Paper Citation Record · LEDGER

Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2504.20799.

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

pith.paper-citation-record.v1
2504.20799 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:07:09.725728Z

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

0
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 73b62a28-ecd5-498b-a597-f2bd8ae68ff2 · inbound

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps cites this paper.

Position Paper: Programming Language Techniques for Bridging LLM Code Generation Semantic Gaps Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:07:09.725728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6001de5b-1048-48da-aeae-595a40490e89 · inbound

A comprehensive taxonomy of hallucinations in Large Language Models cites this paper.

A comprehensive taxonomy of hallucinations in Large Language Models Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T05:29:13.746396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32362d4e-99b2-43db-b31e-a4abe7394fb8 · 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 Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-21T22:34:24.519341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ef06c413-bdd0-4000-810b-3e6170dc12b7 · inbound

SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization cites this paper.

SOCIA-EVO: Automated Simulator Construction via Dual-Anchored Bi-Level Optimization Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:41:36.189852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ccd0f165-d9e2-4ad6-b2d8-643b7479e768 · 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 Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T22:07:49.146041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation dff5ad3c-3709-482a-8491-55c62231161c · 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 Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T13:48:38.805052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95046778-89b1-4225-afdd-5053438e31e8 · inbound

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions cites this paper.

A Tertiary Review of Large Language Model-Based Code Generating Tasks: Trends, Challenges, and Future Directions Hallucination by Code Generation LLMs: Taxonomy, Benchmarks, Mitigation, and Challenges

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:53:58.502953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.