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Is AI the Next Crypto? Insights from 2M HN comments - OpenPipe

Nov 08, 2023 - openpipe.ai
The article discusses the use of OpenPipe, a platform that converts prompts and completions into a task-specific fine-tuned model, to analyze the trends and sentiments towards AI and crypto on Hacker News. The author uses the HN API to pull all posts and comments, then uses GPT-3.5 to classify the data and graph the popularity of AI and blockchain. The author also uses GPT-3.5 and GPT-4 to analyze the sentiment of comments on AI and crypto-related stories.

The analysis reveals that Machine Learning (ML) consistently occupied a larger fraction of front-page stories over the last 13 years, with a peak in 2018. The sentiment towards AI has been higher than crypto, but has been neutral for the last five years. The sentiment towards crypto has a weaker correlation with the crypto hype cycle. The author concludes that modern Language Learning Models (LLMs) can solve problems in a few hours that would have taken an ML team weeks.

Key takeaways:

  • The author used OpenPipe to analyze data from Hacker News posts and comments, focusing on the trends and sentiments towards AI and crypto.
  • Instead of using naive string matching, the author used GPT-3.5 to classify the data, which was more cost-effective and efficient.
  • The author also fine-tuned a Mistral 7B model on the dataset to improve accuracy, demonstrating the benefits of fine-tuning over general-purpose prompted models.
  • The analysis revealed some interesting trends, such as a steady drop in sentiment towards AI from 2010-2018, and a weaker correlation between crypto sentiment and the crypto hype cycle than expected.
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