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Paper Citation Record · LEDGER

Leveraging LLMs for Persona-Based Visualization of Election Data

As of 9 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2507.21900.

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

pith.paper-citation-record.v1
2507.21900 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:20:27.975442Z

measured 72 of 72 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

72 of 72 outbound references displayed

  • verified exact1
  • verified fuzzy54
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4dce96be-0fd8-4eec-9fad-76fb91cef04f · outbound

This paper cites Available at https://www.nytimes.com/ spotlight/graphics.

Leveraging LLMs for Persona-Based Visualization of Election Data Available at https://www.nytimes.com/ spotlight/graphics

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.757510Z

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.

source=pdf_text observed=2026-08-06T12:20:27.733639Z digest=sha256:64c2883367dc3d64975e0eb825c2315a9ceca4a141d2ac132f66638d9dda2f1d

Observation 33a99b9f-319d-48da-844c-f51565e2292f · outbound

This paper cites Available at https://www.economist.com/ graphic-detail.

Leveraging LLMs for Persona-Based Visualization of Election Data Available at https://www.economist.com/ graphic-detail

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.746642Z

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.

source=pdf_text observed=2026-08-06T12:20:27.737698Z digest=sha256:5665e11c38ebea2699cf702a6ac32cd20674f023596ed919d07cbc0959ccd310

Observation e7cf2095-9b46-49b2-8409-811fcdb50527 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.736240Z

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.

source=pdf_text observed=2026-08-06T12:20:27.741217Z digest=sha256:c41e385a46efeb1b704897b707c919e795c121536b12e4fac592e85dfa05c22b

Observation 6cd9a37c-4768-4926-9f3d-9c50f825f2c9 · outbound

This paper cites Silver, Why fivethirtyeight gave trump a better chance than almost anyone else , FiveThirtyEight (2016).

Leveraging LLMs for Persona-Based Visualization of Election Data Silver, Why fivethirtyeight gave trump a better chance than almost anyone else , FiveThirtyEight (2016)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.726122Z

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.

source=pdf_text observed=2026-08-06T12:20:27.744898Z digest=sha256:7b9bcb2ef8f9544087680c5f804f06f7cf14a349110f9c71ad147f524e18edfd

Observation 2edc226f-6d88-455c-b930-8c66db0e4693 · outbound

This paper cites Towner, The infographic election: The role of visual content on social media in the 2016 presidential campaign , in The presidency and social media , Routledge, 2017, pp.

Leveraging LLMs for Persona-Based Visualization of Election Data Towner, The infographic election: The role of visual content on social media in the 2016 presidential campaign , in The presidency and social media , Routledge, 2017, pp

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.715557Z

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.

source=pdf_text observed=2026-08-06T12:20:27.749308Z digest=sha256:d8eddc2a1dc146559abfcc1f6d2a6815379caeb11354de0663909d080325e40a

Observation aeaea206-c49d-48b2-bbcb-67f096044407 · outbound

This paper cites Lurie and C.H.

Leveraging LLMs for Persona-Based Visualization of Election Data Lurie and C.H

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.705196Z

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.

source=pdf_text observed=2026-08-06T12:20:27.752944Z digest=sha256:03514c02014afe70b84e849a6d60858beabd48780b8fe0528f3a86f18a9ac2c1

Observation 662519df-84d8-4948-bccc-e4cc881581fe · outbound

This paper cites Plaisant, The challenge of information visualization evaluation , in Proceedings of the working conference on Advanced visual interfaces.

Leveraging LLMs for Persona-Based Visualization of Election Data Plaisant, The challenge of information visualization evaluation , in Proceedings of the working conference on Advanced visual interfaces

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.694152Z

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.

source=pdf_text observed=2026-08-06T12:20:27.756825Z digest=sha256:f1d3788c09779ff246a9b9d1b4d280a4eee3ad5f909be3af8caf2274196e2fdc

Observation 238fd507-5310-4ab4-9142-b04443a80276 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.683484Z

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.

source=pdf_text observed=2026-08-06T12:20:27.760205Z digest=sha256:269018e7e9a9a072115bbfaf607049c2f16965853d2855d907a112474bdb4501

Observation 301a62e3-073e-4996-a8ca-8f6ed532ef5c · outbound

This paper cites Correll, Ethical dimensions of visualization research , in Proceedings of the 2019 CHI conference on human factors in computing systems.

