Paper Citation Record · LEDGER

Quantum-Like Contextuality in Large Language Models

As of 20 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2412.16806.

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

pith.paper-citation-record.v1
2412.16806 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:21:50.747055Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:39:50.311059Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T22:40:48.911705Z

Reference resolution

39 of 39 outbound references displayed

verified exact9
verified fuzzy9
unresolved19
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 75cb827d-6137-4872-8ff2-113456ca70c5 · outbound

This paper cites 1935 Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?.

Quantum-Like Contextuality in Large Language Models 1935 Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.445010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da62a52d-07dc-4771-a36f-be0674d45602 · outbound

This paper cites 1966 On the Problem of Hidden Variables in Quantum Mechanics.

Quantum-Like Contextuality in Large Language Models 1966 On the Problem of Hidden Variables in Quantum Mechanics

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.453704Z

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Observation 07c5b07f-ace5-4232-8485-c6f4ca4a820c · outbound

This paper cites 1964 On the Einstein Podolsky Rosen paradox.

Quantum-Like Contextuality in Large Language Models 1964 On the Einstein Podolsky Rosen paradox

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.460449Z

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Observation b31942f9-25e8-4967-a9a9-65dfc812d607 · outbound

This paper cites 2009 Computational Power of Correlations.

Quantum-Like Contextuality in Large Language Models 2009 Computational Power of Correlations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.468483Z

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Observation 09d4de88-67c7-4897-97fe-4122b39c3fc5 · outbound

This paper cites 2013 Contextuality in measurement-based quantum computation.

Quantum-Like Contextuality in Large Language Models 2013 Contextuality in measurement-based quantum computation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.475841Z

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Observation 0567b207-e285-407f-9c5c-90c23e86a006 · outbound

This paper cites 2018 Quantum Advantage from Sequential-Transformation Contextuality.

Quantum-Like Contextuality in Large Language Models 2018 Quantum Advantage from Sequential-Transformation Contextuality

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.482486Z

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Observation 515a26be-3240-4634-9f13-78c640094845 · outbound

This paper cites 2014 Contextuality supplies the ’magic’ for quantum computation.

Quantum-Like Contextuality in Large Language Models 2014 Contextuality supplies the ’magic’ for quantum computation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.488959Z

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Observation df7be1f6-1c24-450a-946a-bd67358b607d · outbound

This paper cites 2011 The sheaf-theoretic structure of non-locality and contextuality.

Quantum-Like Contextuality in Large Language Models 2011 The sheaf-theoretic structure of non-locality and contextuality

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.496809Z

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Observation f4d85692-2264-4aa5-b19c-a6e0303d3aa8 · outbound

This paper cites 2024 Corrected Bell and non-contextuality inequalities for realistic experiments.

Quantum-Like Contextuality in Large Language Models 2024 Corrected Bell and non-contextuality inequalities for realistic experiments

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.505012Z

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Observation 2f6404c9-6b8c-4b48-ade9-62b076bf4e0b · outbound

This paper cites 2017 Sheaves are the canonical data structure for sensor integration.

Quantum-Like Contextuality in Large Language Models 2017 Sheaves are the canonical data structure for sensor integration

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.511581Z

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Observation 3eebe9cd-b83f-40c3-8ca5-35c9c2afc657 · outbound

This paper cites 2021 Sheaves as a Framework for Understanding and Interpreting Model Fit.

Quantum-Like Contextuality in Large Language Models 2021 Sheaves as a Framework for Understanding and Interpreting Model Fit

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.522509Z

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Observation f3f083eb-5ec4-4fb8-9e3a-701abe0b4e0f · outbound

This paper cites 2021 On the Design of Social Robots Using Sheaf Theory and Smart Contracts.

Quantum-Like Contextuality in Large Language Models 2021 On the Design of Social Robots Using Sheaf Theory and Smart Contracts

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T10:21:51.643222Z

Source-reported events for the cited work

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Observation 7430389f-d9f6-47ed-bb41-5b257016daf3 · outbound

This paper cites 2014 Sheaves, Cosheaves and Applications.

