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Paper Citation Record · LEDGER

CodeMirage: Hallucinations in Code Generated by Large Language Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2408.08333.

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

pith.paper-citation-record.v1
2408.08333 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:59:22.439695Z

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 2364ccd9-e89a-4058-a235-a9c0fbcb66b8 · inbound

Conversation Kernels: A Flexible Mechanism to Learn Relevant Context for Online Conversation Understanding cites this paper.

Conversation Kernels: A Flexible Mechanism to Learn Relevant Context for Online Conversation Understanding CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T13:59:22.439695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:59:22.439695Z digest=sha256:0bcd0dbac49bbc227685cb88ee6e4bd1e3f109e61c09ef0d15d6eeb93e83546e

Observation 50d5f51c-86b7-461d-bbf0-380d477824ac · inbound

SetupBench: Assessing Software Engineering Agents' Ability to Bootstrap Development Environments cites this paper.

SetupBench: Assessing Software Engineering Agents' Ability to Bootstrap Development Environments CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T18:08:42.937431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:08:42.937431Z digest=sha256:eb2e6b7954d795e147579043b96614fbb660a99ab04202c05f21a885e65b9d5e

Observation 004db1db-bc8b-47d4-b787-9bc92d9a8f9e · inbound

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

A comprehensive taxonomy of hallucinations in Large Language Models CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T05:29:09.100063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T05:29:09.100063Z digest=sha256:3283bebbb690f9c4e0db0f42b9129fb77e09f96a65ec3b417193858254136307

Observation a95fb1a3-955a-4b96-ae98-305c82627fce · 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 CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T18:25:56.215008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T18:25:56.215008Z digest=sha256:f7106fd7a385bfb2ea96f31c38cd983dabe34df0327436e5329c30da0ef5e533

Observation b9e5b2c9-365d-4c24-90ea-578b4ca3a6e2 · 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 CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-21T22:34:24.536775Z

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.

source=arxiv_source observed=2026-05-21T22:31:20.358758Z digest=sha256:790f72d20bc06419a482d5a6d06cf9e545986ec96e9ba3edbada921115ab8dca

Observation 0ff2c30b-1cf3-4f4e-86c9-5f999a509b7f · inbound

ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods cites this paper.

ALL-FEM: Agentic Large Language models Fine-tuned for Finite Element Methods CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 11

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T15:51:05.307761Z

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.

source=pdf_text observed=2026-05-16T15:49:36.623425Z digest=sha256:35655d095fb6f117b2ec1a2a34bfd76420fb76d41f2ca52f3456ed530f72af7a

Observation e22ea999-ebcb-4d0a-bfde-ac3609f22cd2 · inbound

MAFIG: Multi-agent Driven Formal Instruction Generation Framework cites this paper.

MAFIG: Multi-agent Driven Formal Instruction Generation Framework CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:36:08.987842Z

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.

source=pdf_text observed=2026-05-10T15:55:09.238676Z digest=sha256:66f00638b95f2bf84774370c50e11b679c4929c43cbe864621f039a03efe0aab

Observation e64505b0-84a7-4f99-bbbb-8c10d0da513d · inbound

Vibe coding for clinicians: democratising bespoke software development for digital health innovation cites this paper.

Vibe coding for clinicians: democratising bespoke software development for digital health innovation CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-08T21:59:18.925413Z

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.

source=pdf_text observed=2026-05-08T10:35:01.542529Z digest=sha256:ea3a8d48d2ada23108fc7cd980148a77691ef0457889ee1c90bb4e6f17ee01a3

Observation 65bbc6c4-f955-45d1-8d84-b24596c99eec · 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 CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:21:11.032992Z

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.

source=pdf_text observed=2026-05-08T17:37:51.790000Z digest=sha256:196ffd7f4de2762eb1167fa7512b6158749359c25d9e6f86dabc51464b0fd5e2

Observation 207fee04-b0e2-42db-a65c-19dff7211805 · inbound

When LLMs Invent Rust Crates: An Empirical Study of Hallucination Patterns and Mitigation cites this paper.

When LLMs Invent Rust Crates: An Empirical Study of Hallucination Patterns and Mitigation CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T23:17:29.377453Z

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.

source=pdf_text observed=2026-06-27T18:22:44.944331Z digest=sha256:aabd8a8757c993fe8552dd58c37716386a0195713c4e8ee18b2f5a0dad734787

Observation bd24ea35-d4e3-4c53-8469-3bb6e541f427 · inbound

FASE: Fast Adaptive Semantic Entropy for Code Quality cites this paper.

FASE: Fast Adaptive Semantic Entropy for Code Quality CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-07-03T03:27:35.821091Z

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.

source=pdf_text observed=2026-06-27T15:18:44.055533Z digest=sha256:8ef705ce76f1472084d4a69ef247c7280bbc10c64ecd24ddf7cc702833e9fc99

Observation 128bdf49-943d-41b2-a6b8-a86fddab0f0b · inbound

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs cites this paper.

Code-MUE: Measuring Code LLMs' Uncertainty through Execution-based Semantic Interaction Graphs CodeMirage: Hallucinations in Code Generated by Large Language Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T06:42:22.050328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:42:22.050328Z digest=sha256:17177eb767542c5ba130118c03c9f9b1202c510aebc50fbe2868d91b5017347d