Paper Citation Record · LEDGER

On the Fundamental Impossibility of Hallucination Control in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 6 inbound Pith citation observations for arXiv:2506.06382.

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

pith.paper-citation-record.v1
2506.06382 v8

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:46:54.831503Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:10:42.800738Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T05:30:22.726198Z

Reference resolution

74 of 74 outbound references displayed

verified exact0
verified fuzzy45
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5a204f4e-29d6-461e-9092-fd2edb3dc2cb · outbound

This paper cites Linear attention is (maybe) all you need (to understand transformer optimization), 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Linear attention is (maybe) all you need (to understand transformer optimization), 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.578608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6bc9b038-9df7-40da-abb9-f1ed01aa3bf9 · outbound

This paper cites HarperCollins New York, 2008.

On the Fundamental Impossibility of Hallucination Control in Large Language Models HarperCollins New York, 2008

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.569182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 44d53e7e-10b1-4cd1-904a-c519cc0c4f82 · outbound

This paper cites A difficulty in the concept of social welfare.Journal of political economy, 58(4):328–346, 1950.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A difficulty in the concept of social welfare.Journal of political economy, 58(4):328–346, 1950

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.559880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b137dff-aa56-4fc7-a188-4fca9c297ffa · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.632860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94a678c1-48fe-4cfe-ae85-2453317b6bd1 · outbound

This paper cites Llms will always hallucinate, and we need to live with this, 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Llms will always hallucinate, and we need to live with this, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.550131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 30bfd20c-23e0-4ff7-a5f2-00c5156274c5 · outbound

This paper cites HarperCollins, 2023.

On the Fundamental Impossibility of Hallucination Control in Large Language Models HarperCollins, 2023

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.539288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e669d28c-a473-441a-8880-42f33cc2ec16 · outbound

This paper cites On the neurobiology of hallucinations.Journal of psychiatry & neuroscience: JPN, 34(4):260, 2009.

On the Fundamental Impossibility of Hallucination Control in Large Language Models On the neurobiology of hallucinations.Journal of psychiatry & neuroscience: JPN, 34(4):260, 2009

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.529990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2fe623fc-e76c-4656-96fb-d1608ee0ded9 · outbound

This paper cites Bimodality of sparse autoencoder features is still there and can be fixed.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Bimodality of sparse autoencoder features is still there and can be fixed

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.520595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e2e557d-cd2c-4fef-8ee3-c2ef08ebef3a · outbound

This paper cites Facing up to the problem of consciousness.Journal of consciousness studies, 2(3):200–219, 1995.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Facing up to the problem of consciousness.Journal of consciousness studies, 2(3):200–219, 1995

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.511473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 707b2a81-e6a8-4f6d-aee4-23fc58b002fc · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:55.502412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9cf347e1-2f89-4043-9a76-31277902c880 · outbound

This paper cites An unsolvable problem of elementary number theory.American journal of mathematics, 58(2):345–363, 1936.

On the Fundamental Impossibility of Hallucination Control in Large Language Models An unsolvable problem of elementary number theory.American journal of mathematics, 58(2):345–363, 1936

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.653741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c3ec8c-6bde-4d59-9fb3-03a3a6691ee0 · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:55.486774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a8924b2d-42d7-415f-b4e4-20fb5f8be428 · outbound

This paper cites Adversarial testing of global neuronal workspace and integrated information theories of consciousness.Nature, pages 1–10, 2025.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Adversarial testing of global neuronal workspace and integrated information theories of consciousness.Nature, pages 1–10, 2025

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.478342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4dbecd4-8c90-4602-b43d-e497a33afaa3 · outbound

This paper cites Dennett.Consciousness Explained.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Dennett.Consciousness Explained

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.469069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f6863b94-1c58-4d5f-b7a0-f8862b44adbb · outbound

This paper cites Karpowicz.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Karpowicz

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.460440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f549964f-111e-4b66-9c87-63a2b7dbe7b1 · outbound

This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.

On the Fundamental Impossibility of Hallucination Control in Large Language Models From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.667876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19c54381-cbec-4a73-87d6-9b03bbb9e66e · outbound

This paper cites Human high-order thalamic nuclei gate conscious perception through the thalamofrontal loop.Science, 388(6742):eadr3675, 2025.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Human high-order thalamic nuclei gate conscious perception through the thalamofrontal loop.Science, 388(6742):eadr3675, 2025

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.451312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 31d16c84-7498-40cc-8c71-7e616c686d25 · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, 2024

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.673666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f29a14c8-52c1-477a-9882-da6f63c91f39 · outbound

This paper cites MIT press, 1991.

