Paper Citation Record · LEDGER

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation

As of 7 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2607.28934.

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

pith.paper-citation-record.v1
2607.28934 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:02:01.705266Z

measured 35 of 35 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

35 of 35 outbound references displayed

verified exact6
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5c8b94f-cc52-4e8f-a6b4-be23137b6acb · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 1

Resolution: verified exact; doi, observed 2026-08-03T17:04:11.471549Z

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 dda3f5d7-6641-4ff9-b370-ad53116cd6e4 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:58.581212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aeb57386-9dd6-4eb4-8f92-dbe0326e667a · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:58.636424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7db9d624-0501-4460-a526-17b5cea53366 · outbound

This paper cites Griffiths.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Griffiths

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:58.731416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e9df0b7-55b1-44f1-9649-6b2cf11780ee · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:58.849525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81385885-fe1f-4c46-9c19-af33305ea3ba · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:58.936522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d561137d-c2fa-431a-b5a1-e269d6e5a0a4 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:59.096794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbe33987-4ba8-44d4-b3d1-e8d3aea86b8f · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:59.420273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5c5f660-2bb5-4e7a-9f88-c9653d295da4 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:59.535598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e780f17-a8a1-4824-94c0-8ed404252c9b · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:59.691799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa2a46bd-28a1-460b-b36c-c828536db066 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T17:01:59.815053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b477c4e-7109-45e6-9a86-72a304ab2d60 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-03T17:04:11.151448Z

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 7ef1c80e-2eef-4ed5-848e-5036309d5889 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.064815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85fa5f96-5b39-47f6-b363-8c04d251be87 · outbound

This paper cites Michael Gaddis.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Michael Gaddis

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.151858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c062655a-c7f2-49ee-a2a1-3b6f3a281586 · outbound

This paper cites Gaebler, Sharad Goel, Aziz Huq, and Prasanna Tambe.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Gaebler, Sharad Goel, Aziz Huq, and Prasanna Tambe

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.207753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f194cf4a-4e9c-47f9-87fb-e23a676a020e · outbound

This paper cites Gallegos, Ryan A.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Gallegos, Ryan A

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.272509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa7c2eb9-7ced-4dfc-b381-908fe952b05e · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 18

Resolution: verified exact; doi, observed 2026-08-03T17:04:10.698596Z

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 4cd25b5f-70d8-454c-bcba-6e789647f176 · outbound

This paper cites OLMo: Accelerating the Science of Language Models.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation OLMo: Accelerating the Science of Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.386289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6e9f39f-8a62-49fb-9597-f01172223533 · outbound

This paper cites BERTopic: Neural topic modeling with a class-based TF-IDF procedure.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation BERTopic: Neural topic modeling with a class-based TF-IDF procedure

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.490686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8e1e640-6073-4a71-9ddd-8c244bd82ab7 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.574293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bffb7b3a-920a-4b52-ad64-0a4497e2c7af · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.624080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fed8e62-4999-4443-a6c2-9bc3ab4583ca · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.692186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ee0379-2f47-49db-80ce-91ca02286ee1 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-03T17:04:10.332640Z

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 bb134813-4f89-450f-9c22-fbb5021cbf4f · outbound

This paper cites StereoSet: Measuring stereotypical bias in pretrained language models.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation StereoSet: Measuring stereotypical bias in pretrained language models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.813764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bd384b3-2bfc-4a56-898a-426a4397d627 · outbound

This paper cites Large Language Models Often Know When They Are Being Evaluated.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Large Language Models Often Know When They Are Being Evaluated

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.896094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e3875a2-abe7-498c-9c2a-31b5923ceac9 · outbound

This paper cites You Gotta be a Doctor , Lin.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation You Gotta be a Doctor , Lin

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:00.945643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d13cd4b1-a21f-4a93-8171-343b345ef824 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.004286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 099ae22b-bd0e-4f57-bb2a-6e78e15ef53f · outbound

This paper cites What's in a Name? Auditing Large Language Models for Race and Gender Bias.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation What's in a Name? Auditing Large Language Models for Race and Gender Bias

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.113176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86795a35-d91b-4065-b3cc-4021cb3f0c77 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.192096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3b99423-c869-4af8-9364-10978705cfab · outbound

This paper cites Evaluating and Mitigating Discrimination in Language Model Decisions.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Evaluating and Mitigating Discrimination in Language Model Decisions

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.308620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 278e5e9e-1c7f-4588-bf6d-8232eef05224 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.415884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e93fe01-f3a8-4b2b-8d80-7ae42bf4860f · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-08-03T17:04:09.844905Z

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 971000b1-58fa-43d7-a1d8-6a55975dae28 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.575436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95f785d8-28c5-4934-9ea0-155616746bd9 · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 35

Resolution: verified exact; doi, observed 2026-08-03T17:04:09.554930Z

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 5f0cc52b-7698-422b-8d50-b9af4587887a · outbound

This paper cites an unresolved cited work.

FairFund-Bench: Evaluating Distributive Bias in LLM Resource Allocation Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T17:02:01.705266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.