Paper Citation Record · LEDGER

Multispin Physics of AI Tipping Points and Hallucinations

As of 22 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2508.01097.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.01097 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:57:33.934759Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:57:33.818966Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T05:57:34.088632Z

Reference resolution

26 of 26 outbound references displayed

verified exact2
verified fuzzy10
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e576eeb2-7aaa-4897-94ef-ec63fa59d8cd · outbound

This paper cites Multispin Physics of AI Tipping Points and Hallucinations.

Multispin Physics of AI Tipping Points and Hallucinations Multispin Physics of AI Tipping Points and Hallucinations

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:57:34.093542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a89f8ead-2554-4061-ae6d-fc7ed13da7a9 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.375571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 099f0ed6-3b02-44c7-b00b-c265680e58af · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.360204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f88ca69d-87cb-49e3-a267-f6a09be0048a · outbound

This paper cites com/legal/new-york-lawyers-sanctioned-using- fake-chatgpt-cases-legal-brief-2023-06-22/ (2023), retrieved from URL.

Multispin Physics of AI Tipping Points and Hallucinations com/legal/new-york-lawyers-sanctioned-using- fake-chatgpt-cases-legal-brief-2023-06-22/ (2023), retrieved from URL

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.344557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 038a5c5f-3932-42f0-b4ec-2fd0f6fcc652 · outbound

This paper cites cbsnews.com/news/aircanada-chatbot-discount- customer/?utm_source=chatgpt.com (2024), retrieved from URL.

Multispin Physics of AI Tipping Points and Hallucinations cbsnews.com/news/aircanada-chatbot-discount- customer/?utm_source=chatgpt.com (2024), retrieved from URL

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.326403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 28f2b90e-6e12-49d0-ac09-74b8999cded9 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.310291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bc4fa819-5b38-4e78-a58a-1aaf013d946f · outbound

This paper cites com/technology/the-hidden-cost-crisis , retrieved from URL.

Multispin Physics of AI Tipping Points and Hallucinations com/technology/the-hidden-cost-crisis , retrieved from URL

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.293915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation acd3e949-c850-4068-8647-4947786ab875 · outbound

This paper cites org/press-releases/nearly-3-in-4-teens-have- used-ai-companions-new-national-survey-finds , retrieved from URL.

Multispin Physics of AI Tipping Points and Hallucinations org/press-releases/nearly-3-in-4-teens-have- used-ai-companions-new-national-survey-finds , retrieved from URL

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.277620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6dc545ae-ed54-4e50-8eff-97f2a8361914 · outbound

This paper cites Galassi, M.

Multispin Physics of AI Tipping Points and Hallucinations Galassi, M

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.261808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9555bd51-28a6-41a2-98ae-e56bef00eaf2 · outbound

This paper cites Attention Is All You Need.

Multispin Physics of AI Tipping Points and Hallucinations Attention Is All You Need

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.861835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fa1b982-257f-4ab8-aa90-91b8d0591d99 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.866452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36bdc33c-6c54-497c-b657-79b1cfc81c93 · outbound

This paper cites Rende, F.

Multispin Physics of AI Tipping Points and Hallucinations Rende, F

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.234943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9fea42c2-d1c4-4ed4-9d09-7d366e0c4e85 · outbound

This paper cites A mathematical perspective on Transformers.

Multispin Physics of AI Tipping Points and Hallucinations A mathematical perspective on Transformers

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.875292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a806e0cc-d544-49bb-a917-6a3db5f94f76 · outbound

This paper cites Unveiling Attractor Cycles in Large Language Models: A Dynamical Systems View of Successive Paraphrasing.

Multispin Physics of AI Tipping Points and Hallucinations Unveiling Attractor Cycles in Large Language Models: A Dynamical Systems View of Successive Paraphrasing

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T05:57:34.039514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 34b91074-cc17-4377-a9ec-6e8470769235 · outbound

This paper cites Progress measures for grokking via mechanistic interpretability.

Multispin Physics of AI Tipping Points and Hallucinations Progress measures for grokking via mechanistic interpretability

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.884659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65f99a98-8cb8-4e03-bce4-6d8b081b153d · outbound

This paper cites Nanda and T.

Multispin Physics of AI Tipping Points and Hallucinations Nanda and T

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.220316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 57193960-cda3-4ed7-b70a-50b4501bdd2d · outbound

This paper cites Nanda, Paper replication walkthrough: Reverse- engineering modular addition, https://www.neelnanda.

Multispin Physics of AI Tipping Points and Hallucinations Nanda, Paper replication walkthrough: Reverse- engineering modular addition, https://www.neelnanda

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.203837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0a7b923d-3998-4d8c-b51f-64fe1fedd594 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.188102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ea78d786-22d8-4674-915f-8f449774a702 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.171358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cf2f9d55-53f1-4e36-9803-079e07da52e3 · outbound

This paper cites Ameisen, J.

Multispin Physics of AI Tipping Points and Hallucinations Ameisen, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.154809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60c40e4d-b619-4170-8f4d-197ac1058b78 · outbound

This paper cites Lindsey, W.

Multispin Physics of AI Tipping Points and Hallucinations Lindsey, W

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T05:57:34.139697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7cfb232d-8da3-4530-a772-33ccff408692 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.124083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 76545f0f-3c66-46ae-ae27-bcac18cdf1ad · outbound

This paper cites Transformer Language Models without Positional Encodings Still Learn Positional Information.

Multispin Physics of AI Tipping Points and Hallucinations Transformer Language Models without Positional Encodings Still Learn Positional Information

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.919802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37309f67-7a48-4090-91bc-2c170e97fb02 · outbound

This paper cites an unresolved cited work.

Multispin Physics of AI Tipping Points and Hallucinations Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T05:57:34.109066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2d1ab6c4-b5e4-44f8-a50c-8ada83b71bec · outbound

This paper cites Clustering in Causal Attention Masking.

Multispin Physics of AI Tipping Points and Hallucinations Clustering in Causal Attention Masking

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.929979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5c3f89e-5e6d-451f-867a-be182066aa9d · outbound

This paper cites A Percolation Model of Emergence: Analyzing Transformers Trained on a Formal Language.

Multispin Physics of AI Tipping Points and Hallucinations A Percolation Model of Emergence: Analyzing Transformers Trained on a Formal Language

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T05:57:33.934759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e576eeb2-7aaa-4897-94ef-ec63fa59d8cd · inbound