Paper Citation Record · LEDGER

Gender Bias in Text-to-Video Generation Models: A case study of Sora

As of 17 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 1 inbound Pith citation observation for arXiv:2501.01987.

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

pith.paper-citation-record.v1
2501.01987 v2

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:04:10.995816Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:17:45.856922Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-10T17:17:46.010405Z

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy13
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b572f002-2f69-4a03-b9ae-2d6e145f412b · outbound

This paper cites The advent of AI-generated content (AIGC) has spurred extensive scholarly research and revolutionized industries such as content generati on [3,4], medical imaging [5,6], etc.

Gender Bias in Text-to-Video Generation Models: A case study of Sora The advent of AI-generated content (AIGC) has spurred extensive scholarly research and revolutionized industries such as content generati on [3,4], medical imaging [5,6], etc

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.284247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 56cecd65-a3e2-4ee1-9d77-a2caab5616e6 · outbound

This paper cites A doctor working.

Gender Bias in Text-to-Video Generation Models: A case study of Sora A doctor working

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.270243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 762abec3-f67d-447f-8ca8-3d7605d060cb · outbound

This paper cites Attractive.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Attractive

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.257543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f5fc84b3-fb9f-4030-bb6b-865500ecef51 · outbound

This paper cites A male nurse.

Gender Bias in Text-to-Video Generation Models: A case study of Sora A male nurse

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.244384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b8737939-651e-4303-8e65-5b4d1ce9b58e · outbound

This paper cites First, the analysis is restricted to a single model, Sora, which limits the ability to draw broader conclusions about text-to-video generation models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora First, the analysis is restricted to a single model, Sora, which limits the ability to draw broader conclusions about text-to-video generation models

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.230859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4ee1dc37-b51c-44fa-be0a-944d5d43dfdd · outbound

This paper cites The findings reveal significant biases that align with traditional gender stereotypes, with females being predominantly associated with traits such as attractiveness and frailty.

Gender Bias in Text-to-Video Generation Models: A case study of Sora The findings reveal significant biases that align with traditional gender stereotypes, with females being predominantly associated with traits such as attractiveness and frailty

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.216602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e2977594-ceca-4029-8d2d-073bcf48ff94 · outbound

This paper cites A Survey on Multimodal Large Language Models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora A Survey on Multimodal Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.937930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df9aba7b-e4db-4e50-85f4-b30b3d719329 · outbound

This paper cites Text2video -zero: Text-to-image diffusion models are zero-shot video generators.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Text2video -zero: Text-to-image diffusion models are zero-shot video generators

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.202143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cc654cfd-051c-4ccb-b530-4c103691bd5f · outbound

This paper cites Llm based generation of item -description for recommendation system.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Llm based generation of item -description for recommendation system

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.189064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb4807f5-5f73-4e28-b313-395b5a4e4b3b · outbound

This paper cites The Current State of Artificial Intelligence and Its Intersection With Radiology.

Gender Bias in Text-to-Video Generation Models: A case study of Sora The Current State of Artificial Intelligence and Its Intersection With Radiology

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.178207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 107ce420-89b0-4b22-af0e-c3f5f6bbe9a6 · outbound

This paper cites Generatect: Text -conditional generation of 3d chest ct volumes.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Generatect: Text -conditional generation of 3d chest ct volumes

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.166544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5c683714-f37a-441d-a061-bfa0f33146a5 · outbound

This paper cites A survey on video diffusion models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora A survey on video diffusion models

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.153403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 562e6163-6030-4993-a948-311dd7db8fd4 · outbound

This paper cites Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.962917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b623cd-28d3-4563-b20a-3dd5b5a1e6ce · outbound

This paper cites and Zou, J., 2021, July.

Gender Bias in Text-to-Video Generation Models: A case study of Sora and Zou, J., 2021, July

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.966256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0726dc80-01dc-4606-811c-a626c66b0c6b · outbound

This paper cites and Abdul -Mageed, M., 2024, August.

Gender Bias in Text-to-Video Generation Models: A case study of Sora and Abdul -Mageed, M., 2024, August

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.131482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0bfe2b82-45d4-4c55-86bd-a634b6d16946 · outbound

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

Gender Bias in Text-to-Video Generation Models: A case study of Sora StereoSet: Measuring stereotypical bias in pretrained language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.974273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da88c4b-a747-415a-9c1b-2f5006ee1d46 · outbound

This paper cites and Bansal, M., 2023.

Gender Bias in Text-to-Video Generation Models: A case study of Sora and Bansal, M., 2023

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.979204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41c3d99e-1831-41eb-b39b-58ce3c85fc7d · outbound

This paper cites and Ghassemi, M., 2024, October.

Gender Bias in Text-to-Video Generation Models: A case study of Sora and Ghassemi, M., 2024, October

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:04:11.110070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0d7e1575-826d-4bb5-957f-1cce3ce44097 · outbound

This paper cites Analyzing Quality, Bias, and Performance in Text-to-Image Generative Models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Analyzing Quality, Bias, and Performance in Text-to-Image Generative Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.986560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51907404-bdd5-4117-a5d4-ce825c91914c · outbound

This paper cites Survey of Social Bias in Vision-Language Models.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Survey of Social Bias in Vision-Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.990910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac63005-f9c0-41cd-8f04-9644c67d6bf3 · outbound

This paper cites Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation.

Gender Bias in Text-to-Video Generation Models: A case study of Sora Negation Blindness in Large Language Models: Unveiling the NO Syndrome in Image Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T23:04:10.995816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a03dadeb-5c27-47c0-930e-c108b4bc33e6 · inbound

Owls are wise and foxes are unfaithful: Uncovering animal stereotypes in vision-language models cites this paper.

Owls are wise and foxes are unfaithful: Uncovering animal stereotypes in vision-language models Gender Bias in Text-to-Video Generation Models: A case study of Sora

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T17:17:46.015495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.