Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.