Pith. sign in

Paper Citation Record · LEDGER

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters

As of 5 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2605.22645.

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

pith.paper-citation-record.v1
2605.22645 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T09:01:30.275840Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T16:58:43.411605Z

Reference resolution

32 of 32 outbound references displayed

  • verified exact1
  • verified fuzzy18
  • unresolved9
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bbd42ee0-5471-4e90-a373-bfbb1750b17f · outbound

This paper cites Gu, J., Han, Z., Chen, S., Beirami, A., He, B., Zhang, G., Liao, R., Qin, Y ., Tresp, V ., and Torr, P.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Gu, J., Han, Z., Chen, S., Beirami, A., He, B., Zhang, G., Liao, R., Qin, Y ., Tresp, V ., and Torr, P

Reference 1

Resolution
verified exact
doi, observed 2026-05-22T05:41:07.022176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:779a2f3652ae057c985b7509f2dbcc2fa9189fe8d8d96b27b3c9db59d749dc0f

Observation 4a6bbc9f-5338-4ead-b0d3-81a5281407fe · outbound

This paper cites The Prompt Report: A Systematic Survey of Prompt Engineering Techniques.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters The Prompt Report: A Systematic Survey of Prompt Engineering Techniques

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-05-22T05:41:07.029655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-11T11:50:26.030339Z digest=sha256:e1454f65871448639fa96af729f9faceaf8a423562a4769e0712b86c84a1c976

Observation 67c05ed8-3dd4-43f8-a68b-ed662e6aef74 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.436016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:3f3ec0236a7fb17f5a8d992306d8c3023b0a61e27b9bd77be3f962643ac5d251

Observation 1e90b79f-24fa-4d12-bb65-5a05d3ac37d4 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.341108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:d434eede3ed6f4040af559168808109b66b4de85529e42be3fbb6cdef3122f9b

Observation 410d8fbf-35ef-44c0-ad12-6a3ec92e0d8b · outbound

This paper cites keep the composition but change the mood.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters keep the composition but change the mood

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-05-22T05:56:09.427786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:f3d8982c3d4609f0dabfc5f48ba5e88fdc12aa12f2eac46c795ab60bc4a47efb

Observation ff165984-e395-43c7-adf4-c213c399efc7 · outbound

This paper cites Impossible to execute reliably.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Impossible to execute reliably

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.407539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:7128bfe6925a0861d3eab39d9e448311aae3e9d7fb57c0d915755f3bf116aac4

Observation 3fe6397a-9e93-4bff-b16f-c9f6f9abf140 · outbound

This paper cites Lacks any detail beyond the core subject.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Lacks any detail beyond the core subject

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.440221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:d2dcf9d70715f6f907cc35aa30e6aa0238fdd36cf6e94aa44356fceca52a9497

Observation f377c813-92a4-4dc4-9644-3b17366e3da1 · outbound

This paper cites magic words.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters magic words

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.399460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:34b9cb2d8c640727b0760ec4967e88fb443499451754cef80dfb076813d3194f

Observation 6cfb5a90-9cd3-47ab-9f76-5493532488d4 · outbound

This paper cites a sad vibe.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters a sad vibe

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.388052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:93d93b862f9d157e339ea47d1f2c1cc2dc338d2338b021eaa2e03df6de0b6ccf

Observation 8f39bbf1-965c-482d-86f3-21817deca030 · outbound

This paper cites 34 AtelierEval •2 (Weak):The mood is barely present or confusing.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters 34 AtelierEval •2 (Weak):The mood is barely present or confusing

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.403565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:7476c5d9552c10bafb1846b3b77413bfb89b4740154f0b51f5e9c920c34a04a0

Observation b0305be1-291a-4bea-b824-e47ab68da5dc · outbound

This paper cites Hard to parse.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Hard to parse

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.384595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:9541c027b86448bb85554962c45ec899eb057ee0e7e076daaa53977f9263b44a

Observation 8eb8539a-facf-4a0d-93cc-5fc0cc4b0368 · outbound

This paper cites Looks washed out or oversaturated.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Looks washed out or oversaturated

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.415382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:56310c9ff2e151f0ecac7acd6d54914942b55b3b7b925c62c6446e9f267409ca

Observation 7ae946e6-6640-4902-ba6d-ed7b68fbe0ce · outbound

This paper cites Unusable.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unusable

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.369436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:1eec44521b6dc23da300d3dab1f2a8cfe8acf057c213d3cd07f7caf2d0a59449

Observation 2e1285ee-f329-41e9-9d2a-5f60e14827c3 · outbound

This paper cites Do not skip any item.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Do not skip any item

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.451311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:55e2e92dca5d3e76070763d8bb809460cf8ca3ccce0f7242357577f6daac4b59

Observation d40a5729-cc0e-4ad8-b0ad-e339f272c9e1 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.360962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:eb35a550b81232d1d19eecbc2039ced299bf512cbdd24ac24bf266d80d1d51fd

Observation d4df7d5c-26a4-4a13-9b18-1db7b0146dc2 · outbound

This paper cites Checklist item text 1.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Checklist item text 1

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.336209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:e20d7488d974a09be9d236469a3b56cdea4c2fd3d62f426130e6653ea7a2c477

Observation 1fd67c33-8ecf-4ff0-a104-a329a58efbad · outbound

This paper cites Do not skip any item.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Do not skip any item

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.373180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:8ca4c30081e35dc5ea7e57b300b63cf44b2efd1d7dd5a256f52b161b4ac31e8e

