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Paper Citation Record · LEDGER

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2506.15568.

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

pith.paper-citation-record.v1
2506.15568 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:00:02.260161Z

measured 59 of 59 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

59 of 59 outbound references displayed

  • verified exact2
  • verified fuzzy1
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation be9717c9-839c-4ae5-8512-75d6f1dcd9a6 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:56.379125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:56.379125Z digest=sha256:543c8a7558dd86236c5afcdafe3e3e9f5bebcfa1f007fda505d03c7437a5bd36

Observation 52133d6a-8a74-4fcc-9a06-84f6abdad478 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Yi: Open Foundation Models by 01.AI

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:56.453372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:56.453372Z digest=sha256:46b7f0d13c1404f9412b8fac16753b5729b8a4c9542db6c0d2113e0f5775b3a5

Observation b7941b5c-d98c-401b-9b27-da7b9c856b0d · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:07.609315Z

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=2026-08-06T23:59:56.458130Z digest=sha256:655d0c3aa61870e1c361b0423f96bcf83c0f532980135b0fda320b21f65fdaea

Observation 8f0dd50f-9097-4245-9b7b-ea387f5b19d6 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:07.364735Z

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=2026-08-06T23:59:56.480421Z digest=sha256:ec5e977cbfd264767f7785b739db6a425311f4d36a2e591c3e73c082c944c166

Observation de725d07-9495-43f9-9d15-3204a541d46c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:56.602508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:56.602508Z digest=sha256:6a44433f2901bbc5479a47d731ce39d4f311a9edef1f26b5b3a1636b71ff740f

Observation 20d5989b-eb59-4e8a-91ca-769f710900c6 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:07.104822Z

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=2026-08-06T23:59:56.775348Z digest=sha256:e6caaf8cac924d9712d8ed42a201b96eddc8d57b1aff1fb76c4881c0ab74495c

Observation dd2dfb7c-7ae0-49ea-a4a8-447218c4a30c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 7

Resolution
verified exact
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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=2026-08-06T23:59:56.850092Z digest=sha256:6ecd1b4653d13b4b37a2a3737ffb740e53501c14778fe4e0e23d88a96bfedb00

Observation c79eff67-81f8-4deb-8af9-ab68d9b9d5fb · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:56.937134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:56.937134Z digest=sha256:47903e2e238868a7c0519f2ed220f1f43da0eed0d9a269828ca7903505dc7557

Observation cf713317-214e-4769-a098-1b0e3b09dc5f · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:06.901234Z

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=2026-08-06T23:59:57.105147Z digest=sha256:0ef61e03bf31593000c0c4e0b4ce62423e7f99e36471832a1e46104f6a9389fb

Observation 1465f844-3dae-4aa8-8b16-b7bbb8facc7a · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.199280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:57.199280Z digest=sha256:da18d0566dc5f4ecd1c6ae4033217212272dd1243b0a48e212e68b032d677b46

Observation f842d860-e046-488a-a7fe-e01eb6bac30c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:06.632177Z

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=2026-08-06T23:59:57.317325Z digest=sha256:19744dd521a2e839242f4c9fc82131efd3b67486d9243da19c44e193ef487c65

Observation 19b3f83d-7189-48e9-8f35-7576863a21e3 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Training Verifiers to Solve Math Word Problems

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.399909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:57.399909Z digest=sha256:7c8c93ce2641d8adfdf80a1d08544a9e43d445d7704814099dfb930514b8e45e

Observation 5cbfed0b-6ceb-4113-b170-37598b70185e · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:06.409274Z

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=2026-08-06T23:59:57.465307Z digest=sha256:f292ee6a8656a0e3264761a6e4a01e0e5e923061eaba3f11c1a9b43668704497

Observation f0b8795e-d93d-4b3d-b826-ccd84e912d8a · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:06.034754Z

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=2026-08-06T23:59:57.566537Z digest=sha256:04a7004be706b605d18073c9fbac6a3448b820aed54d397f03dea1c4f9f210d4

