**Breakthrough in Transformer Research: Introducing ALTA**

A new programming language and compiler, called ALTA, has been introduced, enabling researchers to explore the representational capabilities of Transformer models. This innovative tool allows for the expression of length-invariant algorithms, such as parity computation and addition, without requiring intermediate decoding steps. The ALTA framework also proposes tools for analyzing cases where end-to-end training fails to induce desired algorithmic behavior.

Source: https://dev.to/mikeyoung44/program-transformers-with-alta-compiling-algorithms-to-model-weights-4obm