Paper Citation Record · LEDGER

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2504.20340.

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

pith.paper-citation-record.v1
2504.20340 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:35:46.303166Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

33 of 33 outbound references displayed

verified exact1
verified fuzzy27
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0748451b-7123-4001-b0d6-bb2bea462f62 · outbound

This paper cites Improv- ing image generation with better captions.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Improv- ing image generation with better captions

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T05:35:46.193810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95b7e0c7-d177-4690-bea9-3a851296f9bb · outbound

This paper cites A cognitive process theory of writ- ing.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks A cognitive process theory of writ- ing

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.607521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2bfc6bc5-00a0-4d5c-a900-4d2587e05f2d · outbound

This paper cites Gen- erative adversarial networks.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Gen- erative adversarial networks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.588867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 91411084-ab7c-474c-bde2-3a22b2db1d52 · outbound

This paper cites Genassist: Making image generation accessible.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Genassist: Making image generation accessible

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.578664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 93548eef-ca79-4a2d-859d-cb0b0d3e7ed1 · outbound

This paper cites Human image generation: A comprehensive survey.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Human image generation: A comprehensive survey

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.568814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9fa83fdd-bb87-40bd-befc-76b632c5aac9 · outbound

This paper cites A guide- line of selecting and reporting intraclass correlation co- efficients for reliability research.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks A guide- line of selecting and reporting intraclass correlation co- efficients for reliability research

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.557891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1590bad6-7289-4fc2-8c96-5dad11355e6a · outbound

This paper cites Iterative prompt learning for unsupervised backlit image enhance- ment.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Iterative prompt learning for unsupervised backlit image enhance- ment

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.536883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 94070b24-2d3d-435f-924b-519fa2ca4cd2 · outbound

This paper cites A Word is Worth a Thousand Pictures: Prompts as AI Design Material.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks A Word is Worth a Thousand Pictures: Prompts as AI Design Material

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T05:35:46.238181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd7fb9a-5c86-40ec-b867-870faba715ae · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Self-refine: Iterative refinement with self-feedback

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.525418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d7deb79e-dd76-4341-8938-b3e46b77971a · outbound

This paper cites Improving Text-to-Image Consistency via Automatic Prompt Optimization.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Improving Text-to-Image Consistency via Automatic Prompt Optimization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T05:35:46.247418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6375ec61-a148-47b5-96c3-674e9a7ec8e9 · outbound

This paper cites Generative ai has a visual plagiarism problem, May.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Generative ai has a visual plagiarism problem, May

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.515533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 55a17dbd-a9ef-4560-84d9-567dd370e74d · outbound

This paper cites Midjourney Model Ver- sions.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Midjourney Model Ver- sions

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.503595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8508e077-fc76-4384-9eb8-14062e111163 · outbound

This paper cites The consequence of ignoring a level of nesting in multilevel analysis.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks The consequence of ignoring a level of nesting in multilevel analysis

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.492834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e02d81bf-3244-4c32-829b-82dec8495768 · outbound

This paper cites Generative AI: the risks and the unknowns — oecd.ai.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Generative AI: the risks and the unknowns — oecd.ai

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.482825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 05a685ca-2ef7-4c1b-8db6-9598e3db91f9 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks High-resolution image synthesis with latent diffusion models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.452453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 10a44063-820a-4b33-a9b4-44150e5fea38 · outbound

This paper cites Image super-resolution via iterative refinement.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Image super-resolution via iterative refinement

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.441859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ade67979-f7e7-4d55-bd31-e891cc76be98 · outbound

This paper cites A perceptually based comparison of image similarity met- rics.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks A perceptually based comparison of image similarity met- rics

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.432373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d93c079f-6380-475a-a6b7-8999449cf30e · outbound

This paper cites Promptly Yours? A Human Subject Study on Prompt Inference in AI-Generated Art.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Promptly Yours? A Human Subject Study on Prompt Inference in AI-Generated Art

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:35:46.339034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 52041141-f1f4-4dad-a940-ff96028dd25c · outbound

This paper cites Exploring clip for assessing the look and feel of images.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Exploring clip for assessing the look and feel of images

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.412345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7a9a2ce2-b94f-4f25-9611-ccbaa8c46679 · outbound

This paper cites Capability-aware prompt refor- mulation learning for text-to-image generation.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Capability-aware prompt refor- mulation learning for text-to-image generation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.403361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b6210220-5bfb-46e8-a077-d3c26776ac03 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks The unreasonable effectiveness of deep features as a perceptual metric

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.393571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5f770326-8bbb-4013-8ed0-336c7e4acbab · outbound

This paper cites Computer Science.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Computer Science

Reference 33

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T05:35:46.374979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3ea2b718-2c39-4eeb-9980-bfa14dcbe631 · outbound

This paper cites Shift-tolerant perceptual similarity metric.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Shift-tolerant perceptual similarity metric

Reference 1981

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.598398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e885b328-1091-4d87-a52f-08af2ec12462 · outbound

This paper cites Prompt Refinement or Fine-tuning? Best Practices for using LLMs in Computational Social Science Tasks.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Prompt Refinement or Fine-tuning? Best Practices for using LLMs in Computational Social Science Tasks

Reference 2004

Resolution: unresolved; no resolver link, observed 2026-08-16T05:35:46.260925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 807697bf-762c-412b-b376-df9f72590b10 · outbound

This paper cites Exploring the im- pact of ai-generated image tools on professional and non- professional users in the art and design fields.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Exploring the im- pact of ai-generated image tools on professional and non- professional users in the art and design fields

Reference 2011

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.422424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 988e6003-73ef-476e-b89b-8482e0770aca · outbound

This paper cites Looks like it.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Looks like it

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.547310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6c86fdce-4bca-4f33-b8eb-08eb2a3b0c9f · outbound

This paper cites Con- trolled.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Con- trolled

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.384499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c282ce69-b72a-41f0-aa99-f1e8b818c3d0 · outbound

This paper cites Read, revise, repeat: A system demonstration for human-in-the-loop iterative text revision.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Read, revise, repeat: A system demonstration for human-in-the-loop iterative text revision

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.625173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3b536708-3efe-458f-a43f-c2bac2404148 · outbound

This paper cites Prompting ai art: An investigation into the creative skill of prompt engineering.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Prompting ai art: An investigation into the creative skill of prompt engineering

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.462204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7304cff0-b614-42d6-bb04-b2478c312c16 · outbound

This paper cites Stable diffusion 3: re- search paper–stability ai.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Stable diffusion 3: re- search paper–stability ai

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.615971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d579c047-9205-4c12-b7fa-df94310a0af2 · outbound

This paper cites Imagehash.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks Imagehash

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.643230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5510a140-cd23-4f43-93d8-88530258ab8d · outbound

This paper cites [Chan and Murphy, 2020] Cherice Chan and Dillon Murphy.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks [Chan and Murphy, 2020] Cherice Chan and Dillon Murphy

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.634045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 408413e7-b7a6-48a1-88da-7272e38a104c · outbound

This paper cites https: //openai.com/research/clip,.

A Picture is Worth a Thousand Prompts? Efficacy of Iterative Human-Driven Prompt Refinement in Image Regeneration Tasks https: //openai.com/research/clip,

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:35:46.472399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.