Observation a25d7c0e-7467-48d4-b2b9-01c486026692 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.654777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:57.654777Z digest=sha256:56401a78c1c8c192e49a8f5f21419fe782e24c43b3710dcd060d48c652139bf2

Observation d856a087-3f04-448a-bd77-b0800510edd3 · outbound

This paper cites DeepSeek-V3 Technical Report.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models DeepSeek-V3 Technical Report

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.753558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d7cedcc2-6cc4-4fd2-8148-b9b79dc1722a · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.846581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:57.846581Z digest=sha256:aaba8530c60c58ccef15ec3cbd172c21f3b9dbbcd6b5171d79046be9179d5103

Observation 206d3259-edb5-440b-9ab5-baaa7e029153 · outbound

This paper cites o rklund, and Henrik Bj\.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models o rklund, and Henrik Bj\

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:57.973308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:57.973308Z digest=sha256:17a80cb191409bfb71e5e32308156119e62012233b26c09e9423526d7f4ed653

Observation a9e3678b-4cdf-472a-9609-8dc179339c84 · outbound

This paper cites Disclosure and Mitigation of Gender Bias in LLMs.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Disclosure and Mitigation of Gender Bias in LLMs

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.058321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.058321Z digest=sha256:68e754b721318a567db74b0a9719124cb031c69b34002366dfbc5f6274c28f5d

Observation 277e7893-0254-47f9-9ee0-c299d2ede2ce · outbound

This paper cites The Llama 3 Herd of Models.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models The Llama 3 Herd of Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.148399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.148399Z digest=sha256:98cf9d678bbb55e7465eefbc169da38340dfd60d191a2754be9ef2485abe63b9

Observation bb8f1fe4-f912-4c98-9f97-7554b2562d9d · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.210620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.210620Z digest=sha256:ae36882da9f78ed99811499b5ac8b115e5d7c2274e37ad809aaf7f5391be9581

Observation 3729a1de-12ae-45ec-8988-e28b3621fc8d · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.320895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.320895Z digest=sha256:4c5ff6ac545afa492d939fdcd281f6c5490e21c9b3c1eadd53eb829e21274e50

Observation 1607b1bb-0ecb-402b-93d6-7732ad87745d · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Gemma 2: Improving Open Language Models at a Practical Size

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.494749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.494749Z digest=sha256:9e57b7b458cf2ac2a3470089f925693413f9f36e7ce0319223a450c7be79d73c

Observation 8b222799-b364-4f02-870e-5eb566c1ce8c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:05.766522Z

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.

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Observation f23f0815-0f52-4347-a654-7a2f7bc52a7b · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:05.584752Z

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=2026-08-06T23:59:58.681442Z digest=sha256:ba373699f7b96009d2471dea2ce610ce8ffbb0b664badd8523b835f4b3472b53

Observation d89ef086-56db-4e99-a52c-d0a6e9d13309 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.826562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fbd015ee-d749-4e12-acc2-5a7dfeaaba09 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:58.888089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:58.888089Z digest=sha256:ca41f25422460e93dc23469e8c25fb3e6f0d108be0b379cdc7bfaf3c26480402

Observation a4b46e6e-cda5-4102-88f8-2a94cea31c23 · outbound

This paper cites Hutto and Eric Gilbert.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Hutto and Eric Gilbert

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:59.024822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:59.024822Z digest=sha256:5d0efb00a6435953f986aa4a74b8306251f731311927894600c9d778c1bbfd3e

Observation c4b7809f-2318-42fc-ac20-35d9fa25d4b9 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:59.158467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:59.158467Z digest=sha256:3186c9c2202667deffa1ac0279a7bba7d414a9c106677159ac4cd6b1b955309e

Observation 8084881a-7f12-4908-bff8-77b23de4ee83 · outbound

This paper cites Mistral 7B.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Mistral 7B

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:59.300757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:59.300757Z digest=sha256:83371165599b9926325aee7679293576c73f13f173f5e3b25120f6351c67c77f

Observation d1289fb2-e422-4432-aad0-865954b8c1ad · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:05.285457Z

