Researchers test open source language models and their success in achieving parity with chat GPT on certain tasks. SQLite's JSON functions are rewritten. Ratatui, a rust crate for TUIs, is introduced. A complex app built in vanilla JS is presented as a case study. Headscale is an open source, self-hosted implementation of the Tailscale control server.
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Quick takeaways
Several open source language models have achieved parity or even surpassed chat GPT in various task domains, inspiring further research and development to bridge the gap with paid counterparts.
Richard Hipp and his team have implemented a new JSON binary representation in SQLite, potentially making it several times faster than the original and holding great promise for the widely used SQL engine.
Deep dives
Advancements of Open Source Language Models in AI
One year after the introduction of chat GPT, a group of researchers conducted a survey to assess the progress of open source language models (LLMs) in comparison to chat GPT. The researchers found that several high-performing open source LLMs have achieved parity or even surpassed chat GPT in various task domains. The survey provides valuable insights, analysis, and potential issues of these open source LLMs, inspiring further research and development to bridge the gap with their paid counterparts.
Improved Performance of SQLite's JSON Functions
Richard Hipp and his team have enhanced SQLite by implementing a new JSON binary representation, similar to what Postgres did years ago. This revamped JSON functionality is expected to significantly improve performance, potentially making it several times faster than the original. Legacy functionalities are preserved, and now the JSON functions accept binary input instead of just JSON text. This advancement holds great promise for the widely used SQL engine, SQLite.
A group of researchers set out to test claims that its open source rivals had achieved parity (or even better) with ChatGPT on certain tasks, Richard Hipp and his team have rewritten SQLite’s text-based JSON functions, Ratatui is a Rust crate for cooking up TUIs, Morris Brodersen built a complex app in vanilla JS as a case study & Headscale is Kristoffer Dalby’s open source, self-hosted implementation of the Tailscale control server.