Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T05:41:17.014833Z
Paper Citation Record · LEDGER
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice
As of 22 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 2 inbound Pith citation observations for arXiv:2508.01547.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T14:27:22.905645Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
27 of 27 outbound references displayed
- verified exact3
- verified fuzzy12
- unresolved9
- parse uncertain0
- malformed identifier2
- metadata mismatch1
External citation measurements
0
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation eb9390cf-4d1f-4a5a-9f18-6e002625a4fb · outbound
This paper cites Accessed on Sep 9, 2023.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Accessed on Sep 9, 2023
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.809500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e48fcd4c-e86c-48fd-8736-27b2c1c4b73d · outbound
This paper cites Ahmad, C.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Ahmad, C
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.791472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 1d07e3b1-9e55-4e18-894d-86dba57f45e1 · outbound
This paper cites Alexander, P.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Alexander, P
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.773126Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 4be70606-a0d0-4f91-922a-53c5672f6efe · outbound
This paper cites Awasthi, S.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Awasthi, S
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.754725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e88eb262-79ad-4871-a895-8d0ed78cba37 · outbound
This paper cites Barua, S.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Barua, S
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.735954Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 02100efc-14fc-4744-b11a-ac48f8d67eab · outbound
This paper cites Bendeck and J.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Bendeck and J
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.718724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 51fe9723-d1bf-4246-b54d-f50076e9609a · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.699552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation f0d08807-858c-4da9-b5d7-233d8b98a957 · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:41:16.921639Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a4d6b5c-64ef-4485-8e69-6071bd941eaf · outbound
This paper cites Diehl, A.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Diehl, A
Reference 9
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-06T05:41:17.678829Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 2c393555-6179-48f9-b6e8-81e1557ab5bd · outbound
This paper cites i learned it on the job.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice i learned it on the job
Reference 10
- Resolution
- verified exact
- doi, observed 2026-08-06T05:41:17.055595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 9f0241b7-d00a-4268-8a6f-ba88f93bfce9 · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.657413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 33acce8a-c115-4ba2-abc9-b440445d2da8 · outbound
This paper cites How Good is ChatGPT in Giving Advice on Your Visualization Design?.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice How Good is ChatGPT in Giving Advice on Your Visualization Design?
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T05:41:17.299958Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 29d6fd80-0e15-4d89-ae03-ed8a9ea42e59 · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.638197Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 7a4dd1aa-6409-4573-9471-c56681a8e309 · outbound
This paper cites Holistic Evaluation of Language Models.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Holistic Evaluation of Language Models
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:41:16.950976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c518768-c769-499d-86e8-e457af2a1aae · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 15
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.617769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ddfadda8-b25d-4eb3-94fe-2b57ceec3bfb · outbound
This paper cites Luther, J.-L.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Luther, J.-L
Reference 16
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-06T05:41:16.962279Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9de3fb36-5aa5-44a5-a1a4-985194ea22e1 · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.597011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation bb480075-9875-47f4-806e-555712d16ded · outbound
This paper cites Naderi, S.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Naderi, S
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.576735Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation a5fff819-9001-43e5-b9e4-922a00ffc4fd · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.557309Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation fd885b43-d668-4c15-801a-28a2d1ab0f1a · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 20
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-06T05:41:17.176306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation ebcb01f6-ecc1-4a30-a8a6-eef552d1e159 · outbound
This paper cites Shah and J.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Shah and J
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.536745Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 0c03162b-2e85-4ecd-b4b1-2186eb671679 · outbound
This paper cites CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice CantTalkAboutThis: Aligning Language Models to Stay on Topic in Dialogues
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T05:41:17.081897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 5193826c-7941-4422-9e00-c1c0dd21a7e7 · outbound
This paper cites Van der Lee, A.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Van der Lee, A
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.511070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation c32b2aa2-f7d6-4704-8916-d2245add6ccf · outbound
This paper cites Van Miltenburg, D.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Van Miltenburg, D
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.487033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 64f4e5dc-bb60-419a-8529-ea280dc15653 · outbound
This paper cites an unresolved cited work.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:41:17.434857Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation e2839e32-079a-4bd7-adcc-d56c8ffce5a6 · outbound
This paper cites As an output, present a list of pairs of visualization advice:(advice_title, advice_description, L1, L2, L3 (keyword), evidence) with the references of Taxonomy in a json format.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice As an output, present a list of pairs of visualization advice:(advice_title, advice_description, L1, L2, L3 (keyword), evidence) with the references of Taxonomy in a json format
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.409558Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 52a7cc45-2afc-494a-9322-72036b108bd2 · outbound
This paper cites Expand the L3 keyword set to improve coverage and enable the detection of visualization-related concepts within text.
Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice Expand the L3 keyword set to improve coverage and enable the detection of visualization-related concepts within text
Reference 2018
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T05:41:17.463478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Pith citing papers
Observation d00156fc-cd42-483e-8e37-0457718de9d6 · 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 Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice
Reference 2025
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-03T14:29:01.200385Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.
Observation 526b0a91-f963-4adf-a9eb-728dd2f1a194 · inbound
"Code Is Cheap. Show Me the Talk.": Lessons from Teaching and Managing AI Coding Tool Usage in a Visualization Course cites this paper.
"Code Is Cheap. Show Me the Talk.": Lessons from Teaching and Managing AI Coding Tool Usage in a Visualization Course Understanding Why ChatGPT Outperforms Humans in Visualization Design Advice
Reference 3
- Resolution
- malformed identifier
- no resolver link, observed 2026-07-14T14:28:29.626547Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.