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Technical

A collection of 3 posts
A Pattern for Scaling the Value Proposition of LLMs: Ensemble and Distil 🚀
Technical

A Pattern for Scaling the Value Proposition of LLMs: Ensemble and Distil 🚀

We introduce the ensemble and distil data pattern and use it to fit an ordinary least squares linear regression that outperforms GPT-4 at financial news sentiment classification using sentence transformer embeddings as features.
06 Feb 2024 12 min read
News Sentiment Showdown: Who Checks Vibes Best?
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Technical Featured

News Sentiment Showdown: Who Checks Vibes Best?

A comparison of sentiment classifications made by TextBlob, VADER, Flair, SigmaFSA, FinBERT, FinBERT-Tone, Text-Bison, Text-Unicorn, Gemini-Pro, GPT-3.5, GPT-4, and GPT-4-Turbo. We look at accuracy, time, and cost and include a dataset of 10,368 labelled news stories (with code) for our followers.
28 Jan 2024 11 min read
Using Vector Search to See Signals in Company News
Technical Featured

Using Vector Search to See Signals in Company News

How we use vector search to extract investment signals from a multi-terabyte company news dataset that currently contains over 55 million embeddings, 150+ million sentences, 4+ billion words, and 5+ billion GPT tokens.
21 Jan 2024 19 min read
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