Leveraging LLMs for Persona-Based Visualization of Election Data Correll, Ethical dimensions of visualization research , in Proceedings of the 2019 CHI conference on human factors in computing systems

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.672866Z

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.

source=pdf_text observed=2026-08-06T12:20:27.763432Z digest=sha256:02ed0d8990ea6c492fe48daa0f62ad653ad37c63db10b4e2143d8b7ca1283028

Observation ff1a717e-dc2c-4bed-bc00-60ede4e7dd0c · outbound

This paper cites Mulder and Z.

Leveraging LLMs for Persona-Based Visualization of Election Data Mulder and Z

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.661291Z

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.

source=pdf_text observed=2026-08-06T12:20:27.766865Z digest=sha256:6bc6aad4f45309741accda8c3ba42845c58823d8c067dc5492c1f4368e7cbf81

Observation bf0c212f-b8df-423b-97bd-36f9d3640c1a · outbound

This paper cites Long, Real or imaginary: The effectiveness of using personas in product design , in Proceedings of the Irish Ergonomics Society annual conference, Vol.

Leveraging LLMs for Persona-Based Visualization of Election Data Long, Real or imaginary: The effectiveness of using personas in product design , in Proceedings of the Irish Ergonomics Society annual conference, Vol

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.651166Z

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.

source=pdf_text observed=2026-08-06T12:20:27.770021Z digest=sha256:9f9d541f9ab2608ae012728747b27d0aacfa26d80fa66a76e56ca3f6bd381160

Observation e46687c6-6be5-4a91-824c-744ed1ddcf0b · outbound

This paper cites Miaskiewicz and K.A.

Leveraging LLMs for Persona-Based Visualization of Election Data Miaskiewicz and K.A

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.640936Z

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.

source=pdf_text observed=2026-08-06T12:20:27.773833Z digest=sha256:6ddec6a551fd80304d895c266caba17afec5643eb0d73847038aeafc183aea54

Observation 5960e192-6e3a-4771-8632-cf538d94fd97 · outbound

This paper cites Nielsen, M.

Leveraging LLMs for Persona-Based Visualization of Election Data Nielsen, M

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.630359Z

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.

source=pdf_text observed=2026-08-06T12:20:27.776837Z digest=sha256:730ea0fe64d86a2796640608c4b895bead8e6e71fb0595d42c49b2508b7f5102

Observation bda0457f-79c6-4476-b590-e5956666a63a · outbound

This paper cites Pruitt and J.

Leveraging LLMs for Persona-Based Visualization of Election Data Pruitt and J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.619904Z

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.

source=pdf_text observed=2026-08-06T12:20:27.780026Z digest=sha256:6792ce7fc4b0450a18dc50fd5c9b4004ed8c420e8fcfcca59ab2e5c6db306bf7

Observation 21113a05-8587-45af-8989-f9b463d8b620 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.609863Z

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.

source=pdf_text observed=2026-08-06T12:20:27.783070Z digest=sha256:96bde3c7f02975158c097983f209d88434c546886589237788b7fa7a9a8dc69b

Observation 831d1517-9c18-40d0-9422-1fbfaf6839bc · outbound

This paper cites B¨ ottinger, H.N.

Leveraging LLMs for Persona-Based Visualization of Election Data B¨ ottinger, H.N

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.599296Z

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.

source=pdf_text observed=2026-08-06T12:20:27.786097Z digest=sha256:fd0c10481346bb760daadd67ee126d613c6d7d400835b252352a7cd37de2240d

Observation 61ee793f-4e3a-4016-a139-0ce458f2242d · outbound

This paper cites De Haan, S.