On the Fundamental Impossibility of Hallucination Control in Large Language Models MIT press, 1991

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.676400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00ab870b-42ae-4427-9b18-161fb41044cb · outbound

This paper cites Dissecting Recall of Factual Associations in Auto-Regressive Language Models.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Dissecting Recall of Factual Associations in Auto-Regressive Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.679340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f0d5142-9b25-4e22-8c7c-79032fe8aa7a · outbound

This paper cites Strictly proper scoring rules, prediction, and estimation.Journal of the American statistical Association, 102(477):359–378, 2007.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Strictly proper scoring rules, prediction, and estimation.Journal of the American statistical Association, 102(477):359–378, 2007

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.682390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aead822a-6c7e-41d1-b317-58c983e6bd1b · outbound

This paper cites Über formal unentscheidbare sätze der principia mathematica und verwandter systeme i.Monatshefte für mathematik und physik, 38:173–198, 1931.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Über formal unentscheidbare sätze der principia mathematica und verwandter systeme i.Monatshefte für mathematik und physik, 38:173–198, 1931

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.423855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 85070dcc-6fc3-4320-b23e-cab72a2b87a5 · outbound

This paper cites über vollständigkeit und widerspruchsfreiheit.Ergebnisse eines mathematischen Kolloquiums, 3:12–13, 1932.

On the Fundamental Impossibility of Hallucination Control in Large Language Models über vollständigkeit und widerspruchsfreiheit.Ergebnisse eines mathematischen Kolloquiums, 3:12–13, 1932

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.414565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a6c60f8a-346e-4d6c-b250-5e0787900efe · outbound

This paper cites Estimating Knowledge in Large Language Models Without Generating a Single Token.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Estimating Knowledge in Large Language Models Without Generating a Single Token

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.690565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47a8e3de-7250-49ee-8d15-7c05d19a674f · outbound

This paper cites Characterization of satisfactory mechanisms for the revelation of preferences for public goods.Econometrica: Journal of the Econometric Society, pages 427–438, 1977.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Characterization of satisfactory mechanisms for the revelation of preferences for public goods.Econometrica: Journal of the Econometric Society, pages 427–438, 1977

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.405561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 52174de5-b348-428c-9587-c296d093747c · outbound

This paper cites Incentives in teams.Econometrica, 41(4):617–631, 1973.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Incentives in teams.Econometrica, 41(4):617–631, 1973

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.396674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9b32eab0-ec79-4df7-ac56-ab9b71d42f37 · outbound

This paper cites Über den anschaulichen inhalt der quantentheoretischen kinematik und mechanik.Zeitschrift für Physik, 43(3):172–198, 1927.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Über den anschaulichen inhalt der quantentheoretischen kinematik und mechanik.Zeitschrift für Physik, 43(3):172–198, 1927

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.386829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4e8b8ebf-b811-475a-a497-540c69755df8 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Trans.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions.ACM Trans

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.377288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ccea5d5-c3d8-44d7-af02-a6e0316a74cb · outbound

This paper cites Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, March 2023.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, March 2023

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.704795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0216fa61-91b8-4b69-9aed-177153b5fe96 · outbound

This paper cites Farrar, Straus and Giroux, New York, 2011.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Farrar, Straus and Giroux, New York, 2011

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.707380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6021e42c-fa07-448d-943d-b97afd9da0a3 · outbound

This paper cites Vempala, and Edwin Zhang.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Vempala, and Edwin Zhang

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.355115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 45d29e22-0810-489e-8e03-60a294aa5d5f · outbound

This paper cites Calibrated language models must hallucinate.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Calibrated language models must hallucinate

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.712848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9342b47b-c4ee-45c8-9a48-20b952b9b641 · outbound

This paper cites Karpowicz.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Karpowicz

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.340727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5f40819-a666-457b-abdd-40d0b18d4842 · outbound

This paper cites Karpowicz.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Karpowicz

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.331344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2c6a9cb9-6e46-44f6-9509-5c0b4df22b58 · outbound

This paper cites A theory of meta-factorization.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A theory of meta-factorization

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.721700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac63a19-1b48-480b-904e-a8b7205b02fc · outbound

This paper cites Karpowicz and Gilbert Strang.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Karpowicz and Gilbert Strang

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.322531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 243ce237-05f2-42ad-b3c2-c02e14e7bd5f · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention, 2020.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Transformers are rnns: Fast autoregressive transformers with linear attention, 2020

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.727813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa5da0d8-74d7-464a-b19c-582485704c2b · outbound

This paper cites Kechris.Classical Descriptive Set Theory.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Kechris.Classical Descriptive Set Theory

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.306533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a362d53-5808-488e-b499-024d1e4476f2 · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:55.296415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b581d852-74f7-4cac-8f24-cbe1fd1dd964 · outbound

This paper cites On tables of random numbers.Sankhy ¯a: The Indian Journal of Statistics, Series A, pages 369–376, 1963.