Observation c855972f-fa98-4d8d-b73d-d721cbbfee42 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.345104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:ca302d55157c6d0ca876add5ecd86aca691d1a5591af721eb85feb7b1117dd7d

Observation 940f55d1-270a-4a43-b4a3-e7f34c8571f2 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.357156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:6c4c99c447b63afae95920af6e894b3f7a3f3588699398710206158459cf302b

Observation d36b4985-722b-4c76-96fd-dbb37528dbec · outbound

This paper cites Checklist item text 1.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Checklist item text 1

Reference 21

Resolution
malformed identifier
raw_fallback, observed 2026-05-22T05:56:09.444080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:9e6a37ca61a4fac8b1cdb60c117cdf5e689c32c85e659cbbb5dfdbe615911c9b

Observation f72db0a9-0a0e-4d74-87a9-2b469078517c · outbound

This paper cites Your participation will provide critical data to understand how humans translate visual intent into textual instructions compared to AI.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Your participation will provide critical data to understand how humans translate visual intent into textual instructions compared to AI

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.349259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:334cefab89e34f9f5823ce832860b5d6a5307b45f3c3b886f743e00b90921568

Observation b8ff5e7b-1d27-4442-970c-af12edea0236 · outbound

This paper cites Novice” or “Skilled.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Novice” or “Skilled

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.353147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:63c93cb52528d885356038b79d1a26a6c9024693353e85c03f5c5d1507964e99

Observation f81e5f17-bdfe-40a9-aa25-21dc5d126233 · outbound

This paper cites You may experience some stress or frustration if the generated images do not meet your expectations, which is a common occurrence in generative AI.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters You may experience some stress or frustration if the generated images do not meet your expectations, which is a common occurrence in generative AI

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.432332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:57db329dbb633a277e1cdd8188fd8f8e5ec1a0835f7145e5bfa7bfb29fe990c5

Observation 8dbc23e2-74d3-49ea-9f04-5b45e8633ceb · outbound

This paper cites Payments can be processed via Amazon Gift Card, Zelle, Alipay, or WeChat Pay, with the specific method to be coordinated with each participant following the study’s conclusion.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Payments can be processed via Amazon Gift Card, Zelle, Alipay, or WeChat Pay, with the specific method to be coordinated with each participant following the study’s conclusion

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.419950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:eaa68a95548e09ccacf839aead465eee3a1f9bfbc57315683cbb419ceb29bea5

Observation 01753d74-1e13-4c57-8600-d5990c9761d6 · outbound

This paper cites • Anonymous Access:To ensure your anonymity, you will not use your personal HuggingFace account.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters • Anonymous Access:To ensure your anonymity, you will not use your personal HuggingFace account

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.392018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:510d46d80446ca6298c15a8a7672740585873c7519dcb33e49c1f8d937988a73

Observation 0c869f22-b43d-4628-8dd8-7f433ed9ae6e · outbound

This paper cites You may withdraw at any time without penalty.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters You may withdraw at any time without penalty

Reference 27

Resolution
malformed identifier
raw_fallback, observed 2026-05-22T05:56:09.423880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:f1f6529611d442a08447a0b8d86e5d3c2e2f3a6df4274db34f3584a0f1b069fa

Observation 7f4bff9f-b229-412d-9ad0-76605eda514b · outbound

This paper cites A cat sitting on a bench, sunny day.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters A cat sitting on a bench, sunny day

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.447871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:e4e2b07101562518e50fd8c86692cf00a87b81cad7189fbb7fb48af819285e0d

Observation e25c3bba-aee6-43ad-93f4-1478cb99bc66 · outbound

This paper cites Previous.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Previous

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T05:56:09.411197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:ccc5b7b558c572ca4d6f339fa0a2354a947e7f4145fc6a471660538a07845ccd

Observation 502a86b1-38ff-425d-b9aa-de2fe9ad6a15 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.364567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:49caf3589da6bc4567763107f9bd131d68d579661bf88978803aced65e046ece

Observation 79b85942-6f62-4397-9030-06dc00de4158 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.376982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:9613de29dca307c9a43babb850384c5b3e0c4ab251f57bdc68879a373f89f1b3

Observation b38a5337-681d-4f9a-a151-ad96f17c593b · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.380752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:5c2120ba2e53330cba800ebd8847121673c13127194cea36ea71d428adde2567

Observation e4ac0d56-3dc7-4efb-8dd7-bfdad9f466f5 · outbound

This paper cites an unresolved cited work.

AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-05-22T05:56:09.395350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T05:38:59.704861Z digest=sha256:d8c987be72cf9277c14ac36a8700eb0d13160202526f322fc03c8dd7b8085b96

Pith citing papers

Observation 9ba841aa-f6c4-47b5-90bd-73c125787f3e · inbound

Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption cites this paper.

Distributionally Robust Set Representation Learning Under Inference-Time Element Corruption AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T09:03:15.650136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T09:01:30.275840Z digest=sha256:f29c3c9b3be396d4f1406f7ba973b7df1bf3d7011afca61bb34319b972257f16

Observation 9f2226b5-0f54-4c49-b3a4-2a2b8140b0df · inbound

Beyond Accuracy: Measuring Bias Acknowledgment in Chain-of-Thought Reasoning for Responsible AI Evaluation cites this paper.

Beyond Accuracy: Measuring Bias Acknowledgment in Chain-of-Thought Reasoning for Responsible AI Evaluation AtelierEval: Agentic Evaluation of Humans & LLMs as Text-to-Image Prompters

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:58:43.413110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T04:43:04.740925Z digest=sha256:6eb59d6a8bc68729d1a832f540a0f71dc7663078405b7a8310133aff1b5f0b46