Leveraging LLMs for Persona-Based Visualization of Election Data De Haan, S

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.588190Z

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.

source=pdf_text observed=2026-08-06T12:20:27.789165Z digest=sha256:a288ce74869cd3f7ecb21d636b5779eccbcb3d3c287f44c90ad3da277ea0f101

Observation 85b39b5d-139f-491d-9387-1a4443b0cc62 · outbound

This paper cites Lee, E.K.

Leveraging LLMs for Persona-Based Visualization of Election Data Lee, E.K

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.578050Z

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.

source=pdf_text observed=2026-08-06T12:20:27.792183Z digest=sha256:d71cf7a6196822699926b0dbc50e1d8d8147e56199d0b35868c0dc7b7dbfcca9

Observation 0a1a963f-5fa1-423c-b5d8-097749772f52 · outbound

This paper cites Kim, S.C.

Leveraging LLMs for Persona-Based Visualization of Election Data Kim, S.C

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.567925Z

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.

source=pdf_text observed=2026-08-06T12:20:27.795508Z digest=sha256:d674a221503badce7ee0868b6d7798e01d1317de515d2bee026f64e28a5c3ec6

Observation 53eaec59-6bda-40ec-8727-b24ba9eab5a8 · outbound

This paper cites Solop and N.A.

Leveraging LLMs for Persona-Based Visualization of Election Data Solop and N.A

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.556768Z

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.

source=pdf_text observed=2026-08-06T12:20:27.798593Z digest=sha256:6f34be0e1de565f3dd3245855bb658e2642746f7bfb7f32456cd739408cef62c

Observation 93133b5c-9773-4f1a-8ffe-435170f30a5d · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.546033Z

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.

source=pdf_text observed=2026-08-06T12:20:27.801790Z digest=sha256:e435ac89ed2108c16a79ec7b2bb9552dd53b5cf7cfe22060ee058e0389e12556

Observation 497b4403-6a81-4ac5-9942-a25e72f42b15 · outbound

This paper cites Panda and S.T.

Leveraging LLMs for Persona-Based Visualization of Election Data Panda and S.T

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.535791Z

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.

source=pdf_text observed=2026-08-06T12:20:27.804995Z digest=sha256:e82fd4569e1246eebbe7f02f75fe00d4f6de23d2450a7b902d338310f44c100b

Observation 8bbe8fdf-3390-4c6c-a996-d100f2f6976c · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.525586Z

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.

source=pdf_text observed=2026-08-06T12:20:27.808152Z digest=sha256:ffb8cc8e76ce73c87758a0be95817e4d83f32eaceac9c18813a3b08af31160a9

Observation a7f0a67a-a499-42d4-bcca-dc8fe254dfc0 · outbound

This paper cites Yaqub, N.

Leveraging LLMs for Persona-Based Visualization of Election Data Yaqub, N

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.515173Z

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.

source=pdf_text observed=2026-08-06T12:20:27.811339Z digest=sha256:1b21b94a1330848581c15069c625573ee02220357b07c9b253e18fe0dd0c0753

Observation 33ed04fa-826c-414d-9944-9e538c7a293a · outbound

This paper cites Blomquist and M.

Leveraging LLMs for Persona-Based Visualization of Election Data Blomquist and M

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.504325Z

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.

source=pdf_text observed=2026-08-06T12:20:27.814510Z digest=sha256:ba4a0ae4f3eb59111e8497d85c6342eba08348e5383366af52881b66a532afad

Observation 872d39dc-3f70-49bd-b412-cdcfffbefc95 · outbound

This paper cites Pruitt and T.

Leveraging LLMs for Persona-Based Visualization of Election Data Pruitt and T

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.493518Z

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.

source=pdf_text observed=2026-08-06T12:20:27.817732Z digest=sha256:9e7926bedb4ca1092ec0c50a939d0dd48011b3fa52c1dccc54d5799d4e9c0e77

Observation df405544-b692-49a6-a1d7-8732d434bdda · outbound

This paper cites Salminen, K.

