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Paper Citation Record · LEDGER

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection

As of 19 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2501.15985.

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

pith.paper-citation-record.v1
2501.15985 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:52:58.760790Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

34 of 34 outbound references displayed

  • verified exact4
  • verified fuzzy0
  • unresolved21
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0f501765-13ba-4e21-bae9-2e41de44e2e3 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 1

Resolution
malformed identifier
no resolver link, observed 2026-08-10T13:52:58.580999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.580999Z digest=sha256:98a63482be0ebd8230181a1ec18c0d7845e05ba3b8a00680118e49280888f0bb

Observation a527c800-6ada-40de-a870-632c38491361 · outbound

This paper cites Akintande.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Akintande

Reference 2

Resolution
malformed identifier
doi_truncated, observed 2026-08-10T13:52:58.945313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.586037Z digest=sha256:1d5d476e41d6a08f5af32ca665c093a3098d8c8fa0d9c1d2ea7f78ca0a890c75

Observation af181eaa-a52a-40af-9db9-40af80dde575 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 3

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T13:53:00.459069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.590502Z digest=sha256:e34df36b97e7b9a4f851f18d984f586d30dc86359d058382a56ed590cf385400

Observation e58a4223-23d2-482b-9ad0-f0285f7fd55c · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.594928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.594928Z digest=sha256:855d3152299f4c18fbbf62cf8ef06754149c2fa549c651172ae52b60070a6313

Observation a66004d9-ea6f-4650-ba56-6863fdb9fe4c · outbound

This paper cites Badal, Camille Nebeker, Kaoru Shinkawa, Yasunori Yamada, Kelly E.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Badal, Camille Nebeker, Kaoru Shinkawa, Yasunori Yamada, Kelly E

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T13:53:00.390090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.599704Z digest=sha256:12cac4897b516f531ae11e4dd822a14b6a1b94c181c3ede984f4323ca94dfd14

Observation 666604a3-1a53-4ca7-be14-15f22988202c · outbound

This paper cites Baker and Aaron Hawn.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Baker and Aaron Hawn

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.603710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.603710Z digest=sha256:4974a6944875447dee38d58866a6d2421f71b72d8761e29f5c2cff35fa054cc6

Observation 06b92d69-7966-4f87-aefe-6c2f5d45d2f0 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:53:00.567360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.608939Z digest=sha256:ecbc6a87d922e24710af5fcf029f1fc47ba8023059efac807cc551a4c2faafc1

Observation ea36753f-cf8f-4527-ba5b-4214d8e6ba1f · outbound

This paper cites AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic Bias

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.612733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.612733Z digest=sha256:c9b4e6a542539ffc84781a91f91217c626ea1ff62e34dbd9c2c473941ae5e90f

Observation 152e791f-efcc-42b9-9a24-2aa6c2251c85 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:53:00.555282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.617563Z digest=sha256:aef42cafb5b62c8becf9b99e6c1477aa59c68dd4ca607ae6a89372b2988cbb6e

Observation 61af4602-6006-42d2-ac30-39fc76e01018 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.623583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.623583Z digest=sha256:1d27a8430053e0e780729274f388d19b89f929d6a31530790ed9615ae55e6b01

Observation e9003cc0-d18b-4167-96d1-7b95e7a3610d · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-10T13:52:58.906071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.628599Z digest=sha256:79b63a966b061e4d29b0fbd43243d7cc9c5ea3fedfb40053c93c77590315e919

Observation 47819833-38bd-44b5-b15f-5953e79f2fac · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.634558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.634558Z digest=sha256:eb9230710c156869605d034438f25295dfa362b338f6cd27a282ae003ab64a62

Observation e8fd7c4e-0549-4ecf-b254-6307d2f02dc4 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.641345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.641345Z digest=sha256:c8b3b1c50e7ad1407c697e1e259dc2067480472b41f6a7963b143d344b6a9340

Observation 65fdcede-4580-4485-922e-329e3536d19e · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-10T13:53:00.541246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.648522Z digest=sha256:d2c6fc461666d124915b5370ea90fa7442bc27c58aae3522f820cadfaaf1ddab

Observation d05626f7-d767-499e-bb7a-93f357862aed · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 15

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T13:53:00.291989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.653692Z digest=sha256:bede13b86ac739fa6fc49cff5d98ef300b60ca16b9dd8263017bae5702ef591b

Observation acb3faeb-c5eb-4732-9735-d1efa842e507 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-10T13:52:58.868753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.660045Z digest=sha256:3486a2a07344b2a1b6dee7298808bbc400289439027a7093f9f1515e92a798f7

Observation 1937f2f3-e028-4430-9fd7-1a3b760e11f5 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 17

Resolution
malformed identifier
raw_fallback, observed 2026-08-10T13:53:00.224352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.664830Z digest=sha256:f33b7f5c1f65ab03faa8e32b20faef31e3e2c84e44f3ea76d244440eb783ecc0

