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Paper Citation Record · LEDGER

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models

As of 17 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 2 inbound Pith citation observations for arXiv:2504.16104.

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

pith.paper-citation-record.v1
2504.16104 v3

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:39:17.012796Z

measured 7 of 7 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T04:52:35.384665Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T04:54:16.759108Z

Reference resolution

5 of 5 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95d77c97-f8b0-4c2f-ab71-8eea14b5cd44 · outbound

This paper cites Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora.

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models Leveraging Large Language Models to Measure Gender Representation Bias in Gendered Language Corpora

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T12:39:16.997809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:39:16.997809Z digest=sha256:bd9a46427f74d10ea41fcb08b32c4e35a8f86412e8ffeb07685a42ddc92ed6a7

Observation e7c15f47-bd56-4d8c-8285-2dc746f3e626 · outbound

This paper cites A Systematic Study of Bias Amplification.

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models A Systematic Study of Bias Amplification

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T12:39:17.003085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:39:17.003085Z digest=sha256:b9474daf2b3b37168fb18e0fbf52766f37b1c606f56f7262e3d62fe69eb02403

Observation 5c43ee92-1233-4448-b09b-e4fab2d1faca · outbound

This paper cites InProceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Vol.

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models InProceedings of the AAAI/ACM Conference on AI, Ethics, and Society, Vol

Reference 4

Resolution
verified exact
raw_fallback, observed 2026-08-16T12:39:17.181647Z

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.

source=pdf_text observed=2026-08-16T12:39:17.007754Z digest=sha256:5f0fe30b81c45cf81fbbe1cb6dcd94419556a9bf8b7fe78ebbd4ac0fbae7dd28

Observation 424bd9da-08e3-4ec7-998e-df23b8164c5d · outbound

This paper cites Job 1” corresponds to male stereotyped jobs (“Stereotyped Choice.

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models Job 1” corresponds to male stereotyped jobs (“Stereotyped Choice

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T12:39:17.012796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:39:17.012796Z digest=sha256:cb4ceea581d9f83ef265e140689454cec5013b3417c21d1df6936c6a95047750

Observation d3f13fcf-32f2-4471-81b1-3dcba87cfb6c · outbound

This paper cites Cash and Robert N.

Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models Cash and Robert N

Reference 2024

Resolution
verified exact
raw_fallback, observed 2026-08-16T12:39:17.339343Z

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.

source=pdf_text observed=2026-08-16T12:39:16.992007Z digest=sha256:2f067780ff84cdb04b84bab43404ad12a1e8f9a3a11bb40ed0ba6835c7a92dfc

Pith citing papers

Observation 79ba723b-4b87-46b4-bd75-217153a3c2c0 · inbound

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering cites this paper.

Bias in the Loop: Auditing LLM-as-a-Judge for Software Engineering Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:32:00.310890Z

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.

source=pdf_text observed=2026-05-10T07:29:03.994957Z digest=sha256:d1fcc99910da68f86d5a33171cd880554ca7c341ba9add95e6bbb402b5beb39d

Observation d3336d0a-fe9a-4d39-831a-a25831535214 · inbound

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection cites this paper.

Words Speak Louder Than Code: Investigating Cognitive Heuristics in LLM-Based Code Vulnerability Detection Beauty and the Bias: Exploring the Impact of Attractiveness on Multimodal Large Language Models

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-06-30T04:54:16.760884Z

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.

source=pdf_text observed=2026-06-30T04:52:35.384665Z digest=sha256:ab57fbcc04bd4187a1d2ce00f0b5bec0e071504e53927e6f67cb7161081926cd