Paper Citation Record · LEDGER

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation

As of 23 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2412.16389.

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

pith.paper-citation-record.v1
2412.16389 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:40:08.046627Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T22:43:44.426254Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T19:26:00.024112Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy18
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54f1f12c-9aa9-46ed-89ec-5e7679064150 · outbound

This paper cites Fairness and Machine Learning: Limitations and Opportunities,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Fairness and Machine Learning: Limitations and Opportunities,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.732129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4fc6ed67-ae04-4188-861f-e9fb432c0a8b · outbound

This paper cites On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.919367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c09436d8-4891-48b1-91a7-d3fb4095d670 · outbound

This paper cites Fairness in Machine Learning: Lessons from Political Philosophy,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Fairness in Machine Learning: Lessons from Political Philosophy,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.716836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b209dad8-61fc-4339-8870-3b064cb2c002 · outbound

This paper cites On the Opportunities and Risks of Foundation Models,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation On the Opportunities and Risks of Foundation Models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.701568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 514611c6-1af4-4715-912a-31e6f1a5cd0a · outbound

This paper cites Scaling Laws for Neural Language Models.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Scaling Laws for Neural Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.935464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de963b99-3203-469b-8ffc-d9ea852f2095 · outbound

This paper cites Language Models are Few-Shot Learners.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Language Models are Few-Shot Learners

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.941281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad68c666-cd65-4173-8c61-c8ec364d5121 · outbound

This paper cites Datasheets for Datasets,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Datasheets for Datasets,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.946716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a13b6a73-9112-4326-918b-8a16c411b3da · outbound

This paper cites Gender Bias and Stereotypes in Large Language Models,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Gender Bias and Stereotypes in Large Language Models,

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-11T10:40:08.307999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c7708c64-7a28-4965-bc8d-134e48cd548e · outbound

This paper cites Model Cards for Model Reporting,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Model Cards for Model Reporting,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.955326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 260a4a83-c0b8-4713-b467-35dcc480bf21 · outbound

This paper cites Zero-Shot Text-to-Image Generation.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Zero-Shot Text-to-Image Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.960038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e030b725-bd2e-413b-8abf-5f6ac50f4974 · outbound

This paper cites Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T10:40:07.965492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3968330f-bd08-451c-924b-3b30ec88a42d · outbound

This paper cites The State of AI in 2023: Generative AI’s Breakout Year,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation The State of AI in 2023: Generative AI’s Breakout Year,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.686220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f8e9aaa7-68c2-40f8-928d-274fb2b9f2f5 · outbound

This paper cites The State of AI in Early 2024: Gen AI Adoption Spikes and Starts to Generate Value,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation The State of AI in Early 2024: Gen AI Adoption Spikes and Starts to Generate Value,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.657576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 34034d6e-2a5e-471c-bfeb-dbf654578823 · outbound

This paper cites The Top Trends in Tech 2024,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation The Top Trends in Tech 2024,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.644074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4adc25a4-c562-4bcf-97b4-79513c5b69d9 · outbound

This paper cites The Jobs Most Likely to Be Lost and Created Because of AI,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation The Jobs Most Likely to Be Lost and Created Because of AI,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.629026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3e6a2636-2bbe-416e-9a07-a259f7e66370 · outbound

This paper cites How Might Generative AI Change Creative Jobs?,.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation How Might Generative AI Change Creative Jobs?,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.615554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e076bcc4-138f-46ff-9531-0d1f74c58b9a · outbound

This paper cites These models are capable of creating content that mimics human creativity.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation These models are capable of creating content that mimics human creativity

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.599748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4989efba-c0a5-4136-82b3-d7e102ab61cb · outbound

This paper cites It is capable of generating high-quality text content for a variety of tasks and is the model behind ChatGPT, which is used in interactive AI applications.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation It is capable of generating high-quality text content for a variety of tasks and is the model behind ChatGPT, which is used in interactive AI applications

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.579160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 118d8e81-beba-4113-b516-f3335cb93a05 · outbound

This paper cites It uses a transformer-based architecture similar to GPT models, but with a focus on visual content.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation It uses a transformer-based architecture similar to GPT models, but with a focus on visual content

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.564053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7e329497-8655-4d5b-b301-9771caf5dd6d · outbound

This paper cites Neural networks consist of layers of interconnected nodes (neurons), each performing a mathematical operation to process input data and pass it through the network.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Neural networks consist of layers of interconnected nodes (neurons), each performing a mathematical operation to process input data and pass it through the network

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.548819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a557cf84-b838-4e3e-be6b-c33380e7aca2 · outbound

This paper cites This architecture is widely used in NLP tasks (e.g., GPT models) and has proven effective for both text and image generation tasks.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation This architecture is widely used in NLP tasks (e.g., GPT models) and has proven effective for both text and image generation tasks

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.531428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3f41b8f5-9d6a-4354-94d8-c974542bfa65 · outbound

This paper cites It is commonly used in text analysis and machine learning to 23 determine the similarity between documents or text sequences based on their vector representations.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation It is commonly used in text analysis and machine learning to 23 determine the similarity between documents or text sequences based on their vector representations

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.514352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c845e789-5681-49e9-a2c4-535729f9ceb3 · outbound

This paper cites an unresolved cited work.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:40:08.495616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7b15d802-7fd2-469b-98e0-e6b3d2414005 · outbound

This paper cites • DALL-E 3 (via ChatGPT) was used for generating visual content to be analyzed in the experiments.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation • DALL-E 3 (via ChatGPT) was used for generating visual content to be analyzed in the experiments

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.480161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 55235654-9369-45ec-8a82-7afd4d9d31a3 · outbound

This paper cites The building should have gold details around the entrance, showcasing its cultural significance.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation The building should have gold details around the entrance, showcasing its cultural significance

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.460699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bc875a1d-f40f-4c8b-ba8c-95cc1f2a2598 · outbound

This paper cites • I verified the correctness and appropriateness of all generated outputs and take full responsibility for their use in this work.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation • I verified the correctness and appropriateness of all generated outputs and take full responsibility for their use in this work

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.440356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5952f109-8978-4449-866c-1ab0e7883d6b · outbound

This paper cites URL: https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in- 2023-generative-ais-breakout-year.

Ethics and Technical Aspects of Generative AI Models in Digital Content Creation URL: https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai-in- 2023-generative-ais-breakout-year

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:40:08.672452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation 697890f8-3d70-4f72-83e0-7194cd92f5d4 · inbound

A Persona-Based Evaluation Framework for Pluralistic Alignment in Generative AI cites this paper.

A Persona-Based Evaluation Framework for Pluralistic Alignment in Generative AI Ethics and Technical Aspects of Generative AI Models in Digital Content Creation

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:26:00.026057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.