Paper Citation Record · LEDGER

LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2409.20550.

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

pith.paper-citation-record.v1
2409.20550 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 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 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:13:42.420652Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 04727cb5-68c5-4358-9e31-298b38c9dac5 · inbound

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving cites this paper.

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T15:13:42.420652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76c42b6e-49b7-4964-a81c-dcf52740d24f · inbound

OpenFActScore: Open-Source Atomic Evaluation of Factuality in Text Generation cites this paper.

OpenFActScore: Open-Source Atomic Evaluation of Factuality in Text Generation LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T19:20:16.596113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d18e0aa9-1ad3-4c8e-8171-3d0f86d4209f · inbound

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions cites this paper.

Curiosity by Design: An LLM-based Coding Assistant Asking Clarification Questions LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T13:00:21.820464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83980cbe-0138-4fca-aa26-e2e48b30f522 · inbound

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention cites this paper.

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-18T20:56:50.523730Z

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 bdccc735-07d1-4b9d-829f-113cb0216e02 · inbound

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching cites this paper.

Securing LLM-Generated Embedded Firmware through AI Agent-Driven Validation and Patching LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T18:25:56.218461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6051c42-d838-4187-a350-a425533d7524 · inbound

Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries cites this paper.

Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-21T22:34:24.531945Z

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 7d4eecd0-94f2-44de-9ac7-aaa679e2f200 · inbound

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code cites this paper.

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 153

Resolution: verified exact; arxiv_id, observed 2026-05-11T17:21:10.992280Z

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 5346fd9c-72e1-4b9a-92bd-d4dd299513a6 · inbound

Bridging the Gap on AI-Assisted Scientific Software Development Through Transparency and Traceability cites this paper.

Bridging the Gap on AI-Assisted Scientific Software Development Through Transparency and Traceability LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T22:07:49.148634Z

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 461175a1-e005-4a6e-b175-902c0b5b4260 · inbound

Bridging the Gap on AI-Assisted Scientific Software Development Through Transparency and Traceability cites this paper.

Bridging the Gap on AI-Assisted Scientific Software Development Through Transparency and Traceability LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:38.884034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa74e5f8-ad68-4099-91d2-dc9ef4a81cb9 · inbound

LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models cites this paper.

LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:10:07.600419Z

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 be9ea0e3-a7d9-4d00-8906-aac9e05e5d5c · inbound

LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models cites this paper.

LibEvoBench: Probing Temporal Knowledge Stratification in Code Generation Models LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-06-25T21:18:24.637086Z

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.