Leveraging LLMs for Persona-Based Visualization of Election Data Salminen, K

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.483360Z

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.

source=pdf_text observed=2026-08-06T12:20:27.821586Z digest=sha256:e9573020ceda34e7afe853cae760f89a2874f331707c377756c71afb0e2e110c

Observation 0c6e0b3b-5f2b-45fa-9b80-dda38d3f48b2 · outbound

This paper cites Jansen, S.G.

Leveraging LLMs for Persona-Based Visualization of Election Data Jansen, S.G

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.472673Z

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.

source=pdf_text observed=2026-08-06T12:20:27.824968Z digest=sha256:46c20122bb64232f16cb3345c99203b9073bbf2526b3054ac61ca92b2e86565b

Observation ce61053e-d277-4b06-ab1b-8809747afde3 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.462079Z

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.

source=pdf_text observed=2026-08-06T12:20:27.828192Z digest=sha256:3d1a61d470380813f6452ae6e9e1ad7b536e96bab71a1cb728fa7d4a9de26d8b

Observation f2b3fec9-37bc-4687-86b4-75e77c0cd6aa · outbound

This paper cites Goodwin, J.

Leveraging LLMs for Persona-Based Visualization of Election Data Goodwin, J

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.451376Z

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.

source=pdf_text observed=2026-08-06T12:20:27.831465Z digest=sha256:1488fa51bd02e88c252b46b55aec46c3d686188b8d02075857e18c8b9897bb06

Observation e0ee8a76-d072-4aec-9164-90042afe8d24 · outbound

This paper cites Wassink, O.

Leveraging LLMs for Persona-Based Visualization of Election Data Wassink, O

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.440549Z

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.

source=pdf_text observed=2026-08-06T12:20:27.834834Z digest=sha256:a9e6e20b96f6030e403c7d52c61b5944b90eec004c2de958f0bbdd5bbb1df393

Observation 4dc68028-22ab-409f-8ed5-5e2d2526a844 · outbound

This paper cites Elias and V.

Leveraging LLMs for Persona-Based Visualization of Election Data Elias and V

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.430244Z

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.

source=pdf_text observed=2026-08-06T12:20:27.838052Z digest=sha256:9e07a8eebf2b7cf5f7b2cb91691a4e6a7ef06d78d19b172011f8d05a51fc97d4

Observation ebbb4967-a05f-4180-8a2a-aed606ee0380 · outbound

This paper cites V´ azquez,Are llms ready for visualization? , in 2024 IEEE 17th Pacific Visualization Conference (PacificVis).

Leveraging LLMs for Persona-Based Visualization of Election Data V´ azquez,Are llms ready for visualization? , in 2024 IEEE 17th Pacific Visualization Conference (PacificVis)

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.419988Z

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.

source=pdf_text observed=2026-08-06T12:20:27.841236Z digest=sha256:30e08e5966d02550437f1c1579f2d8bc2a47619b56951f9cbc22fc3284c2ddf2

Observation 07e8edf7-15c7-4a90-bbd7-e9f855c84a4f · outbound

This paper cites Lo and H.

Leveraging LLMs for Persona-Based Visualization of Election Data Lo and H

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.409287Z

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.

source=pdf_text observed=2026-08-06T12:20:27.844749Z digest=sha256:eab382a85f42112b408e5e1a0e679b525fffb6582a36bc96dfb7676992b8c171

Observation 51fc56cc-976a-4e90-be7e-40eb39baa884 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.398672Z

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.

source=pdf_text observed=2026-08-06T12:20:27.848113Z digest=sha256:6a5bda5d2403f6f96c697337fcd6e97c01a084e623012c6572a228f98fef45f2

Observation 2cc5f59b-1161-4fa3-b170-e7a3eb824ad9 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.388753Z

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.

source=pdf_text observed=2026-08-06T12:20:27.851439Z digest=sha256:8895c2b83c919ce89b033551e37f3f50d9d002149a4f422040b1b56b543211e6

Observation 5472bc6f-eb43-4a4e-b087-8a033ccde67b · outbound

This paper cites LLM4Vis: Explainable Visualization Recommendation using ChatGPT.

