# Comment on arXiv:2511.21731v1: Identifying Quantum Structure in AI Language: Evidence for Evolutionary Convergence of Human and Artificial Cognition

arXiv: https://arxiv.org/abs/2601.06104 · HTML: https://mlsanity.com/paper/2601.06104/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 1 of its 12 references that are in the map.
- First posted on arXiv 3 Jan 2026.

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

- [Identifying Quantum Structure in AI Language: Evidence for Evolutionary Convergence of Human and Artificial Cognition](https://mlsanity.com/paper/2511.21731/) (2025)

## Built on by (most cited first, 1 of 1)

- [Reply to comments arXiv:2512.07881 and arXiv:2601.06104 on quantum structure in human and AI-generated language](https://mlsanity.com/paper/2609.25797/) (2026)

## Abstract (arXiv)

This note is a friendly technical check of arXiv:2511.21731v1. I highlight a few places where the manuscript's interpretation of (i) the reported CHSH/Bell-type calculations and (ii) Bose--Einstein (BE) fits to rank-frequency data seems to go beyond what the stated procedures can firmly support. I also point out one internal inconsistency in the "energy-level spacing" analogy. The aim is constructive: to keep the interesting empirical observations, while making clear what they do (and do not) imply about quantum entanglement in the usual Hilbert-space sense, especially when "energy" is defined by rank.