Observation 52cf6643-8961-4c10-9a75-9a77ebb2a5f1 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.669719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.669719Z digest=sha256:17f104b9f28e3a7b7e80ebce3d45e4a4f17356b14afd4206810aedf772226104

Observation b7858f4f-e889-4cd9-9f5d-75a671d169e5 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.674558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.674558Z digest=sha256:5f9cec839f98722451df023f02db26356fe1520cb8a867c1e871ec8708d99e3e

Observation 675d0ce7-bb44-4d82-99d3-aaedd4cdb366 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 20

Resolution
verified exact
doi, observed 2026-08-10T13:52:58.855020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.678533Z digest=sha256:e2b667491060fe1a92a1149a27ca1c28649c137913d51113f76457298dcf7f82

Observation 481070b7-f0ce-4d97-a1b0-00b35e271abd · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.683308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.683308Z digest=sha256:2120315b1e2ce911df12bd09c40fb0033f3467dcc066a8d7b2b56ad380eab54e

Observation 13512c62-455e-427d-b450-ca4240e9f5e7 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.694512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.694512Z digest=sha256:fe20b2ba5f728d6102fa5614e346f66980a2e758161f637181b4e9b15dea49d2

Observation 0135199e-7f4d-40d6-85ce-3f598dc633e3 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 24

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T13:52:59.756128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.698986Z digest=sha256:be5f3fc2a6eef2537fafccc337dff2ce229d21ace4e97c23400ff0df6ab17767

Observation 8e4d8218-65dc-4b89-bf92-7c5b58eb803e · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.703596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.703596Z digest=sha256:af7e5685a22ffa96219c16625456f3d6aad96636d17f7bbab52a8104457004ac

Observation 7445c02d-ca50-4449-8f48-2d64206cb6b0 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.708462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.708462Z digest=sha256:a9fa5d8ab6ec6d7834fddb2c5f7903e90cf04998074889d7ec20a9bb19d8d842

Observation 78bb6ea9-74a6-46f0-84f8-9accc14eef5a · outbound

This paper cites White, Margaret Mitchell, Timnit Gebru, Ben Hutchinson, Jamila Smith-Loud, Daniel Theron, and Parker Barnes.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection White, Margaret Mitchell, Timnit Gebru, Ben Hutchinson, Jamila Smith-Loud, Daniel Theron, and Parker Barnes

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.718175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.718175Z digest=sha256:280d472f396c6256c512a1464f9e35ae4351173e6e76d24fc6e2f33ea7a8c97f

Observation 7d4e5d42-ba29-4b33-83e5-269f1ef42856 · outbound

This paper cites Aequitas: A Bias and Fairness Audit Toolkit.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Aequitas: A Bias and Fairness Audit Toolkit

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.724143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.724143Z digest=sha256:884115384f6d75a237382ff2fe20037ad1cd15d01b19b045d58e9cc8e992fb43

Observation 06908be1-8cb0-4d65-b8a4-ac0917520c67 · outbound

This paper cites Varshney.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Varshney

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.730407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.730407Z digest=sha256:c6df4fd7c01b8c22744cd156268077ac21ec35ac860203ff1ba15184378ddc01

Observation e4382fc3-fa51-4793-81a8-92e453cc1bc9 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.735298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.735298Z digest=sha256:e53cd9747e0aab5d3077c8e4a598d71ca792008ede6f96747bc895695a227112

Observation 3e380573-c56f-46d0-b113-95c12f25e599 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 32

Resolution
malformed identifier
no resolver link, observed 2026-08-10T13:52:58.740796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.740796Z digest=sha256:156c54f437c6b8c3564deff98735ff8a45d03e7060cc600a452606124d4d0862

Observation 1d52446c-5959-4d68-9c23-db6649dcb1ef · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 33

Resolution
verified exact
doi, observed 2026-08-10T13:52:58.805536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.746784Z digest=sha256:02c942026a07594ebc36481268053806eb070859f471f3a5118d9c0bf6e428dc

Observation 1a73fd43-a20d-4773-b786-175671cfa6d5 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 34

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T13:52:59.202881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-10T13:52:58.752189Z digest=sha256:4a6d37ca9fe362b0855b87d9940fd51c57597efe568b6bff821e549f11c901ad

Observation c6b0be01-74de-4695-a854-974398f8ad31 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.756403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.756403Z digest=sha256:d513bc13d43b33040d8c8f1ae886dde0ef94b5d0cdf74f12e7ad4139229fb233

Observation a75caa43-8500-4567-a152-ee1409e53dc5 · outbound

This paper cites an unresolved cited work.

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T13:52:58.760790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:52:58.760790Z digest=sha256:516c20707463f522c1e60ce5e3815da924c5b0fd25897a9d6f47de7758853ca7

Pith citing papers

No inbound Pith citation observations are available.