Leveraging LLMs for Persona-Based Visualization of Election Data LLM4Vis: Explainable Visualization Recommendation using ChatGPT

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T12:20:27.855267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:20:27.855267Z digest=sha256:8ce8f116410693edbf8bc2490458f85542c8e05313c14731f23aa0af7b06cb09

Observation f2da8a6a-e17a-40d1-bc59-55aa6ed95681 · outbound

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

Leveraging LLMs for Persona-Based Visualization of Election Data How Good is ChatGPT in Giving Advice on Your Visualization Design?

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T12:20:27.859572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:20:27.859572Z digest=sha256:9c7e1e499a8f5c1d3c318b38bebf33c93dad663dd95b94f7d368dcd40de28671

Observation e98e49c7-b570-43a5-80e1-2a47508eb4bc · outbound

This paper cites Improved prompting and process for writing user personas with LLMs, using qualitative interviews: Capturing behaviour and personality traits of users.

Leveraging LLMs for Persona-Based Visualization of Election Data Improved prompting and process for writing user personas with LLMs, using qualitative interviews: Capturing behaviour and personality traits of users

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T12:20:27.863116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:20:27.863116Z digest=sha256:ab14ccb53066fe537ed5d18d60defe9493887c9acf5760eaf74bea5d15b734c0

Observation e3264fdc-38da-40e2-b73e-26e7f3411d4f · outbound

This paper cites Unlocking Adaptive User Experience with Generative AI.

Leveraging LLMs for Persona-Based Visualization of Election Data Unlocking Adaptive User Experience with Generative AI

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-06T12:20:28.023769Z

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.

source=pdf_text observed=2026-08-06T12:20:27.867316Z digest=sha256:ae5be1af87cc22004c67007d2c4a71532fab40dc795fb7814b78805ded06be65

Observation 178e2205-8437-4a1c-aef6-90d754053a2d · outbound

This paper cites Schuller, D.

Leveraging LLMs for Persona-Based Visualization of Election Data Schuller, D

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.378253Z

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.

source=pdf_text observed=2026-08-06T12:20:27.870725Z digest=sha256:9e924c667643b78de8019f6da5531e1d118fbe573babeef7e6e18a842e8d72bb

Observation 01413bd8-ac7c-42ce-bc73-d15a033127e2 · outbound

This paper cites Schmidt, P.

Leveraging LLMs for Persona-Based Visualization of Election Data Schmidt, P

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.368635Z

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.

source=pdf_text observed=2026-08-06T12:20:27.873943Z digest=sha256:bcfdfca13c94d5523281d0c814652455bb3fb592a572c4caf4000cb8abed991d

Observation 32ca1147-fcf7-4ac4-a3f6-b25f81710f0c · outbound

This paper cites Gerosa, B.

Leveraging LLMs for Persona-Based Visualization of Election Data Gerosa, B

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.358988Z

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.

source=pdf_text observed=2026-08-06T12:20:27.877372Z digest=sha256:7e0a0fbadcb6780be54be68cb44aa270753fef9935da96adf72afb55bffd5560

Observation dc1bc651-a5fc-463f-9b25-804952576797 · outbound

This paper cites Avail- able at https://commonslibrary.parliament.uk/research-briefings/cbp-10009/, accessed: 2025-03-30.

Leveraging LLMs for Persona-Based Visualization of Election Data Avail- able at https://commonslibrary.parliament.uk/research-briefings/cbp-10009/, accessed: 2025-03-30

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.348709Z

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.

source=pdf_text observed=2026-08-06T12:20:27.880726Z digest=sha256:f898c262aef5db74409e07c2363f7b7364ae8d187e66f80619bc6ce3d0eb0209

Observation 349f9c28-3f8b-402d-8d66-cbd735a77b28 · outbound

This paper cites Siika-aho, et al.

