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Paper Citation Record · LEDGER

Automated Visualization Makeovers with LLMs

As of 20 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2508.05637.

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

pith.paper-citation-record.v1
2508.05637 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:32:32.186358Z

measured 17 of 17 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:27:22.962900Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 443ac08d-6732-44d6-a414-1efe2ca2ddbb · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:30.734859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:30.734859Z digest=sha256:2cd50523d1e4b419f8d4754920bb00ea4c225d4b771fd751000e265add0e3f35

Observation 00fc1c65-8767-48a2-97f1-346779f4e77f · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:30.887743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:30.887743Z digest=sha256:052f555e25e5c1a6a04a3f81a765c1cdfe3e1469eabacca75c8a18bab2326fdf

Observation 2df004a2-ef1f-4fb0-b721-aa6ea4f3d2b2 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:30.967192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:30.967192Z digest=sha256:751d301a5f4cf060d03bab2e2387f72ec95ee7c95e746f9d144c98ec78a0d43d

Observation c9623ade-bf2c-4d88-a230-92daa4e698f2 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.077052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.077052Z digest=sha256:794be8c670b69d505e85f574e42deac81db75cae61cb7deeb6e4f6ca36c4e406

Observation 9fcb8bc2-ed0e-4acb-bbc4-9af2bc912b51 · outbound

This paper cites Hopkins, M.

Automated Visualization Makeovers with LLMs Hopkins, M

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.166180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.166180Z digest=sha256:0c8fe98ebb338aa218dd76503137073cfea3a4e5893657a2bad2fa1c67e3d6e6

Observation 973ea36a-a2f9-43be-a00e-c9cacacfb3cf · outbound

This paper cites How Good is ChatGPT in Giving Advice on Your Visualization Design?.

Automated Visualization Makeovers with LLMs How Good is ChatGPT in Giving Advice on Your Visualization Design?

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.230231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.230231Z digest=sha256:b638f413c78520298fe1f9194843055840f74c1101ebd42b2fe263fd1f4faf79

Observation 4e3d9913-ab5d-4f22-9d7c-381a945f44d6 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:32:33.064847Z

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.

source=pdf_text observed=2026-08-06T15:32:31.311396Z digest=sha256:5eb578fe06aab2e6aa8d7ef632e251eaaecff0befc66b04c3070d6b8e1e27f9a

Observation 7b65977b-6046-4852-8c88-1b8e7c5debc3 · outbound

This paper cites Kriebel and E.

Automated Visualization Makeovers with LLMs Kriebel and E

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:32:33.051361Z

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.

source=pdf_text observed=2026-08-06T15:32:31.434484Z digest=sha256:b34ccbb4c88ea03fd2eaffd32a262b61fe025ca4fc31205c8533580924c7c9e8

Observation 07bd4d2f-a5ac-4d1b-89f1-e87da84817e5 · outbound

This paper cites Using Large Language Models to Generate Engaging Captions for Data Visualizations.

Automated Visualization Makeovers with LLMs Using Large Language Models to Generate Engaging Captions for Data Visualizations

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.501224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.501224Z digest=sha256:e907a6b3ef7d63eb13998202ac2b614bb5fdae06f1bd4529f665c1eddd926fc1

Observation b4da0b51-da7a-4fc7-929a-fdf1256ec1b3 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.593380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.593380Z digest=sha256:d6380476b9f401b9dafae2b39baf882d5fd6824b002e336f50725b438ea44e8b

Observation 03d36f69-a8a2-45ea-b7f5-4f0f18973135 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.600796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.600796Z digest=sha256:b8a0f4a26abebb1c0b31768338476bed83c05d8b2695230f1c21213f5d523f5d

Observation e0ee1e88-6411-4af7-ba70-7981740f12fd · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:31.721451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:31.721451Z digest=sha256:13a5a083b551f5c58dfc34d4c70e4b95b88dfdb151581a4fb8d40cecdb28b6e6

Observation bf71833f-9a1a-4c83-9345-2c0f5a0c9ef6 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:32:33.037566Z

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.

source=pdf_text observed=2026-08-06T15:32:31.845648Z digest=sha256:57ce532bf63feb0d1ac02dd70e2ecafc1ecc5e531a33e16aa4b00d994f298e6c

Observation 2a4c3883-38bd-4ab3-b56a-fd213c26c580 · outbound

This paper cites Achiam, S.

Automated Visualization Makeovers with LLMs Achiam, S

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:32:32.946241Z

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.

source=pdf_text observed=2026-08-06T15:32:31.972833Z digest=sha256:ee39d82618513fde0f3cd939c41acf859ae2dc247c7896f1871e608e3fe2e21a

Observation d7f8cbc2-28f8-455e-bcb8-b2bc00e98301 · outbound

This paper cites an unresolved cited work.

Automated Visualization Makeovers with LLMs Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:32.112212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:32.112212Z digest=sha256:ba7a2fc5c2ca169c00dee2988c12c263d950028859c543bd6b85cb364e17e466

Observation ef08b827-746d-43c9-9be1-6dd09866f7bb · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Automated Visualization Makeovers with LLMs Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T15:32:32.186358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:32:32.186358Z digest=sha256:62270401b7eaf4c1bfb8bdc8466975270b556d3d7585b794039e32164e7ba227

Pith citing papers

Observation 7b7f4f43-b35d-44a9-9be1-104f0d17d6fd · inbound

Structured Visualization Design Knowledge for Grounding Generative Reasoning and Situated Feedback cites this paper.

Structured Visualization Design Knowledge for Grounding Generative Reasoning and Situated Feedback Automated Visualization Makeovers with LLMs

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-03T14:29:00.999562Z

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.

source=pdf_text observed=2026-08-03T14:27:22.962900Z digest=sha256:63c5ce9a5512c4ffe2d4989c4b2eb2769223cbb86fff3f272a18796eeabdaadf