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The Colossal Clean Crawled Corpus (C4) is a massive AI dataset utilized by some of the biggest tech companies in the world. This dataset contains text snippets from various crypto-related websites, as revealed by a recent analysis conducted by The Washington Post and the Allen Institute for AI. The dataset was ranked by the number of “tokens” or text snippets taken from each source, with some interesting findings.
The United States Securities and Exchange Commission, which contains content on cryptocurrency regulation, was among the biggest sources for the dataset at #39, accounting for 36 million or 0.02% of C4’s tokens. Bitcointalk.org, a blockchain discussion board, ranked at #780 and accounted for 6.1 million, or 0.004%, of C4’s tokens.
Other crypto-related websites that were represented in the dataset include cryptocurrency news websites and aggregation sites such as Cointelegraph and Coinmarketcap.com. Eight such sites accounted for at least 0.008% of C4’s tokens, though other sites likely increase the true total. However, websites related to specific cryptocurrencies and exchanges accounted for a negligible amount of tokens.
Notably, two crypto-adjacent sites ranked highly in the dataset. IPFS, a distributed network from blockchain firm Protocol Labs, ranked at #16, while Steemit, a social media platform built on blockchain technology, ranked at #594. However, these sites do not necessarily contain content related to cryptocurrency.
Despite these findings, the C4 dataset is dominated by mainstream websites and news sources that frequently cover cryptocurrency topics, indicating that they are likely the primary source for all crypto-related data. It is also worth noting that the dataset contains controversial data and hate speech, leading to criticisms about its level of bias.
As the C4 dataset is utilized in AI language models from major tech companies like Google’s T5 and Facebook’s LLaMA, the presence of crypto-related websites and controversial data can potentially affect the bias seen in content produced by AI chatbots.
In conclusion, while the C4 dataset draws from a variety of crypto-related websites, mainstream sites remain the primary source for crypto-related data. The presence of crypto and controversial data in the C4 dataset highlights the persistent issue of bias in AI-generated content.