Leveraging LLMs for Persona-Based Visualization of Election Data Siika-aho, et al

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.338708Z

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.

source=pdf_text observed=2026-08-06T12:20:27.884006Z digest=sha256:55ed3ed64924c11afe6d3412f423b163aa013f2a8e037dab10fd6a4b3af714ab

Observation 7142397d-6e77-4848-a452-3a1668a83d69 · outbound

This paper cites Devitt, Creating personas from design ethnography and grounded theory , Journal of Usability Studies 13 (2021).

Leveraging LLMs for Persona-Based Visualization of Election Data Devitt, Creating personas from design ethnography and grounded theory , Journal of Usability Studies 13 (2021)

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.328392Z

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.

source=pdf_text observed=2026-08-06T12:20:27.888205Z digest=sha256:1a50b7448740ec7d7b898b795ba140eb374fec720c5315ab6282a8e4c7144a1e

Observation ef6b4a2a-9fd8-4300-80c1-299eede45e36 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.318234Z

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.

source=pdf_text observed=2026-08-06T12:20:27.891437Z digest=sha256:7263c5ad532f66151318bc5c6774b52a3d50ced4411b2e12a93ab69213572eeb

Observation 9fe930e0-bded-4115-8bbd-d5118b15d754 · outbound

This paper cites Zhang, H.F.

Leveraging LLMs for Persona-Based Visualization of Election Data Zhang, H.F

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.307530Z

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.

source=pdf_text observed=2026-08-06T12:20:27.894550Z digest=sha256:d67f042ce0c6e4fd9c813c1df41be91ebdce4de3a8a9e9268f4475f850e00549

Observation 07004ef9-911c-4275-9643-1d6db4c1cbf8 · outbound

This paper cites AI, Perplexity ai: Advanced deep research technology (2025).

Leveraging LLMs for Persona-Based Visualization of Election Data AI, Perplexity ai: Advanced deep research technology (2025)

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.297073Z

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.

source=pdf_text observed=2026-08-06T12:20:27.898116Z digest=sha256:fe1d1e290acfa83eb1783ffc0bf745d27ffbe7298989135437d1f7278d08c639

Observation 9fe39734-ce54-4ef6-87d6-59990064613b · outbound

This paper cites LLM Generated Persona is a Promise with a Catch.

Leveraging LLMs for Persona-Based Visualization of Election Data LLM Generated Persona is a Promise with a Catch

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T12:20:27.901405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T12:20:27.901405Z digest=sha256:77f758baa25e31dce08fa736f30dfd645a3b888cf3ac6efacb46bd0de6752f2f

Observation 5f9cf6b9-c1be-40ae-a7a8-f2a758908c83 · outbound

This paper cites Shin, M.A.

Leveraging LLMs for Persona-Based Visualization of Election Data Shin, M.A

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.287009Z

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.

source=pdf_text observed=2026-08-06T12:20:27.904986Z digest=sha256:6371413c6a80d11c3c25fcd275d8d340fe21a8fc379d57b10343423d82ae2b47

Observation f7bd7ab9-415f-4fac-89a6-6806798f261f · outbound

This paper cites AI, Introducing perplexity deep research (2025).

Leveraging LLMs for Persona-Based Visualization of Election Data AI, Introducing perplexity deep research (2025)

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.277247Z

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.

source=pdf_text observed=2026-08-06T12:20:27.908511Z digest=sha256:e5d11d8783944f8f5cfd5078630d804c6fa25064ca1c12c3dadb0c09c1a4af41

Observation e6265fb6-1cc8-4e4e-b70a-54b3ec82ee19 · outbound

This paper cites Available at https://www.

Leveraging LLMs for Persona-Based Visualization of Election Data Available at https://www

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.267002Z

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.

source=pdf_text observed=2026-08-06T12:20:27.912754Z digest=sha256:fa7366325bc4bf0f57cfa7994e79375893995bdcc2bc9d0eed80dcd004657c65

Observation 198b4e04-b492-45a1-b61e-1a520f465fae · outbound

This paper cites Siricharoen and N.

