Paper Citation Record · LEDGER

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 8 inbound Pith citation observations for arXiv:2506.06971.

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

pith.paper-citation-record.v1
2506.06971 v2

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:51:08.296878Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:39:07.157245Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T04:06:35.135954Z

Reference resolution

33 of 33 outbound references displayed

verified exact3
verified fuzzy4
unresolved25
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1cc80f4a-1b19-4098-a200-3c42fdac6bd7 · outbound

This paper cites URL: " 'urlintro :=.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation URL: " 'urlintro :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.145300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a45a19-72f3-4669-98b4-b3c5bfe7d344 · outbound

This paper cites write newline.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.150604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4576ad32-3c13-4e05-bd36-f65481606d51 · outbound

This paper cites Claude 3.5 sonnet model card addendum.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Claude 3.5 sonnet model card addendum

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:09.001469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d5204a0a-3cb1-43c1-a339-9aadcfabc6e1 · outbound

This paper cites Program Synthesis with Large Language Models.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Program Synthesis with Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.160153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8024a898-52c8-4871-8dda-8812174d5f89 · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 5

Resolution: verified exact; raw_fallback, observed 2026-08-07T05:51:08.887769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6f2d7cb4-bf2f-4855-a711-9fba19f45d9b · outbound

This paper cites B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., et al.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., et al

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:08.987211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a05ed8dd-349a-41e4-9ac3-3f8917fc2b31 · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.174079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3be7efb-d35d-43b4-9c65-2d8fecfd881a · outbound

This paper cites Speak Easy: Eliciting Harmful Jailbreaks from LLMs with Simple Interactions.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Speak Easy: Eliciting Harmful Jailbreaks from LLMs with Simple Interactions

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.178292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a20a6cb-b99a-4df5-a395-290fbf69998a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Evaluating Large Language Models Trained on Code

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.184087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166905c1-58f0-405c-8995-a48634ab6de8 · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.188690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 406460a9-b7f9-46ec-82de-f6e95517a595 · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation PaLM: Scaling Language Modeling with Pathways

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.193698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea126601-bc10-4287-81be-f3a96c7854a8 · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:08.971841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f4ff5f4c-af3d-44fb-afe9-397637c5d5a6 · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.202745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17441521-0ea3-466a-916a-3477adb86b6a · outbound

This paper cites Reasoning Robustness of LLMs to Adversarial Typographical Errors.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Reasoning Robustness of LLMs to Adversarial Typographical Errors

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.207227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7d36f6-e76c-4daa-83bb-36b16ce378b4 · outbound

This paper cites ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.212502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e789521a-ec05-4200-9790-db0e2307b013 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.217351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d8ee22-e5c0-433d-8521-cbf204bd4b19 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.222098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 269a8631-4d0f-4694-972b-72d75345b3b0 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation A Survey on Large Language Models for Code Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.226705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d56653d6-2a94-4d38-a31a-07e357cd0ac7 · outbound

This paper cites Introducing llama 3.1: Our most capable models to date.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Introducing llama 3.1: Our most capable models to date

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:08.956039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3af16814-659a-4225-ae08-783fd29db0d6 · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.236834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eae57af-4b47-48db-ac84-34593590a22b · outbound

This paper cites Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey

Reference 21

Resolution: malformed identifier; no resolver link, observed 2026-08-07T05:51:08.241334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616200a2-78ed-404f-a347-e7e31ee6f17c · outbound

This paper cites Evaluate-and-Purify: Fortifying Code Language Models Against Adversarial Attacks Using LLM-as-a-Judge.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Evaluate-and-Purify: Fortifying Code Language Models Against Adversarial Attacks Using LLM-as-a-Judge

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:51:08.549047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e31c552c-5ad9-4857-94ed-d91255800a02 · outbound

This paper cites Gpt-4 technical report.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Gpt-4 technical report

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:08.941207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7d6bf28a-8846-4d2c-a4c9-afa79093e908 · outbound

This paper cites ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.254881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 965cd3c1-0dec-41e0-a7f7-cdc7e40210b8 · outbound

This paper cites Voice Jailbreak Attacks Against GPT-4o.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Voice Jailbreak Attacks Against GPT-4o

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.260580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9881c2-b2a5-46d4-901b-0e920d6cc20b · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-07T05:51:08.500557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 20ac46b0-20b6-4df8-954f-b7a22e8fb6c9 · outbound

This paper cites CodeJudge: Evaluating Code Generation with Large Language Models.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation CodeJudge: Evaluating Code Generation with Large Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.269551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba98e327-84fd-4114-8df8-c1c236ec837e · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.274247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 423aab1f-ee95-4121-aaf2-efe02d4cb7ba · outbound

This paper cites V., Zhou, D., et al.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation V., Zhou, D., et al

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.279011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937e60db-bb68-4755-864e-e46940ef7d65 · outbound

This paper cites DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation DeceptPrompt: Exploiting LLM-driven Code Generation via Adversarial Natural Language Instructions

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.283547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58279d8c-98e0-4b95-b414-cb3b8de897e8 · outbound

This paper cites The Impact of Prompt Programming on Function-Level Code Generation.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation The Impact of Prompt Programming on Function-Level Code Generation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.288204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cc1ba21-d991-4b98-b340-126cd5f76231 · outbound

This paper cites an unresolved cited work.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:08.918066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eba1995d-3f9b-43be-9282-c8fcc94267ad · outbound

This paper cites Uncertainty-Guided Chain-of-Thought for Code Generation with LLMs.

Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation Uncertainty-Guided Chain-of-Thought for Code Generation with LLMs

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:08.296878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 18593e05-7b44-4af2-b289-62364271ef2b · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 192

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:07.157245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d421516-874e-474e-9b4e-89c13f29d2e7 · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-17T00:31:24.747791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f41b8102-6318-49a8-ad9c-8d91cff7844a · inbound

LLM Harms: A Taxonomy and Discussion cites this paper.

LLM Harms: A Taxonomy and Discussion Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-03T18:19:19.974924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc34b590-72f1-4af7-ad4c-22d199aaba51 · inbound

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations cites this paper.

Fragile Thoughts: How Large Language Models Handle Chain-of-Thought Perturbations Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-16T03:47:15.321963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68590926-ccbb-4007-b745-06c1472dd8c3 · inbound

Evaluating the Environmental Impact of using SLMs and Prompt Engineering for Code Generation cites this paper.

Evaluating the Environmental Impact of using SLMs and Prompt Engineering for Code Generation Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:13:13.226797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ae55b03f-1380-4ca0-b2a9-940c6a69186e · inbound

When Prompt Under-Specification Improves Code Correctness: An Exploratory Study of Prompt Wording and Structure Effects on LLM-Based Code Generation cites this paper.

When Prompt Under-Specification Improves Code Correctness: An Exploratory Study of Prompt Wording and Structure Effects on LLM-Based Code Generation Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:17:08.280584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8b0bd2e4-a2e6-4695-abf1-b7d4f4f748d9 · inbound

R-CoT: A Reasoning-Layer Watermark via Redundant Chain-of-Thought in Large Language Models cites this paper.

R-CoT: A Reasoning-Layer Watermark via Redundant Chain-of-Thought in Large Language Models Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:01:16.603177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1c751d0a-ac3c-4453-a69f-9c738afe5221 · inbound

Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks cites this paper.

Testing LLM Arithmetic Reasoning Generalization with Automatic Numeric-Remapping Attacks Chain-of-Code Collapse: Reasoning Failures in LLMs via Adversarial Prompting in Code Generation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-02T04:06:35.137777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.