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Paper Citation Record · LEDGER

Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2502.01926.

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

pith.paper-citation-record.v1
2502.01926 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:47:49.653189Z

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 ebffc4dd-bde9-4521-8394-ec3c846f83a6 · inbound

Toward Valid Measurement Of (Un)fairness For Generative AI: A Proposal For Systematization Through The Lens Of Fair Equality of Chances cites this paper.

Toward Valid Measurement Of (Un)fairness For Generative AI: A Proposal For Systematization Through The Lens Of Fair Equality of Chances Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-06T19:47:49.653189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:47:49.653189Z digest=sha256:eed385101422cd0f1fbc6f3d5349a10624d4becd608bcc5abfe257837939e828

Observation 4ed3eda0-0a58-4411-a81b-3cfc35e06061 · inbound

BioPro: Towards Difference-Aware Gender Fairness for Vision-Language Models cites this paper.

BioPro: Towards Difference-Aware Gender Fairness for Vision-Language Models Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-03T19:25:20.633437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T19:25:20.633437Z digest=sha256:bb44d3176029f7adb4a8f4109cf0de6aa0aa531df5ff01d44b3f84d725cca743

Observation 1e6e9e0f-5ec7-49ad-9a5a-313d0e30fc47 · inbound

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups cites this paper.

Discriminatory Compliance: How LLMs Answer Queries from Protected Groups Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-06-26T12:59:29.204554Z

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.

source=arxiv_source observed=2026-06-26T12:58:09.227648Z digest=sha256:96ead62bea2216d8454e96cc21daca5c1d66f030819c551bd9fc13c831dfa01f