Quantum-Like Contextuality in Large Language Models 2014 Sheaves, Cosheaves and Applications

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:52.000680Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6498e57b-a9ea-4f34-a6dd-3ff5c1588cd6 · outbound

This paper cites 2019 Toward a spectral theory of cellular sheaves.

Quantum-Like Contextuality in Large Language Models 2019 Toward a spectral theory of cellular sheaves

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.550247Z

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Observation 62aa4913-06c4-4976-a308-bb2159828f96 · outbound

This paper cites Prospects for inconsistency detection using large language models and sheaves.

Quantum-Like Contextuality in Large Language Models Prospects for inconsistency detection using large language models and sheaves

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.559531Z

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Observation 4ececcc5-98c7-46b7-ab70-bb2ef35fd1d6 · outbound

This paper cites 2023 Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph Embedding.

Quantum-Like Contextuality in Large Language Models 2023 Knowledge Sheaves: A Sheaf-Theoretic Framework for Knowledge Graph Embedding

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.982247Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3b5dc2ae-d70f-47b4-b0eb-f2ad82e03fca · outbound

This paper cites 2022 Neural sheaf diffusion: a topological perspective on heterophily and oversmoothing in GNNs.

Quantum-Like Contextuality in Large Language Models 2022 Neural sheaf diffusion: a topological perspective on heterophily and oversmoothing in GNNs

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.963102Z

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Observation 885ea1ec-1370-4296-9354-c170e1e6b5ff · outbound

This paper cites an unresolved cited work.

Quantum-Like Contextuality in Large Language Models Unresolved cited work

Reference 18

Resolution: verified exact; doi, observed 2026-08-11T10:21:51.038719Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 34cc62bf-3a41-4f84-9f67-2b610832e5a5 · outbound

This paper cites 2019 A Universal Construction for Semantic Compositionality.

Quantum-Like Contextuality in Large Language Models 2019 A Universal Construction for Semantic Compositionality

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.940721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90d02a52-28c7-427a-bb8b-00594ed57fc1 · outbound

This paper cites 2022 An Enriched Category Theory of Language: From Syntax to Semantics.

Quantum-Like Contextuality in Large Language Models 2022 An Enriched Category Theory of Language: From Syntax to Semantics

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.918559Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9dd7cc05-41fc-428c-8358-d350b013e3be · outbound

This paper cites 2016 On contextuality in behavioural data.

Quantum-Like Contextuality in Large Language Models 2016 On contextuality in behavioural data

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.600384Z

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Observation 7870b84b-9f9a-4fc2-a79e-73e207e53edd · outbound

This paper cites On the Quantum-like Contextuality of Ambiguous Phrases.

Quantum-Like Contextuality in Large Language Models On the Quantum-like Contextuality of Ambiguous Phrases

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:21:51.012274Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2664ab56-1ab7-4ce9-bdca-6203eba646fb · outbound

This paper cites 2021b Analysing Ambiguous Nouns and Verbs with Quantum Contextuality Tools.

Quantum-Like Contextuality in Large Language Models 2021b Analysing Ambiguous Nouns and Verbs with Quantum Contextuality Tools

Reference 23

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.980727Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4bacdcca-9dec-4e25-953e-35b409193c3a · outbound

This paper cites 2022 A Model of Anaphoric Ambiguities using Sheaf Theoretic Quantum-like Contextuality and BERT.Electronic Proceedings in Theoretical Computer Science 366, 23–34.

Quantum-Like Contextuality in Large Language Models 2022 A Model of Anaphoric Ambiguities using Sheaf Theoretic Quantum-like Contextuality and BERT.Electronic Proceedings in Theoretical Computer Science 366, 23–34

Reference 24

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.956601Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3832dae0-93ef-438b-bb9c-edb73129e438 · outbound

This paper cites Developments in Sheaf-Theoretic Models of Natural Language Ambiguities.

Quantum-Like Contextuality in Large Language Models Developments in Sheaf-Theoretic Models of Natural Language Ambiguities

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:21:50.934581Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d32eae82-6ea9-4436-a137-6a5aadd994f6 · outbound

This paper cites 2024 Wikimedia Downloads.

