Third-party sources for Exact softmax sampling from residual quantum overlaps

The manuscript cites the model, datasets, and earlier mathematical methods.
All manuscript figures and tables were generated for this study. This resource
contains numerical activations and outcomes, not pretrained weights or raw text
corpora. Unused input token-ID arrays have been omitted from the public NPZ
files; PUBLICATION_EXPORT.json records the change and the preserved arrays.

BERT: google-bert/bert-base-uncased, revision
86b5e0934494bd15c9632b12f734a8a67f723594. Model card: Apache License 2.0.
https://huggingface.co/google-bert/bert-base-uncased
https://www.apache.org/licenses/LICENSE-2.0
Reference: Devlin, Chang, Lee and Toutanova, NAACL-HLT 2019.
https://doi.org/10.18653/v1/N19-1423

AG News: corpus assembled by Antonio Gulli; topic-classification benchmark
constructed by Xiang Zhang. The dataset card describes academic research and
other non-commercial uses; its license field is unknown. This resource does
not assert an unrestricted redistribution license for the source news text.
https://huggingface.co/datasets/fancyzhx/ag_news
http://www.di.unipi.it/~gulli/AG_corpus_of_news_articles.html
Reference: Zhang, Zhao and LeCun, NeurIPS 2015.
https://arxiv.org/abs/1509.01626

SQuAD v1.1: Rajpurkar, Zhang, Lopyrev and Liang; dataset card CC BY-SA 4.0.
The selected article titles, source indices, and numerical model traces are
documented in the trace metadata. Context text and input-token encodings are
not included. Source rights and attribution requirements are retained.
https://rajpurkar.github.io/SQuAD-explorer/
https://huggingface.co/datasets/rajpurkar/squad
https://creativecommons.org/licenses/by-sa/4.0/
https://doi.org/10.18653/v1/D16-1264

code/LICENSE applies to the project code. It does not relicense third-party
models, datasets, fonts, publisher style files, or source publications.
Source terms were checked on 16 September 2026.
