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Paper Citation Record · LEDGER

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench

As of 7 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2507.03015.

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

pith.paper-citation-record.v1
2507.03015 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:46.320263Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T13:41:53.768791Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T13:43:28.530458Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1de44947-54d9-4ce1-86a8-4b75cf2316db · outbound

This paper cites Adobe firefly.https://www.adobe.com/ products/firefly.html, 2023.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Adobe firefly.https://www.adobe.com/ products/firefly.html, 2023

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:49.314974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.436084Z digest=sha256:4655fb815f2fc4eae726fd0ebbd581a0f8eeb7252be8f053250e9ae8f7a96f49

Observation a8738068-6c89-4e7b-83f0-dd997c909acf · outbound

This paper cites Llama 3 model card.https://github.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Llama 3 model card.https://github

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:49.111461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.491738Z digest=sha256:0690fbc84de4ab2705400f75b30956dc7e2fe13ee5c96c0445c200b04a98f037

Observation 80329713-d5e4-4252-bebc-59e5411061a2 · outbound

This paper cites Improving image generation with better captions, 2023.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Improving image generation with better captions, 2023

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.911796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.533337Z digest=sha256:3d28ace62aa5e72e21c1b5b73de3d9829e2fab83282bbb53cc1cba4279062df1

Observation 2eb6afe5-5123-41e9-b0f5-7ca38c365135 · outbound

This paper cites Flux.1: State-of-the-art image genera- tion.https://blackforestlabs.ai/, 2024.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Flux.1: State-of-the-art image genera- tion.https://blackforestlabs.ai/, 2024

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.685093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.586457Z digest=sha256:eaf15228db9273261022e954723656814ec33f4aaa31c6afea528c889e193d7c

Observation de5153c3-7481-4e21-aeb0-3089306800e1 · outbound

This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.477928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.627197Z digest=sha256:956ea66e1aea9ceb5b6adbb1f3f8185be48541c831632dbd21231c3731ac7a07

Observation 803a8fe3-23bc-4d2e-9229-d341454b9b78 · outbound

This paper cites Pope election.https://en.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Pope election.https://en

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.301905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.679247Z digest=sha256:a52a8665052ca7e38dda6c6a5d7c63f886e7d00cee4a2c243c93aa4b98d9fefa

Observation 955acad3-2f6b-4b54-891c-2dfaf58d4cf6 · outbound

This paper cites Fair diffusion: Instructing text-to-image generation models on fairness.AI and Ethics, 2024.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Fair diffusion: Instructing text-to-image generation models on fairness.AI and Ethics, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.159906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.732637Z digest=sha256:867635ecb9cba20dd3659a0a6377ee9061ddfc42a99dad1c56a005984f426e88

Observation 6ff86c9d-530f-4eb3-a1c9-35976f4133c2 · outbound

This paper cites Gemini image generation got it wrong.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Gemini image generation got it wrong

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:48.023649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.776712Z digest=sha256:9a0d1b884a0441781e9a81b85adbef6ce8d26c09fe87ad572b7adbe28735b993

Observation c1a1ff0e-a7f4-45c8-bdd2-09ce27849598 · outbound

This paper cites Imagen 3.https://deepmind.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Imagen 3.https://deepmind

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:47.857347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.820197Z digest=sha256:6d50f1bc5bc96d18d292181fadfba4f2b48f7776d46abd5b1f06dc8b48ab0047

Observation 8c0ce9fa-6980-47c0-8d2c-0c30aa38852d · outbound

This paper cites Imagen 3, 2024.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Imagen 3, 2024

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:47.710536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.865072Z digest=sha256:0d5d9a89d33be9e0b744b1e30d559f03aefa8b4046e010f67e6f9fcc709e610f

Observation ff45d84a-541c-4f34-8c4b-bedd7928d324 · outbound

This paper cites Fair text-to-image diffusion via fair mapping.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Fair text-to-image diffusion via fair mapping

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:47.490068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.912506Z digest=sha256:90964870f6da19ddd2f47128b66ee5412ac1928ee929c800f3a181daf7d88f13

Observation 48ca76c7-9162-4498-9a0a-61d3d64b9e17 · outbound

This paper cites Visual instruction tuning.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Visual instruction tuning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:45.962078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:45.962078Z digest=sha256:5254cb52e01224a9edd7202bdb701f8ca63b404333983214625f68bc3033024f

Observation e6221ed8-2d64-44a0-9d9c-966a7050bef0 · outbound

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

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench High-resolution image synthesis with latent diffusion models

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:47.298764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:45.989442Z digest=sha256:a778760b9246701ee9f87fbfe03479820e15352e16485be7885a0609a60a8f4f

Observation ec0179ed-c327-41b7-b5e3-ce4a95c8cd2c · outbound

This paper cites Finetuning text-to-image diffusion models for fairness.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Finetuning text-to-image diffusion models for fairness

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:47.109263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:46.068035Z digest=sha256:ee1e5d8238ad37584ad8e296b0bf1f59855e5f30ff2aea6e7ffb7eedd7dc0506

Observation b51997ed-ee41-4547-84d0-f8817ce80d14 · outbound

This paper cites Fairrag: Fair human genera- tion via fair retrieval augmentation.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Fairrag: Fair human genera- tion via fair retrieval augmentation

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:46.871359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:46.116460Z digest=sha256:c4b8dcab8c9dfe966a638f2b7118f25a3783ce18095ad3d2ec110def411d3553

Observation d0d5714b-bbb3-4570-b8ca-28562aef0f8d · outbound

This paper cites Survey of bias in text- to-image generation: Definition, evaluation, and mitigation,.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Survey of bias in text- to-image generation: Definition, evaluation, and mitigation,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:46.248121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:46.248121Z digest=sha256:b2aba0a39ae209690176c2d5bbbcb401bf5751cda2d93b3ea202c5b61e664236

Observation 1e8bc3ee-096f-447f-8dff-3b70361865f8 · outbound

This paper cites Appendix Model details.We evaluated several models as shown in Tab.

Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench Appendix Model details.We evaluated several models as shown in Tab

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:46.634668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:47:46.320263Z digest=sha256:99116093c4bf8ec97dbe7bfb42d197d6058f70d0c22c2b19903ced41bae8a658

Pith citing papers

Observation d7e886b7-5bbb-4513-a555-d1d2dc2e23e1 · inbound

No Safe Dose: How Training Data Drives Unsafe Image Generation cites this paper.

No Safe Dose: How Training Data Drives Unsafe Image Generation Beyond Overcorrection: Evaluating Diversity in T2I Models with DivBench

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-06-29T13:43:28.531887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-29T13:41:53.768791Z digest=sha256:53d59c35b987b29ff99098381c879bd115d6527eadbd94129b8431a97bc6a934