Paper Citation Record · LEDGER

Automated Visualization Makeovers with LLMs

As of 8 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 2026-08-08T06:32:00.761636+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.

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.

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.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.