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"Deaths in 2022"
"The following notable deaths occurred in 2022. Names are reported under the date of death, in alphabetical order. A typical entry reports information in the following sequence:"
"https://en.wikipedia.org/wiki?curid=69407798"
69,407,798
5,674.449219
0
38
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1
"YouTube"
"YouTube is a global online video sharing and social media platform headquartered in San Bruno, California. It was launched on February 14, 2005, by Steve Chen, Chad Hurley, and Jawed Karim. It is owned by Google, and is the second most visited website, after Google Search. YouTube has more than 2.5 billion monthly users who collectively watch more than one billion hours of videos each day. , videos were being uploaded at a rate of more than 500 hours of content per minute."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
0
184
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2
"YouTube"
"In October 2006, YouTube was bought by Google for $1.65 billion. Google's ownership of YouTube expanded the site's business model, expanding from generating revenue from advertisements alone, to offering paid content such as movies and exclusive content produced by YouTube. It also offers YouTube Premium, a paid subscription option for watching content without ads. YouTube also approved creators to participate in Google's AdSense program, which seeks to generate more revenue for both parties. YouTube reported revenue of $19.8 billion in 2020. In 2021, YouTube's annual advertising revenue increased to $28.8 billion."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
1
184
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3
"YouTube"
"Since its purchase by Google, YouTube has expanded beyond the core website into mobile apps, network television, and the ability to link with other platforms. Video categories on YouTube include music videos, video clips, news, short films, feature films, documentaries, audio recordings, movie trailers, teasers, live streams, vlogs, and more. Most content is generated by individuals, including collaborations between YouTubers and corporate sponsors. Established media corporations such as Disney, Paramount, and Warner Bros. Discovery have also created and expanded their corporate YouTube channels to advertise to a larger audience."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
2
184
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4
"YouTube"
"YouTube has had an unprecedented social impact, influencing popular culture, internet trends, and creating multimillionaire celebrities. Despite all its growth and success, YouTube has been widely criticized. Criticism of YouTube includes the website being used to facilitate the spread of misinformation, copyright issues, routine violations of its users' privacy, enabling censorship, and endangering child safety and wellbeing."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
3
184
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5
"YouTube"
"YouTube was founded by Steve Chen, Chad Hurley, and Jawed Karim. The trio were early employees of PayPal, which left them enriched after the company was bought by eBay. Hurley had studied design at the Indiana University of Pennsylvania, and Chen and Karim studied computer science together at the University of Illinois Urbana-Champaign."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
4
184
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6
"YouTube"
"According to a story that has often been repeated in the media, Hurley and Chen developed the idea for YouTube during the early months of 2005, after they had experienced difficulty sharing videos that had been shot at a dinner party at Chen's apartment in San Francisco. Karim did not attend the party and denied that it had occurred, but Chen remarked that the idea that YouTube was founded after a dinner party "was probably very strengthened by marketing ideas around creating a story that was very digestible"."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
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7
"YouTube"
"Karim said the inspiration for YouTube first came from the Super Bowl XXXVIII halftime show controversy when Janet Jackson's breast was briefly exposed by Justin Timberlake during the halftime show. Karim could not easily find video clips of the incident and the 2004 Indian Ocean Tsunami online, which led to the idea of a video-sharing site. Hurley and Chen said that the original idea for YouTube was a video version of an online dating service, and had been influenced by the website Hot or Not. They created posts on Craigslist asking attractive women to upload videos of themselves to YouTube in exchange for a $100 reward. Difficulty in finding enough dating videos led to a change of plans, with the site's founders deciding to accept uploads of any video."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
6
184
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8
"YouTube"
"YouTube began as a venture capital–funded technology startup. Between November 2005 and April 2006, the company raised money from various investors, with Sequoia Capital, $11.5 million, and Artis Capital Management, $8 million, being the largest two. YouTube's early headquarters were situated above a pizzeria and a Japanese restaurant in San Mateo, California. In February 2005, the company activated codice_1. The first video was uploaded April 23, 2005. Titled "Me at the zoo", it shows co-founder Jawed Karim at the San Diego Zoo and can still be viewed on the site. In May, the company launched a public beta and by November, a Nike ad featuring Ronaldinho became the first video to reach one million total views. The site launched officially on December 15, 2005, by which time the site was receiving 8 million views a day. Clips at the time were limited to 100 megabytes, as little as 30 seconds of footage."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
7
184
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9
"YouTube"
"YouTube was not the first video-sharing site on the Internet; Vimeo was launched in November 2004, though that site remained a side project of its developers from CollegeHumor at the time and did not grow much, either. The week of YouTube's launch, NBC-Universal's "Saturday Night Live" ran a skit "Lazy Sunday" by The Lonely Island. Besides helping to bolster ratings and long-term viewership for "Saturday Night Live", "Lazy Sunday"'s status as an early viral video helped establish YouTube as an important website. Unofficial uploads of the skit to YouTube drew in more than five million collective views by February 2006 before they were removed when NBCUniversal requested it two months later based on copyright concerns. Despite eventually being taken down, these duplicate uploads of the skit helped popularize YouTube's reach and led to the upload of more third-party content. The site grew rapidly; in July 2006, the company announced that more than 65,000 new videos were being uploaded every day and that the site was receiving 100 million video views per day."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
8
184
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10
"YouTube"
"The choice of the name codice_1 led to problems for a similarly named website, codice_3. That site's owner, Universal Tube & Rollform Equipment, filed a lawsuit against YouTube in November 2006 after being regularly overloaded by people looking for YouTube. Universal Tube subsequently changed its website to codice_4."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
9
184
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11
"YouTube"
"On October 9, 2006, Google announced that it had acquired YouTube for $1.65 billion in Google stock. The deal was finalized on November 13, 2006. Google's acquisition launched new newfound interest in video-sharing sites; IAC, which now owned Vimeo, focused on supporting the content creators to distinguish itself from YouTube. It is at this time YouTube issued the slogan "Broadcast Yourself"."
"https://en.wikipedia.org/wiki?curid=3524766"
3,524,766
5,409.561035
10
184
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Wikipedia (en) embedded with cohere.ai multilingual-22-12 encoder

We encoded Wikipedia (en) 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-en-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-en-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-en-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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