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=2026-08-06T23:59:59.380858Z digest=sha256:23d2a119a4a4ef570c3e93e6538945f4d6c70ce97542c75231537dabfe660354

Observation 6e34b1a6-f01d-4394-8c4d-bdf14addf536 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:05.079372Z

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=2026-08-06T23:59:59.449184Z digest=sha256:032b47c65c6704f5799049094f7988999b78151611ad0235cd0bae9bbdb750b2

Observation 3d7c8d04-2a95-4629-807a-841b839c5df1 · outbound

This paper cites Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Causally Testing Gender Bias in LLMs: A Case Study on Occupational Bias

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:00:03.168086Z

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=2026-08-06T23:59:59.561015Z digest=sha256:110e48224b4d3e0c786fb8235f5dd8bee93de74610ae23d726d857f6be9fc95e

Observation d66f0dae-0852-486e-956b-8a1db74c330c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:04.815973Z

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=2026-08-06T23:59:59.628522Z digest=sha256:2f9061fe2fb4b9d1426d0968f8bc0231344287d7030bd5c816f02017cbac4d4f

Observation 62b87ba3-d783-4e0b-97db-e2f58ce6fc35 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:59.693139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:59.693139Z digest=sha256:9f60c57ec602c5aa290cd04c82e7409968d00e4a8ea56fa03b661404649982d9

Observation d2150850-aad4-4d11-807c-e968f953e82c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T23:59:59.749564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T23:59:59.749564Z digest=sha256:27d81c4b8042d6cad5270d18c7eeadabb6be7f5e258ebdee16ebb6a81426680e

Observation 8a395606-0efe-44ec-894a-87e762554d92 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:04.634467Z

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=2026-08-06T23:59:59.807455Z digest=sha256:54efb1087539a4d32ac74794856078e155bac30d2a59c43f1c739f4ebb76e32e

Observation 2f106e0b-bc3c-47ad-9dc1-71fd422c4f9e · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:04.447305Z

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=2026-08-06T23:59:59.898696Z digest=sha256:581b799dda8379784ec3fd5563a27041d472aee01d21b70581c88e6cd127e918

Observation cab0944b-3837-4249-aac1-27bd5962f3e9 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:04.238710Z

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=2026-08-06T23:59:59.966783Z digest=sha256:3da24d91583e234262c49f9a57b3b2425bd4dc15ef0a327d0361d6398b5bf293

Observation aa7f52f0-fa6e-46b0-ae7d-d82d5abee131 · outbound

This paper cites GPT-4 Technical Report.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models GPT-4 Technical Report

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.082576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.082576Z digest=sha256:3c0404b1c9957c74bc1267c0d966ad25c5757a9153711f543c668373ebf5f2be

Observation e3b57157-db4b-4638-8cfa-60f3354e3125 · outbound

This paper cites i’m fully who i am.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models i’m fully who i am

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.190070Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.190070Z digest=sha256:b451b0ba553ac4826a29fd9a1b7980d2f3bd78d67e173f3ae7a3184547ccd819

Observation 54cabbf0-2f19-41e6-91c8-3e03020bc269 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:04.054552Z

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=2026-08-07T00:00:00.265207Z digest=sha256:d9768a23fd92a70586873aa4fec517280b6376230339757535a9597c33b877bc

Observation 191a7249-34dd-4ae4-8bbf-256b3e23f9c4 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.394025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.394025Z digest=sha256:5a2d994f96b2b3e13ec66ba613910a224eb82165b161418d43f556b15f19b3e4

Observation fe2e0a61-8f67-4708-a65e-9ac59cc23592 · outbound

This paper cites Smith, and Luke Zettlemoyer.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Smith, and Luke Zettlemoyer

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.514752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.514752Z digest=sha256:519cda6f74ba5f75cd3f73b1d6042231c7fec8cb233c0abc0b7b98f7960417ff

Observation 9d96cdfc-4aec-4713-8e60-5e703a1b793a · outbound

This paper cites A Survey on Gender Bias in Natural Language Processing.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models A Survey on Gender Bias in Natural Language Processing

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.624141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.624141Z digest=sha256:5c3da1b093599360cfb464f8faa078dfa6e8a649759b8a2123e6da9fcb147c0a

