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Paper Citation Record · LEDGER

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas

As of 19 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 3 inbound Pith citation observations for arXiv:2601.21433.

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

pith.paper-citation-record.v1
2601.21433 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:03:15.244912Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:29:06.329932Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T04:29:06.422646Z

Reference resolution

38 of 38 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved36
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3fb683d0-af99-41c3-be80-75ad1d39f246 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Constitutional AI: Harmlessness from AI Feedback

Reference 1

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source=pdf_text observed=2026-08-03T07:03:11.632700Z digest=sha256:dc54b9b0ad9d49a66fe328f086ced05ec9bced58f4a5953b537be495ffc43655

Observation 318dc3a8-ad7d-42f2-a667-d2646b4738d3 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 2

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source=pdf_text observed=2026-08-03T07:03:11.702165Z digest=sha256:0a866eeebbff3f438b3fafdeddf62d04a1131dd6094e120a0a667c2c690a1cf5

Observation 7b82222d-7696-47fb-a9b0-1b17fafa815e · outbound

This paper cites Bowman and George E.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Bowman and George E

Reference 3

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source=pdf_text observed=2026-08-03T07:03:11.745091Z digest=sha256:1217cfdae433a21cf57bbe1f670a770e501d1de35b20eb948a53d07f3e149041

Observation fd42e267-38e2-48b9-bd4e-c63821bf7263 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-03T07:03:11.846456Z digest=sha256:01da282a85bf17629f70f4e7c75e2d1d6dd24f896a2c0661c2a3c9ad64a67330

Observation ef7c0de9-ace0-415e-a679-89f0b4254298 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-03T07:03:11.930535Z digest=sha256:3f656e66619184d0a4c6f090cae9e4312b1625bcbd72303c6c9b954d5d51e64f

Observation 64ee4399-5b9f-4b52-bd8e-73b47226cc20 · outbound

This paper cites Comparative Global AI Regulation: Policy Perspectives from the EU, China, and the US.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Comparative Global AI Regulation: Policy Perspectives from the EU, China, and the US

Reference 6

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source=pdf_text observed=2026-08-03T07:03:12.097146Z digest=sha256:c0f9c5ecab1953fc6c24ab37e657986844067e587cc85386c7c5fd840ea0ea22

Observation b4054efa-b19f-4dc8-9943-1b3fd6ca98f5 · outbound

This paper cites Informed AI Regulation: Comparing the Ethical Frameworks of Leading LLM Chatbots Using an Ethics-Based Audit to Assess Moral Reasoning and Normative Values.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Informed AI Regulation: Comparing the Ethical Frameworks of Leading LLM Chatbots Using an Ethics-Based Audit to Assess Moral Reasoning and Normative Values

Reference 7

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source=pdf_text observed=2026-08-03T07:03:12.237388Z digest=sha256:e5d47b18c3a18eb3546325f05a46409354f1b095bee08133728ee24eeb5e0f64

Observation 3b9cfd48-8544-44bf-a920-361fea43269d · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-03T07:03:12.399137Z digest=sha256:53e1cfbb0b7190d8fd009309efb13b312a55e0b6f9cc927076ae6987058e94ca

Observation 268d5d58-7faa-4ef3-9da7-b4d26a82f7ab · outbound

This paper cites Risks and Opportunities of Open-Source Generative AI.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Risks and Opportunities of Open-Source Generative AI

Reference 9

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source=pdf_text observed=2026-08-03T07:03:12.486049Z digest=sha256:c8c12e83a0a891edf133cdff92d8f371a5ff27df95c9e4231d0c44455c2d212e

Observation 38699ff7-e5cd-4691-affa-a419e8020103 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-03T07:03:12.648244Z digest=sha256:e92f051800150e23ec52c8ec3d05bc79c265ccf0d10b7e38a272751b1bf64714

Observation ca596901-d039-4b8e-bb4c-8c60015764d6 · outbound

This paper cites Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Never Compromise to Vulnerabilities: A Comprehensive Survey on AI Governance

Reference 11

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source=pdf_text observed=2026-08-03T07:03:12.791855Z digest=sha256:5ad5e219094670cb3412a14fab3771f386825ca70a003262ed19332c5a955eb0

