Paper Citation Record · LEDGER

Stepwise Reasoning Error Disruption Attack of LLMs

As of 19 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2412.11934.

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

pith.paper-citation-record.v1
2412.11934 v5

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:30:38.088297Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T02:44:34.747588Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy3
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec4172d9-a138-46d2-8ae5-7a1c52b2f33c · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.352628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ce6ca3f5-bd37-4e31-b559-1c39d1f5cc22 · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.337797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 164b4d68-6548-475e-abad-18fa88f97d0c · outbound

This paper cites BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models.

Stepwise Reasoning Error Disruption Attack of LLMs BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:38.019968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 867801b6-13ec-443b-b5b3-50e1aae074bf · outbound

This paper cites Jailbreak Attacks and Defenses Against Large Language Models: A Survey.

Stepwise Reasoning Error Disruption Attack of LLMs Jailbreak Attacks and Defenses Against Large Language Models: A Survey

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:38.025225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4be302d-4eba-4dbd-a906-1a688e13bf8d · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.219283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9c68b550-080b-4b88-a1ad-8a4b234128ab · outbound

This paper cites re- view your reasoning steps before providing final answer.

Stepwise Reasoning Error Disruption Attack of LLMs re- view your reasoning steps before providing final answer

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:30:38.203732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d37ab548-4698-4d52-b5d3-0f1b35d651ce · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.323110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 778c7a25-e327-46d1-b7ef-95b9fb0b760e · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.307905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21bf2113-6050-4355-9973-dfe08251c26a · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.366865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 72f0ac62-0a64-49a3-a7ae-570d06f0c9b4 · outbound

This paper cites Since \\( 4 \\) is equal to \\( 2^2 \\), we can express \\( 4^x \\) as \\( (2^2)^x \\).\n\n.

Stepwise Reasoning Error Disruption Attack of LLMs Since \\( 4 \\) is equal to \\( 2^2 \\), we can express \\( 4^x \\) as \\( (2^2)^x \\).\n\n

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:30:38.279321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4a972757-a6c4-4515-a37d-a3ebb4600375 · outbound

This paper cites Now the equation becomes: \\( 2^5 = 2^{2x} \\).

Stepwise Reasoning Error Disruption Attack of LLMs Now the equation becomes: \\( 2^5 = 2^{2x} \\)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:30:38.262987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 21597cc6-3912-4af5-9ec2-aa62de5466e9 · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.248670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 23ed8c92-1938-4de8-8018-efdcf9853dd9 · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.233909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 391e616e-bdfe-4dbf-af06-c7b61bbedeea · outbound

This paper cites an unresolved cited work.

Stepwise Reasoning Error Disruption Attack of LLMs Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:30:38.294224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 67e769e2-6198-45eb-b496-309433a6a415 · outbound

This paper cites JailbreakRadar: Comprehensive Assessment of Jailbreak Attacks Against LLMs.

Stepwise Reasoning Error Disruption Attack of LLMs JailbreakRadar: Comprehensive Assessment of Jailbreak Attacks Against LLMs

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:38.003123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 923ae3c4-6d93-472b-bc27-cb2659a65dd3 · outbound

This paper cites Tree of Attacks: Jailbreaking Black-Box LLMs Automatically.

Stepwise Reasoning Error Disruption Attack of LLMs Tree of Attacks: Jailbreaking Black-Box LLMs Automatically

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:38.014546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b9c28fe-e1d3-42d1-966e-c279540ba545 · outbound

This paper cites rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking.

Stepwise Reasoning Error Disruption Attack of LLMs rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-11T14:30:38.008772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 25cbb9fb-1945-4cce-935f-94671aad7336 · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Stepwise Reasoning Error Disruption Attack of LLMs

Reference 152

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:34.747588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.