Oct 23, 2024 · ALTA allows us to constructively show how Transformers can represent length-invariant algorithms for computing parity and addition, as well as a ...

Oct 9, 2024 · ALTA allows us to constructively show how Transformers can represent length-invariant algorithms for computing parity and addition, as well as a ...

Oct 23, 2024 · It includes an interpreter for symbolically executing ALTA programs, and a compiler for converting ALTA programs to Transformer model weights.

Oct 23, 2024 · The ALTA framework -- language specification, symbolic interpreter, and weight compiler -- is made available to the community to enable ...

Oct 23, 2024 · ALTA is a new programming language and compiler that maps programs to Transformer weights, enabling loop expression and improved algorithm ...

Nov 3, 2024 · We propose a new programming language called ALTA and a compiler that can map ALTA programs to Transformer weights. ALTA is inspired by RASP, a ...

This repository contains open source code related to the paper "ALTA: Compiler-Based Analysis of Transformers".

Oct 26, 2024 · We propose a new programming language called ALTA and a compiler that can map ALTA programs to Transformer weights. ALTA is inspired by RASP, a ...

ALTA is a new programming language and compiler that maps programs to Transformer weights, enabling loop expression and improved algorithm representation, ...

Oct 25, 2024 · This is a Plain English Papers summary of a research paper called ALTA: Compiler-Based Analysis of Transformers. If you like these kinds of ...