Paper Citation Record · LEDGER

Infogen: Generating Complex Statistical Infographics from Documents

As of 8 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2507.20046.

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

pith.paper-citation-record.v1
2507.20046 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:56:31.571792Z

measured 28 of 28 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 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

28 of 28 outbound references displayed

verified exact0
verified fuzzy18
unresolved9
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2350ca07-4f54-4d52-83e9-610c3a39e240 · outbound

This paper cites top-left.

Infogen: Generating Complex Statistical Infographics from Documents top-left

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:34.722949Z

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 2e4617c3-7299-4941-ac55-bdcdb220bfe5 · outbound

This paper cites A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models.

Infogen: Generating Complex Statistical Infographics from Documents A Comprehensive Survey of Hallucination in Large Language, Image, Video and Audio Foundation Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:31.438048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ecc1eef-770d-4a89-a69a-1abac0fa84f9 · outbound

This paper cites LIDA explicitly transforms a CSV file into an infographic, convert- ing it into text internally, while ChartGPT uses a query and a CSV file to generate infographics step by step.

Infogen: Generating Complex Statistical Infographics from Documents LIDA explicitly transforms a CSV file into an infographic, convert- ing it into text internally, while ChartGPT uses a query and a CSV file to generate infographics step by step

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:34.342792Z

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 f0fbb902-df65-4629-853a-6ddb33a1f468 · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:34.157008Z

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 4c1b6d73-dffc-418d-af62-17231c2b1dc1 · outbound

This paper cites For the final evaluation of the generated infographics, the inter- annotator agreement was measured using Cohen’s Kappa, yielding a score of 0.78.

Infogen: Generating Complex Statistical Infographics from Documents For the final evaluation of the generated infographics, the inter- annotator agreement was measured using Cohen’s Kappa, yielding a score of 0.78

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:34.539630Z

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 663a47f9-5b53-45c6-a20d-6745b467bb1c · outbound

This paper cites yes," indicating that the coder module has successfully generated the final code. If the judge module returns.

Infogen: Generating Complex Statistical Infographics from Documents yes," indicating that the coder module has successfully generated the final code. If the judge module returns

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:33.833703Z

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 96112ae4-1d0e-4786-b08a-766ba0594738 · outbound

This paper cites On avgInfogentakes 1.5 times more infer- ence time.

Infogen: Generating Complex Statistical Infographics from Documents On avgInfogentakes 1.5 times more infer- ence time

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:33.974345Z

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 ec7280dc-beca-4b7d-a95e-ab774248295b · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:33.575356Z

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 74cc1936-382c-4900-b782-667b97474fe3 · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:33.679645Z

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 4fed719e-d94a-4a46-b361-e5b40c5d3105 · outbound

This paper cites Ans: They are compensated according to our agreement, which adheres to the Government’s Minimum Wage guidelines.

Infogen: Generating Complex Statistical Infographics from Documents Ans: They are compensated according to our agreement, which adheres to the Government’s Minimum Wage guidelines

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:33.277291Z

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 b7dab83c-5ab5-4d46-b387-a16d5b434e0b · outbound

This paper cites To facilitate broader usability, we provide detailed steps for extending the dataset, making it adaptable to various domains.

Infogen: Generating Complex Statistical Infographics from Documents To facilitate broader usability, we provide detailed steps for extending the dataset, making it adaptable to various domains

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:33.432251Z

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 e3fc4a19-23de-4ea3-b45a-681a092a8ad6 · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:33.150560Z

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 e82d6d30-292b-4410-98e0-c7b5bf7872d1 · outbound

This paper cites However, we extensively assessed the quality of the infograph- ics generated from the code through human and qualitative evaluations.

Infogen: Generating Complex Statistical Infographics from Documents However, we extensively assessed the quality of the infograph- ics generated from the code through human and qualitative evaluations

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:32.968838Z

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 348e5c2c-d86e-45a2-b6fd-4903924a47f0 · outbound

This paper cites It or- ganizes subcharts within the infographic, specify- ing their relationships and context, while ensuring clarity and coherence.