Leveraging LLMs for Persona-Based Visualization of Election Data Siricharoen and N

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.257087Z

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.

source=pdf_text observed=2026-08-06T12:20:27.916027Z digest=sha256:adfa8962bbbc559066f1624d8c6a8202051660183ae3f8470c98828074261901

Observation 4b91f09c-3cda-4129-b8d8-8242eb92a250 · outbound

This paper cites Crampton, Maps as social constructions: power, communication and visualization , Progress in human Geography 25 (2001), pp.

Leveraging LLMs for Persona-Based Visualization of Election Data Crampton, Maps as social constructions: power, communication and visualization , Progress in human Geography 25 (2001), pp

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.246828Z

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.

source=pdf_text observed=2026-08-06T12:20:27.919273Z digest=sha256:92508504dd55c1dfd9fa4d24cfaad626f0093ef1ebadb8b792dcb827ddf58c24

Observation b74aeb92-053c-484d-8910-bfef5ee4b2ed · outbound

This paper cites Segel and J.

Leveraging LLMs for Persona-Based Visualization of Election Data Segel and J

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.236598Z

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.

source=pdf_text observed=2026-08-06T12:20:27.922516Z digest=sha256:a43d1c7f4c274da4f6f54f76463fbcf1a183036244d08c66f29a5f6428fb1b7f

Observation b54be216-aed0-4ce0-8cb5-6c247b03918b · outbound

This paper cites Gleicher, D.

Leveraging LLMs for Persona-Based Visualization of Election Data Gleicher, D

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.226749Z

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.

source=pdf_text observed=2026-08-06T12:20:27.925768Z digest=sha256:de8291b7b8fad38f18f1bbc37c7d5b93036e00964156b43ab7ecae53be0a1d16

Observation 946a4b59-d7c5-4f94-b65e-f72f87c3d56a · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.216211Z

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.

source=pdf_text observed=2026-08-06T12:20:27.929136Z digest=sha256:7288f443521d68ab7231264f3a1513bebc60646cd25f3de7e511f4d13c0805db

Observation b0adfcfc-dc3f-4cc0-8a83-c56de0f87558 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.206825Z

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.

source=pdf_text observed=2026-08-06T12:20:27.932281Z digest=sha256:47c40b629f0ecbeb2287b0a5c98d332fe0bd7d792e150bf087226e45e7fc1db6

Observation 92828345-4295-4dc4-95e1-4a88f87a71cf · outbound

This paper cites Meyer, A.

Leveraging LLMs for Persona-Based Visualization of Election Data Meyer, A

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.196416Z

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.

source=pdf_text observed=2026-08-06T12:20:27.935800Z digest=sha256:b3e37296bf15180bcf408e211212767eb0af40df84fa39091732b6a1d7049dfe

Observation 4921a50e-565f-4b5a-bc5a-a717d955b2b9 · outbound

This paper cites Coleti, M.

Leveraging LLMs for Persona-Based Visualization of Election Data Coleti, M

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.185829Z

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.

source=pdf_text observed=2026-08-06T12:20:27.939063Z digest=sha256:ac9eeeb33fc29c8f81b00a6a499f0dbcb7eda77e88919c1b5515e0835582f55d

Observation 17573980-3d12-45e4-8178-0f30de1b3477 · outbound

This paper cites Studio, Bar chart race (2025).

Leveraging LLMs for Persona-Based Visualization of Election Data Studio, Bar chart race (2025)

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.175143Z

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.

source=pdf_text observed=2026-08-06T12:20:27.942445Z digest=sha256:82f82ebda70dc49690527cb32b2b958c9b44b6fd24c19635cac5e9be42942456

Observation f38a7bc7-8886-4073-b49e-90518b4c57b2 · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.164744Z

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.

source=pdf_text observed=2026-08-06T12:20:27.945657Z digest=sha256:1bf2b79939f6b65728b38141cc21bc28cc47b8815be8fe8aa9b37b33064fe3eb

Observation 12a1b706-b850-4f28-a369-bdcbfc2af5f5 · outbound

This paper cites Wong and J.