Quantum-Like Contextuality in Large Language Models 2024 Wikimedia Downloads

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.898350Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ce9a9b86-c863-4d78-b83f-8f7d4952ca6d · outbound

This paper cites 2014 On monogamy of non-locality and macroscopic averages: examples and preliminary results.

Quantum-Like Contextuality in Large Language Models 2014 On monogamy of non-locality and macroscopic averages: examples and preliminary results

Reference 27

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.904514Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6c4cfdc1-8415-4b8b-aa3e-e9979029518b · outbound

This paper cites 2017 Contextual Fraction as a Measure of Contextuality.

Quantum-Like Contextuality in Large Language Models 2017 Contextual Fraction as a Measure of Contextuality

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.663952Z

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Observation 4a920438-fb5a-4e7e-93ac-5526fa34dfce · outbound

This paper cites 2013 All-Possible-Couplings Approach to Measuring Probabilistic Context.

Quantum-Like Contextuality in Large Language Models 2013 All-Possible-Couplings Approach to Measuring Probabilistic Context

Reference 29

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.872784Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 407c1047-9898-4ade-9739-bf94c43f9d55 · outbound

This paper cites Contextuality-by-Default 2.0: Systems with Binary Random Variables.

Quantum-Like Contextuality in Large Language Models Contextuality-by-Default 2.0: Systems with Binary Random Variables

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.678628Z

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Observation db5a21ef-084b-4eb2-8661-668252da16e5 · outbound

This paper cites 2015 Contextuality-by-Default: A Brief Overview of Ideas, Concepts, and Terminology.

Quantum-Like Contextuality in Large Language Models 2015 Contextuality-by-Default: A Brief Overview of Ideas, Concepts, and Terminology

Reference 31

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.852009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ee34661e-e4ac-4085-b3b5-0558b19dba3f · outbound

This paper cites 2019 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Quantum-Like Contextuality in Large Language Models 2019 BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 32

Resolution: malformed identifier; no resolver link, observed 2026-08-11T10:21:50.692001Z

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Observation 7287eb62-76f4-4df8-804c-73925af62225 · outbound

This paper cites 2019 Linguistic matrix theory.

Quantum-Like Contextuality in Large Language Models 2019 Linguistic matrix theory

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.880547Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation db89d33b-2e9a-4c0f-bb20-532ea2a2118b · outbound

This paper cites O’Reilly Media, Inc.

Quantum-Like Contextuality in Large Language Models O’Reilly Media, Inc

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.857940Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8c29d812-5edc-43e4-8d69-e3526f289032 · outbound

This paper cites 2017 Attention is All you Need.

Quantum-Like Contextuality in Large Language Models 2017 Attention is All you Need

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:21:51.837601Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 633c0913-f085-447d-858d-78f5c78940e4 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Quantum-Like Contextuality in Large Language Models Efficient Estimation of Word Representations in Vector Space

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.725197Z

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Observation 4a2c5007-8335-4b0d-94da-01f00235a24c · outbound

This paper cites 2020 Transformers: State-of-the-Art Natural Language Processing.

Quantum-Like Contextuality in Large Language Models 2020 Transformers: State-of-the-Art Natural Language Processing

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.732487Z

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Observation 24056137-1ccc-4cce-b34b-2af420ce325a · outbound

This paper cites 2012 The Winograd Schema Challenge.

Quantum-Like Contextuality in Large Language Models 2012 The Winograd Schema Challenge

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T10:21:50.739826Z

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Observation bb899769-0c8a-4c0d-8f8e-4bd3eae02b7d · outbound

This paper cites 2023 Generalised Winograd Schema and its Contextuality.

Quantum-Like Contextuality in Large Language Models 2023 Generalised Winograd Schema and its Contextuality

Reference 39

Resolution: verified exact; doi, observed 2026-08-11T10:21:50.796714Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation f0193b5b-383a-4e57-a175-1d9012f95075 · inbound

Phase-Associative Memory: Sequence Modeling in Complex Hilbert Space cites this paper.

Phase-Associative Memory: Sequence Modeling in Complex Hilbert Space Quantum-Like Contextuality in Large Language Models

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:40:48.914257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.