Infogen: Generating Complex Statistical Infographics from Documents It or- ganizes subcharts within the infographic, specify- ing their relationships and context, while ensuring clarity and coherence

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:32.774027Z

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 e0bef6ef-bfa9-4c1b-aaf8-476ca174bad1 · outbound

This paper cites • Examples are selected from cluster cen- troids, ensuring better alignment with the input text.

Infogen: Generating Complex Statistical Infographics from Documents • Examples are selected from cluster cen- troids, ensuring better alignment with the input text

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:32.620369Z

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 b30afe32-8183-43cb-8c1c-5939e9c4c7f9 · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:32.401297Z

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 2a53146c-f2c6-4595-81f9-29aa3938117c · outbound

This paper cites • Thesmallversion has fewer parameters, while thelargeversion delivers better performance due to its larger capacity.

Infogen: Generating Complex Statistical Infographics from Documents • Thesmallversion has fewer parameters, while thelargeversion delivers better performance due to its larger capacity

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:32.245961Z

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 c420d990-6f03-4998-9b37-c2d793b27935 · outbound

This paper cites (a) Example-1 (b) Example-2 Figure 5: This figure demonstrates the impact of the feedback module on improving infographic generation.

Infogen: Generating Complex Statistical Infographics from Documents (a) Example-1 (b) Example-2 Figure 5: This figure demonstrates the impact of the feedback module on improving infographic generation

Reference 20

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T13:56:32.081162Z

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 2c127d53-57fa-4a75-b8e7-a86eb97435c0 · outbound

This paper cites It evaluates how accurately the system de- tects the number and types of sub charts.

Infogen: Generating Complex Statistical Infographics from Documents It evaluates how accurately the system de- tects the number and types of sub charts

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.935934Z

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 7b0551b4-b639-43de-82af-84e70c9c2ec0 · outbound

This paper cites RSE= vuut 1 N NX i=1 (ˆyi −y i)2 (4) Where: •ˆyi: Number of subcharts in the generated metadata for thei-th sample.

Infogen: Generating Complex Statistical Infographics from Documents RSE= vuut 1 N NX i=1 (ˆyi −y i)2 (4) Where: •ˆyi: Number of subcharts in the generated metadata for thei-th sample

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.881633Z

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 38bd15fb-ac9f-4470-ac69-ee3b5d933fbd · outbound

This paper cites Subchart Type Accuracy= Number of Correct Subchart Types Total Subcharts in Ground Truth ×100(5).

Infogen: Generating Complex Statistical Infographics from Documents Subchart Type Accuracy= Number of Correct Subchart Types Total Subcharts in Ground Truth ×100(5)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.844078Z

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 fb1cc733-3693-436f-9789-dd4a369f843a · outbound

This paper cites Nu- merical values from both the generated and ground truth metadata are sorted and compared sequen- tially for correctness.

Infogen: Generating Complex Statistical Infographics from Documents Nu- merical values from both the generated and ground truth metadata are sorted and compared sequen- tially for correctness

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.801334Z

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 c4b50915-bf32-4979-9e11-10b76a112242 · outbound

This paper cites U.S. adults.

Infogen: Generating Complex Statistical Infographics from Documents U.S. adults

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.768328Z

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 78c18c04-a87b-4ad4-bb63-a00a87017619 · outbound

This paper cites title": ,.

Infogen: Generating Complex Statistical Infographics from Documents title": ,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.733683Z

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 30bb2b3d-e662-4489-9995-287a6aa05b16 · outbound

This paper cites an unresolved cited work.

Infogen: Generating Complex Statistical Infographics from Documents Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:31.705028Z

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 f3892dd1-06ef-4b2b-860c-785b40534ef9 · outbound

This paper cites ti- tle": {},.

Infogen: Generating Complex Statistical Infographics from Documents ti- tle": {},

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:31.669598Z

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 493d3f4d-1267-41c4-b8a4-1543c6c5be7b · outbound

This paper cites ReFT: Representation Finetuning for Language Models.

Infogen: Generating Complex Statistical Infographics from Documents ReFT: Representation Finetuning for Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:31.443834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b498a1b-e1fb-4892-a5e4-d64cba3ed260 · outbound

This paper cites DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts.

Infogen: Generating Complex Statistical Infographics from Documents DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:31.432140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.