Leveraging LLMs for Persona-Based Visualization of Election Data Wong and J

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.154127Z

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.

source=pdf_text observed=2026-08-06T12:20:27.949163Z digest=sha256:6cb0631cbc93beee1875e85d2684f4f72333883c15405c27f8d639726939183b

Observation 949fef43-9bd7-4f66-8d62-c0928943c9b4 · outbound

This paper cites Kuparinen, J.

Leveraging LLMs for Persona-Based Visualization of Election Data Kuparinen, J

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.143521Z

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.

source=pdf_text observed=2026-08-06T12:20:27.952411Z digest=sha256:122f128c44267892537004d19f52428451316aaec86ab493c945e21c804cb3f8

Observation ef7064de-04d2-4c60-8f99-a8eb48adda87 · outbound

This paper cites Munzner, Process and pitfalls in writing information visualization research papers , in Information visualization: human-centered issues and perspectives , Springer, 2008, pp.

Leveraging LLMs for Persona-Based Visualization of Election Data Munzner, Process and pitfalls in writing information visualization research papers , in Information visualization: human-centered issues and perspectives , Springer, 2008, pp

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.132309Z

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.

source=pdf_text observed=2026-08-06T12:20:27.955669Z digest=sha256:f2cbc3a1275e386d04b0e05aac7fb640b7584fb93c7d43d2309f8f6147881df8

Observation 16b9387c-939d-4438-82a8-ac70bdce9c8d · outbound

This paper cites Mutlu, E.

Leveraging LLMs for Persona-Based Visualization of Election Data Mutlu, E

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.121826Z

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.

source=pdf_text observed=2026-08-06T12:20:27.958833Z digest=sha256:6dd5949e97a37a881d6b97a2f2a52585eef3a22eaefee78f1c54a94f855df0f2

Observation 6107bbce-3bfe-4e27-b75b-6c2fe61a6028 · outbound

This paper cites Qian, R.A.

Leveraging LLMs for Persona-Based Visualization of Election Data Qian, R.A

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.110589Z

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.

source=pdf_text observed=2026-08-06T12:20:27.962333Z digest=sha256:a24bf7670cd652c89910c4ab333ec9980a36d8e9f296f50344e1feed2cd0788d

Observation 8fd93f00-c9b7-4573-b16e-d0e514bc1274 · outbound

This paper cites Angelucci and A.

Leveraging LLMs for Persona-Based Visualization of Election Data Angelucci and A

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.099601Z

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.

source=pdf_text observed=2026-08-06T12:20:27.965857Z digest=sha256:530c0f4c2758384c64c9995995a8849802ac7327fbff5e3827cc3d820c2ed239

Observation caf251ff-cbab-4322-aa4d-3ae745a6b8e4 · outbound

This paper cites Linxen, C.

Leveraging LLMs for Persona-Based Visualization of Election Data Linxen, C

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.089101Z

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.

source=pdf_text observed=2026-08-06T12:20:27.969112Z digest=sha256:f26fa8492e1f19d3da3c0642ba00fbaf837b278d754d963d21795cf2545b6306

Observation 042aae45-99ad-4b04-b668-928c7a18119b · outbound

This paper cites an unresolved cited work.

Leveraging LLMs for Persona-Based Visualization of Election Data Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T12:20:28.078002Z

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.

source=pdf_text observed=2026-08-06T12:20:27.972209Z digest=sha256:c45094040a07a9a88b93bcd479cdd90b44460ae671c9ffbca92f4203354079ff

Observation d5317adb-999c-4318-8592-d40f6c06a5ea · outbound

This paper cites info- swaps.

Leveraging LLMs for Persona-Based Visualization of Election Data info- swaps

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T12:20:28.067393Z

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.

source=pdf_text observed=2026-08-06T12:20:27.975442Z digest=sha256:e557a87a4bcce9e89fd6ce5f27c3c7df170964b0f812fa4ecfd059d6c82d0afe

Pith citing papers

No inbound Pith citation observations are available.