Paper Citation Record · LEDGER

Representing Visualization Insights as a Dense Insight Network

As of 11 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2501.13309.

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

pith.paper-citation-record.v1
2501.13309 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:19:59.072200Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact3
verified fuzzy9
unresolved27
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e92c4b23-cb45-4b18-9f57-fe223eae62cc · outbound

This paper cites write newline.

Representing Visualization Insights as a Dense Insight Network write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.890363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58040a7f-da69-4f1b-a9e7-5a712dcd6d32 · outbound

This paper cites an unresolved cited work.

Representing Visualization Insights as a Dense Insight Network Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:20:00.432663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f548c004-1a9a-4c1a-9ed4-8c6e94150ca9 · outbound

This paper cites : What do we mean when we say “insight”? a formal synthesis of existing theory.

Representing Visualization Insights as a Dense Insight Network : What do we mean when we say “insight”? a formal synthesis of existing theory

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.417222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3fcfb0d4-cd69-4ceb-889d-b058f35cd21a · outbound

This paper cites : Call center.

Representing Visualization Insights as a Dense Insight Network : Call center

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.401766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 012286cf-31e9-47ad-93b0-a1293be350c4 · outbound

This paper cites Conversational Challenges in AI-Powered Data Science: Obstacles, Needs, and Design Opportunities.

Representing Visualization Insights as a Dense Insight Network Conversational Challenges in AI-Powered Data Science: Obstacles, Needs, and Design Opportunities

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.910028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59ca8e14-0ff4-423c-b26d-acd8f8ce844f · outbound

This paper cites : Toward effective insight management in visual analytics systems.

Representing Visualization Insights as a Dense Insight Network : Toward effective insight management in visual analytics systems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.915075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d35b2041-042f-41c5-b1eb-b4f05c68e035 · outbound

This paper cites : Quickinsights: Quick and automatic discovery of insights from multi-dimensional data.

Representing Visualization Insights as a Dense Insight Network : Quickinsights: Quick and automatic discovery of insights from multi-dimensional data

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.387153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 86b220e2-7042-4db8-9e2d-b9c2f1844ab1 · outbound

This paper cites an unresolved cited work.

Representing Visualization Insights as a Dense Insight Network Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.924118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07092540-d388-4798-8372-120e6d8e0da2 · outbound

This paper cites : How do data analysts respond to ai assistance? a wizard-of-oz study.

Representing Visualization Insights as a Dense Insight Network : How do data analysts respond to ai assistance? a wizard-of-oz study

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.372733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cbd529f2-9b2d-4f14-adb2-b9ee4fd1bda8 · outbound

This paper cites News Summarization and Evaluation in the Era of GPT-3.

Representing Visualization Insights as a Dense Insight Network News Summarization and Evaluation in the Era of GPT-3

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.933730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2efb122a-3269-445d-9ff8-684f8b9a792a · outbound

This paper cites X., Aggarwal V.

Representing Visualization Insights as a Dense Insight Network X., Aggarwal V

Reference 11

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T16:20:00.128240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2efb4271-f045-45e9-bc5d-bd068ac86434 · outbound

This paper cites : Characterizing the quality of insight by interactions: A case study.

Representing Visualization Insights as a Dense Insight Network : Characterizing the quality of insight by interactions: A case study

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.942959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1ad6bd4-5698-4384-951f-f308c24a87bd · outbound

This paper cites an unresolved cited work.

Representing Visualization Insights as a Dense Insight Network Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:20:00.356811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f6ec55c1-47be-4a3b-81a1-5a21b4126964 · outbound

This paper cites J., Madotto A., Fung P.

Representing Visualization Insights as a Dense Insight Network J., Madotto A., Fung P

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.951387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ab5fd88-098d-488e-a4c3-05f790d6e89f · outbound

This paper cites T., Lin X., Masry A., Thakkar M., Hoque E., Joty S.

Representing Visualization Insights as a Dense Insight Network T., Lin X., Masry A., Thakkar M., Hoque E., Joty S

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.955721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a7cb85-34d8-4075-8bdf-9f4e25c69a31 · outbound

This paper cites : Evaluating the factual consistency of abstractive text summarization.

Representing Visualization Insights as a Dense Insight Network : Evaluating the factual consistency of abstractive text summarization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.960257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edcfdad9-913a-4ac3-86f7-c25d0063e2a8 · outbound

This paper cites H., Isenberg P., Carpendale S.

Representing Visualization Insights as a Dense Insight Network H., Isenberg P., Carpendale S

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.964653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18e66eff-aed0-4e82-a4d5-eec7e919f2c1 · outbound

This paper cites : Notable: On-the-fly assistant for data storytelling in computational notebooks.

Representing Visualization Insights as a Dense Insight Network : Notable: On-the-fly assistant for data storytelling in computational notebooks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.342754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d2d4e0d-39e6-49de-b1e5-53cf3b80f8d1 · outbound

This paper cites : InsightPilot : An llm-empowered automated data exploration system.

Representing Visualization Insights as a Dense Insight Network : InsightPilot : An llm-empowered automated data exploration system

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.973493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6eb7aeb-6b1e-4dfc-a113-2e5a33b66f1d · outbound

This paper cites : On faithfulness and factuality in abstractive summarization.

Representing Visualization Insights as a Dense Insight Network : On faithfulness and factuality in abstractive summarization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.979182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5322abe5-768c-42f1-a77a-b838b62890c9 · outbound

This paper cites : Understanding factuality in abstractive summarization with FRANK : A benchmark for factuality metrics.

