Ruby inventor Matz working on native compiler with AI help

Matz gets together with Anthropic's Claude to create an experimental ahead-of-time compiler for Ruby – though with many limitations ...
heise online

JSON Alexander: Syntax highlighting and tree view in the browser

JSON Alexander, a new extension for Firefox and Chrome, automatically formats JSON data, for example, sent by an API. The add-on enhances the rudimentary browser displays, particularly with syntax ...
IEEE

Defending Against GCG Jailbreak Attacks with Syntax Trees and Perplexity in LLMs

Abstract: In this paper, we propose a novel classification method that utilizes syntax trees and perplexity to identify jailbreak attacks that use hostile suffixes to make large language models (LLMs) ...
Microsoft

Feature tree-driven synthesis improves training data for code LLMs

As large language models (LLMs) continue to improve at writing code, a key challenge has emerged: enabling them to generate complex, high-quality training data that actually reflects real-world ...
IEEE

Tree Variational Autoencoder for Code

Abstract: Autoencoder models of source code are an emerging alternative to autoregressive large language models with important benefits for genetic improvement of software. We hypothesize that encoder ...
cointribune

How Are Merkle Trees Used On Bitcoin?

What is a Merkle tree? A Merkle tree – also called a Merkle Tree or hash tree – is a logical structure that organizes data in a distributed system while ensuring their integrity and consistency. This ...
marktechpost

Researchers at UC Berkeley Propose a Neural Diffusion Model that Operates on Syntax Trees for Program Synthesis

Large language models (LLMs) have revolutionized code generation, but their autoregressive nature poses a significant challenge. These models generate code token by token, without access to the ...