Observation b979d135-3def-4528-b8a1-90859cd0c166 · outbound

This paper cites Firstauthor, B.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Firstauthor, B

Reference 12

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source=pdf_text observed=2026-08-03T07:03:13.054857Z digest=sha256:b564ffc46e19c852b27b4a52a5ba45cb8cfb52a083678df85f2b9c372477d40b

Observation 10ff0f3f-ebae-4eeb-bed3-790c3daeba84 · outbound

This paper cites Firstauthor, B.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Firstauthor, B

Reference 13

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source=pdf_text observed=2026-08-03T07:03:13.234746Z digest=sha256:d3e9aab3a1264fe1fe34eeb1419794010c6d4fe3731d80da82dc889754b2d0b0

Observation 70c30bbc-fd83-4fcb-8366-1cfd5ab7e330 · outbound

This paper cites Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned

Reference 14

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source=pdf_text observed=2026-08-03T07:03:13.381343Z digest=sha256:d47b7cf9853677318824d6cd17577c5778d52e1f3820e5293313e5a6de3b9ac0

Observation d56c01ab-e7b5-4b98-86eb-b33a2e9cff8f · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 15

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source=pdf_text observed=2026-08-03T07:03:13.524733Z digest=sha256:3351792aa5eed66196b1f4594f5edc6efb9144b1f0119611694ee2c02799d1b5

Observation eaa5d09e-6d7d-4e13-9944-f9354b8e46b6 · outbound

This paper cites Anumanchipalli, and Julia Hockenmaier.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Anumanchipalli, and Julia Hockenmaier

Reference 16

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source=pdf_text observed=2026-08-03T07:03:13.654744Z digest=sha256:5c99e44c35ea6bdd6e91e9b107b90d6cea48259665a006bcc3a7507107486fcf

Observation 2f1d45f8-23b9-4ad7-95de-a9fc64bd821c · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 17

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source=pdf_text observed=2026-08-03T07:03:13.824844Z digest=sha256:f46a01fad9ab85525a1f616d4f491a237669d5649de5c9a1eff83b5439ceb472

Observation 9a03937d-cfef-4da0-a30c-49daa650932e · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 18

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source=pdf_text observed=2026-08-03T07:03:13.944842Z digest=sha256:35935df73e3faae0cc03eba80ec71906b00983828a381ad10d483b4f026affef

Observation 3fe4e895-7b89-4e8c-8f00-831016c966b4 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 19

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source=pdf_text observed=2026-08-03T07:03:14.024836Z digest=sha256:2eaac20d66ec9e598acf6e794b5f77e8db1d6aaadfbf78d37bb9bad93b633e23

Observation b5c8edf7-d733-45a9-b870-294522075da9 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 20

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source=pdf_text observed=2026-08-03T07:03:14.184755Z digest=sha256:3dba8ccce03cba5f6fa297eb5a45b94541588a135fa268274444e8dad3472996

Observation 324b13e7-7600-444e-b317-9645f67cfb72 · outbound

This paper cites Holistic Evaluation of Language Models.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Holistic Evaluation of Language Models

Reference 21

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source=pdf_text observed=2026-08-03T07:03:14.284745Z digest=sha256:71407dbcdbaf96b4e8bc445e2b8ca1c912b075318f0012984f9e4e2b8dd39e3b

Observation 5893e741-c4f9-4b2c-99b6-80d211467501 · outbound

This paper cites Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection

Reference 22

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source=pdf_text observed=2026-08-03T07:03:14.414943Z digest=sha256:68e2a1b491d419a6b054fd7b780ec6e71f514d14074cf918814bed756c3af844

Observation cbc397ed-e396-4fe5-8756-0e5ed315d93a · outbound

This paper cites Müller, and Luciano Floridi.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Müller, and Luciano Floridi

Reference 24

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 99b6ede0-9b6c-45d2-9aa0-4c959b1de262 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

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source=pdf_text observed=2026-08-03T07:03:14.604271Z digest=sha256:c1b289a829fc11bab631eea14b243d155524e39d22c07e67cbfe095deeecea15