Representing Visualization Insights as a Dense Insight Network : Understanding factuality in abstractive summarization with FRANK : A benchmark for factuality metrics

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.983688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f292037-b2ef-4845-9416-cd455e180c26 · outbound

This paper cites : What do we talk about when we talk about dashboards? IEEE Transactions on Visualization and Computer Graphics (2018).

Representing Visualization Insights as a Dense Insight Network : What do we talk about when we talk about dashboards? IEEE Transactions on Visualization and Computer Graphics (2018)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.987969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3ffdd9f-3c38-438b-bb64-4ce3a8859a54 · outbound

This paper cites : Erato: Cooperative data story editing via fact interpolation.

Representing Visualization Insights as a Dense Insight Network : Erato: Cooperative data story editing via fact interpolation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.992138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e018a48-c06c-4ba7-bc7b-0f4a21ba3dde · outbound

This paper cites M., Endert A., Stasko J.

Representing Visualization Insights as a Dense Insight Network M., Endert A., Stasko J

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:58.996530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 715bb5c9-2d48-479d-b497-d6486099714c · outbound

This paper cites : To score or not to score? tripling insights for participatory design.

Representing Visualization Insights as a Dense Insight Network : To score or not to score? tripling insights for participatory design

Reference 25

Resolution: verified exact; doi, observed 2026-08-10T16:19:59.183074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 63548364-2e33-4e78-9b91-2cc46cadf75e · outbound

This paper cites : Vega-lite: A grammar of interactive graphics.

Representing Visualization Insights as a Dense Insight Network : Vega-lite: A grammar of interactive graphics

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.005980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f3dbd0d-815f-4298-91c4-c83d6d09fc30 · outbound

This paper cites : DataTales : Investigating the use of large language models for authoring data-driven articles.

Representing Visualization Insights as a Dense Insight Network : DataTales : Investigating the use of large language models for authoring data-driven articles

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.010146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcf9c853-8920-406c-a040-cc277161cb64 · outbound

This paper cites : AutoClips : An automatic approach to video generation from data facts.

Representing Visualization Insights as a Dense Insight Network : AutoClips : An automatic approach to video generation from data facts

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.014577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad1ef62c-3652-45fe-9756-b42d4df00ce7 · outbound

This paper cites : Calliope: Automatic visual data story generation from a spreadsheet.

Representing Visualization Insights as a Dense Insight Network : Calliope: Automatic visual data story generation from a spreadsheet

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.018839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c50fce8-347c-4793-aff8-3d9365f0c3c3 · outbound

This paper cites J., Boggust A., Satyanarayan A.

Representing Visualization Insights as a Dense Insight Network J., Boggust A., Satyanarayan A

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.023032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b94f4e71-db3a-4eb0-90eb-24e7d6ccdf85 · outbound

This paper cites L., Ding R., Zhang D.

Representing Visualization Insights as a Dense Insight Network L., Ding R., Zhang D

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.318580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 730f77bd-67e3-48fd-bee3-b94e8554e556 · outbound

This paper cites G., Soroush A., Elias P.

Representing Visualization Insights as a Dense Insight Network G., Soroush A., Elias P

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.303639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4fba41e-7e86-4476-8ccb-461e13b68cf1 · outbound

This paper cites Y.-Y., Rossi R.

Representing Visualization Insights as a Dense Insight Network Y.-Y., Rossi R

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.036394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2507cc-ffae-4d85-977b-3ef3a5fa916c · outbound

This paper cites : Commentspace: structured support for collaborative visual analysis.

Representing Visualization Insights as a Dense Insight Network : Commentspace: structured support for collaborative visual analysis

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.040746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c562358-0ff5-4828-a847-8070b69af220 · outbound

This paper cites : DataShot : Automatic generation of fact sheets from tabular data.

Representing Visualization Insights as a Dense Insight Network : DataShot : Automatic generation of fact sheets from tabular data

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.045289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f61f93-d499-4a64-86d4-992485b9ce83 · outbound

This paper cites InsightLens: Augmenting LLM-Powered Data Analysis with Interactive Insight Management and Navigation.

Representing Visualization Insights as a Dense Insight Network InsightLens: Augmenting LLM-Powered Data Analysis with Interactive Insight Management and Navigation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T16:19:59.049824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1638fdef-ceeb-44b0-b568-67d941aa76e3 · outbound

This paper cites an unresolved cited work.

Representing Visualization Insights as a Dense Insight Network Unresolved cited work

Reference 37

Resolution: malformed identifier; no resolver link, observed 2026-08-10T16:19:59.054625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 648b573c-381c-4637-9b22-2f5786d1eb82 · outbound

This paper cites : Codas: Integrating business analytics and report authoring.

Representing Visualization Insights as a Dense Insight Network : Codas: Integrating business analytics and report authoring

Reference 38

Resolution: verified exact; doi, observed 2026-08-10T16:19:59.124519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f1464cf3-88a3-4ad3-92ce-2e0d4ccd9c7b · outbound

This paper cites : Understanding business analysts' needs for data report authoring.

Representing Visualization Insights as a Dense Insight Network : Understanding business analysts' needs for data report authoring

Reference 39

Resolution: verified exact; doi, observed 2026-08-10T16:19:59.109741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 33113732-a410-4e99-9a40-e86ff5a86fec · outbound

This paper cites Y., Ma X.

Representing Visualization Insights as a Dense Insight Network Y., Ma X

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.288021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c767b7c9-115c-418d-8f58-534db5fefcec · outbound

This paper cites : Chartstory: Automated partitioning, layout, and captioning of charts into comic-style narratives.

Representing Visualization Insights as a Dense Insight Network : Chartstory: Automated partitioning, layout, and captioning of charts into comic-style narratives

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:20:00.272457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.