DATACLYSM
Collection
High-quality embeddings of factual information, primarily for building RAG (Retrieval Augmented Generation) systems • 4 items • Updated • 4
id int64 12 70.1M | url stringlengths 31 253 | title stringlengths 1 181 | text stringlengths 1 274k | title_embedding sequence |
|---|---|---|---|---|
12 | https://en.wikipedia.org/wiki/Anarchism | Anarchism | Anarchism is a political philosophy and movement that is sceptical of authority and rejects all involuntary, coercive forms of hierarchy. Anarchism calls for the abolition of the state, which it holds to be unnecessary, undesirable, and harmful. As a historically left-wing movement, placed on the farthest left of the p... | [
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25 | https://en.wikipedia.org/wiki/Autism | Autism | Autism is a neurodevelopmental disorder characterized by difficulties with social interaction and communication, and by restricted and repetitive behavior. Parents often notice signs during the first three years of their child's life. These signs often develop gradually, though some autistic children experience regress... | [
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39 | https://en.wikipedia.org/wiki/Albedo | Albedo | Albedo (; ) is the measure of the diffuse reflection of solar radiation out of the total solar radiation and measured on a scale from 0, corresponding to a black body that absorbs all incident radiation, to 1, corresponding to a body that reflects all incident radiation.
Surface albedo is defined as the ratio of radio... | [
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290 | https://en.wikipedia.org/wiki/A | A | A, or a, is the first letter and the first vowel of the modern English alphabet and the ISO basic Latin alphabet. Its name in English is a (pronounced ), plural aes. It is similar in shape to the Ancient Greek letter alpha, from which it derives. The uppercase version consists of the two slanting sides of a triangle, c... | [
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303 | https://en.wikipedia.org/wiki/Alabama | Alabama | "Alabama () is a state in the Southeastern region of the United States, bordered by Tennessee to the(...TRUNCATED) | [[-0.046142578125,-0.018234252929687,0.01605224609375,-0.009132385253906,0.01129150390625,0.03479003(...TRUNCATED) |
305 | https://en.wikipedia.org/wiki/Achilles | Achilles | "In Greek mythology, Achilles ( ) or Achilleus () was a hero of the Trojan War, the greatest of all (...TRUNCATED) | [[-0.0360107421875,-0.0027523040771480003,0.07568359375,0.028030395507812004,-0.05349731445312501,-0(...TRUNCATED) |
307 | https://en.wikipedia.org/wiki/Abraham%20Lincoln | Abraham Lincoln | "Abraham Lincoln (; February 12, 1809 – April 15, 1865) was an American lawyer and statesman who s(...TRUNCATED) | [[0.0061378479003900005,0.09619140625,0.017364501953125,-0.0147705078125,-0.0863037109375,-0.0012741(...TRUNCATED) |
308 | https://en.wikipedia.org/wiki/Aristotle | Aristotle | "Aristotle (; Aristotélēs, ; 384–322 BC) was a Greek philosopher and polymath during the Class(...TRUNCATED) | [[0.04351806640625,0.005367279052734,0.008720397949218,-0.05999755859375,-0.0760498046875,-0.0562133(...TRUNCATED) |
309 | https://en.wikipedia.org/wiki/An%20American%20in%20Paris | An American in Paris | "An American in Paris is a jazz-influenced orchestral piece by American composer George Gershwin fir(...TRUNCATED) | [[-0.008087158203125,0.02294921875,0.034515380859375,0.013984680175781002,-0.004993438720703,0.05126(...TRUNCATED) |
316 | https://en.wikipedia.org/wiki/Academy%20Award%20for%20Best%20Production%20Design | Academy Award for Best Production Design | "The Academy Award for Best Production Design recognizes achievement for art direction in film. The (...TRUNCATED) | [[-0.010643005371093,0.039306640625,0.044921875,-0.007373809814453001,0.024871826171875003,0.0515747(...TRUNCATED) |
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somewheresystems/dataclysm-wikipedia
USE THE NOTEBOOK TO GET STARTED!
https://github.com/somewheresystems/dataclysm
This dataset comprises of 6,458,670 English language Wikipedia articles, with an additional column added for title-embeddings using the bge-small-en-v1.5 embeddings model. The dataset was sourced here: https://huggingface.co/datasets/wikipedia/viewer/20220301.en
This dataset contains the full text of each Wikipedia article as of the date March 01, 2022. In comparison to somewheresystems/dataclysm-wikipedia-titles (68.93 GB), and the wikipedia-titles-lite dataset (49.72 GB), this entire dataset is only 16.32 GB uncompressed, which is 86.25% smaller and 63.18% smaller respectively.
Embeddings Model
We used https://huggingface.co/BAAI/bge-small-en-v1.5 to embed the artcle title field. The purpose of using this model in particular was to leverage the ability to embed each title quickly while allowing for slightly more performant retrieval than instruct-xl.
Why?
You can either load this entire dataset into a database and retrieve article text by similarity searches between queries and titles, link them to URLs and pull up-to-date articles, or pull the article text from March 01, 2022 from the dataset directly (included). For efficiency, we recommend dropping everything except the title, title embeddings, and URL to be able to quickly load and index information which can be used to efficiently pull the remaining information asynchronously via web.
Citation Information
@ONLINE{wikidump,
author = "Wikimedia Foundation",
title = "Wikimedia Downloads",
url = "https://dumps.wikimedia.org"
}
Contributions
Thanks to @lewtun, @mariamabarham, @thomwolf, @lhoestq, @patrickvonplaten for adding the Wikipedia dataset in the first place.
Contact
Please contact hi@dataclysm.xyz for inquiries.
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