# Probabilistic Results on the Architecture of Mathematical Reasoning Aligned by Cognitive Alternation

arXiv: https://arxiv.org/abs/2308.08714 · HTML: https://mlsanity.com/paper/2308.08714/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Placed in Mathematical reasoning, one of 17 directions in LLM reasoning.
- Builds on 1 of its 18 references that are in the map.
- First posted on arXiv 17 Aug 2023.

## Placed in

- LLM reasoning / [Mathematical reasoning](https://mlsanity.com/lr/mathematical-reasoning/)

## Builds on (most cited first, 1 of 1)

- [Solving Quantitative Reasoning Problems with Language Models](https://mlsanity.com/paper/2206.14858/) (2022)

## Abstract (arXiv)

We envision a machine capable of solving mathematical problems. Dividing the quantitative reasoning system into two parts: thought processes and cognitive processes, we provide probabilistic descriptions of the architecture.