On the Fundamental Impossibility of Hallucination Control in Large Language Models On tables of random numbers.Sankhy ¯a: The Indian Journal of Statistics, Series A, pages 369–376, 1963

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.287536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f491e51f-6b3b-4a40-affd-5acdbc7a61ea · outbound

This paper cites Academic press, 2009.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Academic press, 2009

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.278203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d31e9532-cb64-413f-9031-4c3cfc7b9966 · outbound

This paper cites PWN, 1966.

On the Fundamental Impossibility of Hallucination Control in Large Language Models PWN, 1966

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.268941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dc88bab9-50e1-4da9-8950-5ea18902877d · outbound

This paper cites Oxford University Press, 2001.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Oxford University Press, 2001

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.260486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be860378-c6b6-4906-8a3e-54fe388c003c · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks, 2021.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Retrieval-augmented generation for knowledge-intensive nlp tasks, 2021

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.746899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8633ecd0-69ac-4d47-9ce1-e242996e6a2d · outbound

This paper cites Halueval: A large-scale hallucination evaluation benchmark for large language models, 2023.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Halueval: A large-scale hallucination evaluation benchmark for large language models, 2023

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.246500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 50b3ac5b-6560-4282-a42e-021c3c11377d · outbound

This paper cites Truthfulqa: Measuring how models mimic human falsehoods, 2022.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Truthfulqa: Measuring how models mimic human falsehoods, 2022

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.752217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d116d1b7-213b-4556-90dd-931704aea380 · outbound

This paper cites On the biology of a large language model.Transformer Circuits Thread, 2025.

On the Fundamental Impossibility of Hallucination Control in Large Language Models On the biology of a large language model.Transformer Circuits Thread, 2025

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.231423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 33560d6a-dfba-4621-8710-270a6c4f9f4a · outbound

This paper cites Locating and editing factual associations in gpt, 2023.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Locating and editing factual associations in gpt, 2023

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.757400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e07536a7-98f0-48ce-982c-0e11c2c51dee · outbound

This paper cites Churchill Lectures in Economics.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Churchill Lectures in Economics

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.215535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b3300abe-e4d5-429c-9729-dd563dfe5192 · outbound

This paper cites A theory of auctions and competitive bidding.Econometrica: Journal of the Econometric Society, pages 1089–1122, 1982.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A theory of auctions and competitive bidding.Econometrica: Journal of the Econometric Society, pages 1089–1122, 1982

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.206052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a717a32-64be-4f8b-bc4e-13ca6878bb5e · outbound

This paper cites Myerson.Mechanism Design, pages 191–206.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Myerson.Mechanism Design, pages 191–206

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.196606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d9356405-ad76-454c-b1e5-fbe59bcfc3be · outbound

This paper cites Perspectives on mechanism design in economic theory.American Economic Review, 98(3):586– 603, 2008.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Perspectives on mechanism design in economic theory.American Economic Review, 98(3):586– 603, 2008

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.185718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d6b4a27b-a220-4224-aaaf-82eae953e440 · outbound

This paper cites Vazirani, editors.Algorithmic Game Theory.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Vazirani, editors.Algorithmic Game Theory

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.176158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e288df2-0870-4235-af2e-d762e8bff7ce · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.774123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60cfafeb-f284-4da9-947e-1a6d28cb8325 · outbound

This paper cites Optimal and robust mechanism design with interdependent values.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Optimal and robust mechanism design with interdependent values

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.161350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bb372e4a-aa94-4e3c-af94-96fcca370c1e · outbound

This paper cites Elicitation of personal probabilities and expectations.Journal of the American Statistical Association, 66(336):783–801, 1971.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Elicitation of personal probabilities and expectations.Journal of the American Statistical Association, 66(336):783–801, 1971

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.153396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 197d05af-3708-4e47-a58b-bd4f22e9743c · outbound

This paper cites Penguin, 2021.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Penguin, 2021

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.144928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 29a830c7-73c5-455f-b948-c73a26e39bb3 · outbound

This paper cites Open Problems in Mechanistic Interpretability.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Open Problems in Mechanistic Interpretability

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.785925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a518f2-e16c-4a89-bc5b-4d45e61bd5da · outbound

This paper cites A head to predict and a head to question: Pre-trained uncertainty quantification heads for hallucination detection in llm outputs, 2025.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A head to predict and a head to question: Pre-trained uncertainty quantification heads for hallucination detection in llm outputs, 2025

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.136136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9ed26751-4075-457e-b084-bffc98c08039 · outbound

This paper cites Ai hallucination: towards a comprehensive classification of distorted information in artificial intelligence-generated content.Humanities and Social Sciences Communications, 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Ai hallucination: towards a comprehensive classification of distorted information in artificial intelligence-generated content.Humanities and Social Sciences Communications, 2024