Observation ec3d36b0-8b27-47ba-8267-cae7edbf335c · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.710460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.710460Z digest=sha256:239b3a3ae91ee5b05e2d80f1cac0ec28713a09290d4c9707342a1697879e43f8

Observation 3eaf8e53-b087-441a-8dc0-7bca50c7a704 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.840966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.840966Z digest=sha256:ce865ad9fa20211b40ee6900499f3933cfb43cfcc202c600179ba97fa30c51c7

Observation ad63aea0-841e-43ac-ab3e-00befd3a7a06 · outbound

This paper cites Gemma 3 Technical Report.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Gemma 3 Technical Report

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:00.902758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:00.902758Z digest=sha256:3ebdd18813066cc0926f1633d76a99f9211086ed32617e2daa7be3fb916c687e

Observation 92aeec5b-0224-43f7-a7e6-dc617c07646b · outbound

This paper cites McKee, Jackie Kay, and Shakir Mohamed.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models McKee, Jackie Kay, and Shakir Mohamed

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.078219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.078219Z digest=sha256:df831e9a121991ae9a310c9eaa4f686661f293363fa342827a6de43f36dd8bf4

Observation 7dcaab48-7eae-4aae-8fc9-2df4cfa301e3 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.214229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.214229Z digest=sha256:916bb3f65653bcac0230d0951c1a25f388c8ef3fceeeed6d4e09f92e89876428

Observation 9f864366-60c8-40c5-ba05-112b6282f375 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:00:03.883698Z

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=2026-08-07T00:00:01.301171Z digest=sha256:24ca8ee2dbd7a66e4159cff23a0a6c40bd18cda468d1780a6de5ff46b63f9b08

Observation 55d56c35-75fa-4b28-8a55-8a2372c3c343 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.387428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.387428Z digest=sha256:f1a5c4a36e98366129d285dba66030444459f3245ae4ba2f32c241ab7831c746

Observation fc0e3af3-7c7f-4b82-9b9c-decd66afe027 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.506656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.506656Z digest=sha256:da249d3fdce8b7529e1f91fcb56e63077c01b28aa92a92f81579e0517228df9a

Observation d74f97cd-a04d-4ee2-9952-00d8e06e9934 · outbound

This paper cites Qwen3 Technical Report.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Qwen3 Technical Report

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.666418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.666418Z digest=sha256:c4d05fa3bbb2a83c2167657f0c108da81706375f5d415437da332dfdf0bc127b

Observation 27eab762-bb83-4a56-bd27-c27eb9abb175 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.797011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.797011Z digest=sha256:fe0d70a5f8460b4a9d1aa94801d5f9ca1fb6c0b12ac50788bc88a476c62ab985

Observation 015c203d-7445-444c-b4b7-f5bb7e5cfa74 · outbound

This paper cites an unresolved cited work.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:01.894190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:01.894190Z digest=sha256:ecfe2b64f34172debaa2d251998f5ce05a67a59062f7f4a6a416319748b7f025

Observation f14c790f-7337-4b31-a7cc-999a7d4daac7 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models Xing, Hao Zhang, Joseph E

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:00:03.694154Z

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=2026-08-07T00:00:02.053309Z digest=sha256:92ed46113389fe3c81b24a1c1bff44617038deefc90e92d21dc7d7c7d2f6a5d7

Observation 2d0ca107-b4cb-4c19-81a7-f681daabeccc · outbound

This paper cites online" 'onlinestring :=.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models online" 'onlinestring :=

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:02.152943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:02.152943Z digest=sha256:20d487a1e102e556d462a4b013223e628d3bff106893680a2a82078cd8740632

Observation 23a8a6ef-20b1-4b85-ac41-bd0b7c692e64 · outbound

This paper cites write newline.

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models write newline

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-07T00:00:02.260161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T00:00:02.260161Z digest=sha256:4ac999b83ac560d05a9ed6cb1de9479d172a3e463ceaece5b2743536d45e5ae8

Pith citing papers

No inbound Pith citation observations are available.