber wo liegt es? Ich weiß das Land nicht zu finden. Wo das gelehrte beginnt, hört das politische auf.“ Der Möglichkeit eines letzteren erteilte er eine Absage: „Zur Nation euch zu bilden, ihr hoffet es, Deutsche, vergebens.“ "Deutsche Größe" (so der Titel eines unvollendet gebliebenen Gedichts aus dem Jahr 1801) sah er allein im Geistigen. Noch 1813 sprach Achim von Arnim von Deutschland als einem „hohlen Wortideale“, dem er „alles Herrliche der einzelnen deutschen Völker“ (im Plural) gegenüberstellte."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
9
295
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11
"Deutschland"
"Ein politisches Verständnis des Namens "Deutschland" ging zunächst nur von einer kleinen Gruppe von Intellektuellen und Politikern wie Ernst Moritz Arndt, Friedrich Ludwig Jahn, Johann Gottlieb Fichte oder Heinrich Friedrich Karl vom und zum Stein aus, entfaltete aber bereits während der Befreiungskriege eine erhebliche Mobilisierungswirkung. Auch das Kaisertum Österreich und das Königreich Preußen bezogen sich nun positiv auf Deutschland: Erzherzog Karl von Österreich-Teschen erließ 1809 zu Beginn des Fünften Koalitionskriegs einen Aufruf "An die deutsche Nation", in dem er versicherte: „Unsere Sache ist die Sache Deutschlands“. Der preußische König Friedrich Wilhelm III. kündigte in der Proklamation von Kalisch am 19. März 1813 „den Fürsten und Völkern Deutschlands die Rückkehr der Freiheit und Unabhängigkeit“ an. Dieses Deutschland wurde als der deutsche Sprachraum definiert (Arndt: "Des Deutschen Vaterland", 1813; ähnlich noch 1841 Hoffmann von Fallerslebens "Lied der Deutschen"). Es wurde nicht mehr als Reich, sondern als Nation verstanden; die deutsche Nationalbewegung setzte sich in den folgenden Jahrzehnten dafür ein, alle deutschen Territorien in einem Nationalstaat zusammenzufassen. Dies misslang zunächst, auf dem Wiener Kongress 1814/15 wurden stattdessen die Territorialstaaten wiederhergestellt und in einem Staatenbund zusammengefasst, dem Deutschen Bund. Dieser wurde ebenfalls als Deutschland bezeichnet, umfasste aber einige mehrheitlich nicht-deutschsprachige Territorien wie Böhmen und Mähren, während andere, mehrheitlich deutschsprachige Gebiete wie Ostpreußen nicht dazugehörten. Gleichwohl blieb die Nationalbewegung zunächst ein Elitenprojekt. Massenwirksamkeit entfaltete sie erst in der Rheinkrise 1840."
"https://de.wikipedia.org/wiki?curid=1497705"
1,497,705
3,953.328369
10
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Wikipedia (de) embedded with cohere.ai multilingual-22-12 encoder

We encoded Wikipedia (de) using the cohere.ai multilingual-22-12 embedding model.

To get an overview how this dataset was created and pre-processed, have a look at Cohere/wikipedia-22-12.

Embeddings

We compute for title+" "+text the embeddings using our multilingual-22-12 embedding model, a state-of-the-art model that works for semantic search in 100 languages. If you want to learn more about this model, have a look at cohere.ai multilingual embedding model.

Further languages

We provide embeddings of Wikipedia in many different languages: ar, de, en, es, fr, hi, it, ja, ko, simple english, zh,

You can find the Wikipedia datasets without embeddings at Cohere/wikipedia-22-12.

Loading the dataset

You can either load the dataset like this:

from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-de-embeddings", split="train")

Or you can also stream it without downloading it before:

from datasets import load_dataset
docs = load_dataset(f"Cohere/wikipedia-22-12-de-embeddings", split="train", streaming=True)

for doc in docs:
    docid = doc['id']
    title = doc['title']
    text = doc['text']
    emb = doc['emb']

Search

A full search example:

#Run: pip install cohere datasets
from datasets import load_dataset
import torch
import cohere

co = cohere.Client(f"<<COHERE_API_KEY>>")  # Add your cohere API key from www.cohere.com

#Load at max 1000 documents + embeddings
max_docs = 1000
docs_stream = load_dataset(f"Cohere/wikipedia-22-12-de-embeddings", split="train", streaming=True)

docs = []
doc_embeddings = []

for doc in docs_stream:
    docs.append(doc)
    doc_embeddings.append(doc['emb'])
    if len(docs) >= max_docs:
        break

doc_embeddings = torch.tensor(doc_embeddings)

query = 'Who founded Youtube'
response = co.embed(texts=[query], model='multilingual-22-12')
query_embedding = response.embeddings 
query_embedding = torch.tensor(query_embedding)

# Compute dot score between query embedding and document embeddings
dot_scores = torch.mm(query_embedding, doc_embeddings.transpose(0, 1))
top_k = torch.topk(dot_scores, k=3)

# Print results
print("Query:", query)
for doc_id in top_k.indices[0].tolist():
    print(docs[doc_id]['title'])
    print(docs[doc_id]['text'], "\n")

Performance

You can find performance on the MIRACL dataset (a semantic search evaluation dataset) here: miracl-en-queries-22-12#performance

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