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.126966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d705df0-b096-4e5d-8ede-b54ad1a98208 · outbound

This paper cites Redeep: Detecting hallucination in retrieval-augmented generation via mechanistic interpretability.ArXiv, abs/2410.11414, 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Redeep: Detecting hallucination in retrieval-augmented generation via mechanistic interpretability.ArXiv, abs/2410.11414, 2024

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.794393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e98434b-5f49-4c47-b191-a7aed038f3f4 · outbound

This paper cites Hallucinations are inevitable but can be made statistically negligible.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Hallucinations are inevitable but can be made statistically negligible

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.797498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb89f4f9-a040-4b57-835c-224884d3f919 · outbound

This paper cites A lattice-theoretical fixpoint theorem and its applications.Pacific Journal of Mathematics, 5(2):285–309, 1955.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A lattice-theoretical fixpoint theorem and its applications.Pacific Journal of Mathematics, 5(2):285–309, 1955

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.117948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 42585df3-a59d-472f-b3ae-f2deb7eca833 · outbound

This paper cites WW Norton & Company, 2015.

On the Fundamental Impossibility of Hallucination Control in Large Language Models WW Norton & Company, 2015

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.108837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e2fa28fd-98cf-4b1e-a19d-d9610c5db377 · outbound

This paper cites A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models.

On the Fundamental Impossibility of Hallucination Control in Large Language Models A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.806224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0066cc1-85c1-4d2a-a72e-fdc587bb6f8a · outbound

This paper cites On computable numbers, with an application to the entscheidungsproblem.J.

On the Fundamental Impossibility of Hallucination Control in Large Language Models On computable numbers, with an application to the entscheidungsproblem.J

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.099580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8f3158ce-d7e4-4ee0-bb49-fd140832bc0e · outbound

This paper cites Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.088844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b338477-371a-4111-9872-fb85e87a6310 · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:55.079668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bfbc2439-c921-4a28-81e0-ece30838afe0 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.817690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a6ee105-6ed0-4cb9-ac64-6f3204d33f63 · outbound

This paper cites No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models.

On the Fundamental Impossibility of Hallucination Control in Large Language Models No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models

Reference 70

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T10:46:54.876162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8fae2112-592e-4532-b892-fbd4f1cd4bab · outbound

This paper cites an unresolved cited work.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:46:55.070175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf7dc416-ebe3-44af-99d7-519e52406834 · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T10:46:54.826310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 642b53e5-fb44-4418-a28e-60ba02c4c2db · outbound

This paper cites MIT Press, 2016.

On the Fundamental Impossibility of Hallucination Control in Large Language Models MIT Press, 2016

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.060799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7896e8d8-32c3-4201-983f-64988b7d9e30 · outbound

This paper cites Mechanistic understanding and mitigation of language model non-factual hallucinations, 2024.

On the Fundamental Impossibility of Hallucination Control in Large Language Models Mechanistic understanding and mitigation of language model non-factual hallucinations, 2024

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:55.051396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 2545028e-b8fa-4604-a621-71d50d982f38 · inbound

Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability cites this paper.

Tractable Asymmetric Verification for Large Language Models via Deterministic Replicability On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T17:10:42.800738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b02cab3a-b595-432c-ad64-479d9002a2b4 · inbound

False Fixed Points: Kantian Feedback, Stable Miscalibration, and Representational Compression in LLMs cites this paper.

False Fixed Points: Kantian Feedback, Stable Miscalibration, and Representational Compression in LLMs On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T09:33:41.197286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20d5c6e5-4959-4832-95a0-9f60aef9b647 · inbound

Robust AI Security and Alignment: A Sisyphean Endeavor? cites this paper.

Robust AI Security and Alignment: A Sisyphean Endeavor? On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-08-03T03:15:18.161789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1431af14-77bd-42c9-a517-626ac7d1cb6d · inbound

UnWeaving the knots of GraphRAG -- turns out VectorRAG is almost enough cites this paper.

UnWeaving the knots of GraphRAG -- turns out VectorRAG is almost enough On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-08-03T03:15:18.161789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0386d174-cb01-4eb0-b1eb-094b7e0ce4a9 · inbound

UnWeaving the knots of GraphRAG -- turns out VectorRAG is almost enough cites this paper.

UnWeaving the knots of GraphRAG -- turns out VectorRAG is almost enough On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T03:54:17.277623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb6faffb-f180-432c-8ddc-5175b309c3dd · inbound

The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems cites this paper.

The Deterministic Horizon: Impossibility Results as Design Specifications for Trustworthy AI Systems On the Fundamental Impossibility of Hallucination Control in Large Language Models

Reference 181

Resolution: verified exact; arxiv_id, observed 2026-08-03T03:15:18.161789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.