Observation 05b750e6-14a6-49c5-a10c-73f815a423fb · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-03T07:03:14.644751Z digest=sha256:e38a905cc5206075578017e1517e74d631c16ca20b220f1dd91e64bdfc7e9f3b

Observation ab4be080-f4bb-420a-9dd1-95444bad8c6e · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 27

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Observation 96cd8386-b5ed-4b3f-862a-79d48d3ecbbe · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 28

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Observation a0b70b9e-7ec7-4425-9461-f809d8b0a067 · outbound

This paper cites Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting

Reference 29

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source=pdf_text observed=2026-08-03T07:03:14.824744Z digest=sha256:55e2376cff4a23f8d51526598d6524e03abcb3fe2c23185bd19b9ec93dfda89d

Observation 4860bc69-7f83-4c26-b374-e72ceb6dd4cf · outbound

This paper cites Selbst, danah Boyd, Sorelle A.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Selbst, danah Boyd, Sorelle A

Reference 30

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Observation efb59e58-dc14-4644-b690-2140e7270c7c · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 31

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source=pdf_text observed=2026-08-03T07:03:14.914748Z digest=sha256:8c14970a50400bd828146dd18dfc8465bc4effa67241fe5c5e5cc32442cd2be3

Observation bf7c926f-1c55-40c1-b324-c11e82ebb996 · outbound

This paper cites Thunder-NUBench: A Benchmark for LLMs' Sentence-Level Negation Understanding.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Thunder-NUBench: A Benchmark for LLMs' Sentence-Level Negation Understanding

Reference 32

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source=pdf_text observed=2026-08-03T07:03:14.964747Z digest=sha256:5f2d8fcd21d51ad79521b2a655e9bccc16ee0f163e611725f74d63ceac41cf51

Observation 3d31b907-a235-432a-a562-64e3e8b52a27 · outbound

This paper cites Language models are not naysayers: An analysis of language models on negation benchmarks.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Language models are not naysayers: An analysis of language models on negation benchmarks

Reference 33

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Observation ad68f95b-8ea8-47be-a928-be49f994490a · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 34

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Observation 64a092fc-4ff6-42a4-93ae-d9f8cc5b71e1 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 35

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source=pdf_text observed=2026-08-03T07:03:15.094920Z digest=sha256:ae5649381eb665b1e8cfb7cdde262f9fbedb43e222c26b598874f3d171bec078

Observation 54ff72f6-97c3-4b95-aafd-7fa693fb6899 · outbound

This paper cites DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models

Reference 36

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source=pdf_text observed=2026-08-03T07:03:15.134754Z digest=sha256:df9f9198b945b918a0a5366fcb7c4b697b29bcaa6399a9ad54c73132f30ce5a0

Observation a2975217-fdcf-4470-a95f-b4ec1fc5ba76 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 37

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source=pdf_text observed=2026-08-03T07:03:15.194745Z digest=sha256:71d6937fdfe1a31b7cda16419d674ca62c46bba39dec46db84d59e2c4873525e

Observation a3d26cd7-a018-4462-880c-75ae7837d2e1 · outbound

This paper cites an unresolved cited work.

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas Unresolved cited work

Reference 38

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source=pdf_text observed=2026-08-03T07:03:15.244912Z digest=sha256:4713024715144125e8a37b3c5ddd4ffbb3e29ae13a0f13c6fab3cce9fe056b2e

Observation 8256095d-2fd7-4db6-88c7-bca8da7dad24 · outbound

This paper cites In Proceedings of the 2020 Conference on Fair- ness, Accountability, and Transparency (FAccT ’20).

Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas In Proceedings of the 2020 Conference on Fair- ness, Accountability, and Transparency (FAccT ’20)

Reference 2020

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Benchmarking LLM Competence on Logical Inference over Probability Operators cites this paper.

Benchmarking LLM Competence on Logical Inference over Probability Operators Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas

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Benchmarking LLM Competence on Logical Inference over Probability Operators cites this paper.

Benchmarking LLM Competence on Logical Inference over Probability Operators Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas

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Benchmarking LLM Competence on Logical Inference over Probability Operators cites this paper.

Benchmarking LLM Competence on Logical Inference over Probability Operators Framing Instability in LLM Ethical Stance: Auditing Negation Sensitivity in Moral Dilemmas

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