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Paper Citation Record · LEDGER

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models

As of 21 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2506.03024.

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

pith.paper-citation-record.v1
2506.03024 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:14:42.439045Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 390f38e2-a4f9-4b78-8507-1a01991a92a3 · outbound

This paper cites Biasfinder: Metamorphic test generation to uncover bias for sentiment analysis systems.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Biasfinder: Metamorphic test generation to uncover bias for sentiment analysis systems

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.944542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:41.496354Z digest=sha256:f2a4dbd63a1f7aaa5125408673832fb6cef3e6f9e453429ba0ceff57a99ecf58

Observation 4ccbb963-c9f5-42cc-8a75-a47fa4f0eb18 · outbound

This paper cites Metamorphic testing: A review of challenges and opportunities.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Metamorphic testing: A review of challenges and opportunities

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.806403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:41.585061Z digest=sha256:130ea5d1bd8a7d03e52932b84c5887f7dcd7e5b485feddd74f2ddbe3e9571c47

Observation e80e6cc6-7fee-415c-8a28-34e6e629f564 · outbound

This paper cites Bias of ai-generated content: an examination of news produced by large language models.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Bias of ai-generated content: an examination of news produced by large language models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T11:14:41.677245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:14:41.677245Z digest=sha256:d5a3ce7835634106434556c6f949f95b1db2dea381a0c1c57f386fdd8c102f51

Observation 525814a0-8204-43d1-b11b-a7227314cf1c · outbound

This paper cites Exploring the potential of llm to enhance teaching plans through teaching simulation.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Exploring the potential of llm to enhance teaching plans through teaching simulation

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.644813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:41.770606Z digest=sha256:b352369523f70e589f4b705e4b2955b39108aa5e65fd54ac684bf183f171d0a8

Observation 156aa36b-75cf-4ce5-888e-d75972ec3fc2 · outbound

This paper cites Evaluation of chinese natural language processing system based on metamorphic testing.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Evaluation of chinese natural language processing system based on metamorphic testing

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.484457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:41.847090Z digest=sha256:08e8cc4f56051287ee0ca29a590bd14d80f2c54534798860205fcd4aaed16a80

Observation af3426ee-986d-4d35-bd62-0dc96c82e73f · outbound

This paper cites Large language models in law: A survey.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Large language models in law: A survey

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T11:14:41.914478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:14:41.914478Z digest=sha256:64d1d178b67262f3222c0e0c66c11b0cc8611fc1a5e2656cb2b8ea50a3be0171

Observation 60de564c-cbf0-4462-9d11-7fe792ec45e6 · outbound

This paper cites Metamorphic testing and certified mitigation of fairness violations in nlp models.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Metamorphic testing and certified mitigation of fairness violations in nlp models

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.321970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:41.981395Z digest=sha256:1a64a8599b9d43d8e517f0cdc19240e661466409c099371be86c6b9b199d6e70

Observation 6c22aa88-0fde-4586-895a-0a2e799e99d6 · outbound

This paper cites Metamorphic testing of classification program for the covid-19 intelligent diagnosis.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Metamorphic testing of classification program for the covid-19 intelligent diagnosis

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.152326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:42.056465Z digest=sha256:6708657f7086095897790137fb4e0518f3b1d4a588b2d12383feaacbcf42ffa6

Observation 667aebe8-22ec-4d0d-af9b-0ac1b90e4880 · outbound

This paper cites Codegen: An open large language model for code with multi-turn program synthesis.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Codegen: An open large language model for code with multi-turn program synthesis

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:43.003394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:42.152863Z digest=sha256:79909e1498cfaac168fffee33ae2095e413bb7de330bb5e2e7868289abad0e08

Observation 44185dd5-4404-45c2-b8e8-5e3dcf2f7052 · outbound

This paper cites Beyond Accuracy: Behavioral Testing of NLP models with CheckList.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Beyond Accuracy: Behavioral Testing of NLP models with CheckList

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T11:14:42.214448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:14:42.214448Z digest=sha256:9728911017539cca6c4d545ad4a8895df280e27b326522846fffc180d9a8bb4a

Observation 6f11fbb5-044d-4f85-a3a9-a1ef35e68029 · outbound

This paper cites Evaluation framework of large language models in medical documentation: Development and usability study.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Evaluation framework of large language models in medical documentation: Development and usability study

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:42.881682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:42.293480Z digest=sha256:c41e12a7de127460ae854bffe13e1c1bb0488b5c1df0ceed6f4a1aa9d256754f

Observation a993704b-7ce8-4788-98e8-66b52177faa9 · outbound

This paper cites As- traea: Grammar-based fairness testing.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models As- traea: Grammar-based fairness testing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:42.736267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:42.362874Z digest=sha256:3d75c5954a6cc1a4ef60f5a891b99da80bf958d9f3c79e44d1bb90ad62a93438

Observation dbd2430d-0f47-496d-86d5-5c8839d30380 · outbound

This paper cites Quality assurance of bioinformatics software: a case study of testing a biomedical text processing tool using metamorphic testing.

GenFair: Systematic Test Generation for Fairness Fault Detection in Large Language Models Quality assurance of bioinformatics software: a case study of testing a biomedical text processing tool using metamorphic testing

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T11:14:42.626601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-07T11:14:42.439045Z digest=sha256:b1074d0e263f391779f3c647ed617fd142853fbaa4e61bdecb4b8b29faeed2ec

Pith citing papers

No inbound Pith citation observations are available.