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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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.733639Z digest=sha256:34cfbfb5e112f7ef86deea8c35f91eccd52638c490ecd3d801a7e5c672d3bb00

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.737698Z digest=sha256:59f280d4820e58a1bf3756fc3419b67454afbdd98a933e81720cbaf8bd7b2b13

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.741217Z digest=sha256:17360de1fc3ae38ccd7ab9c28e6cfcbef715017b868cc8cbc1e88e135348ca0d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.744898Z digest=sha256:001b93f5d336ed69c744c1b66c28f327747a2e06bffa5983739f7681ebc5fc8f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.749308Z digest=sha256:1e0e3b5f7b7c74b0cbadc46ebd3be4943ef30bcfd4102dce93211c53d4f38733

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.752944Z digest=sha256:2c49c6d590014b92c87f23f7d25da47bcab661b8ece90d8ec9d578cc839abe1d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.756825Z digest=sha256:a2d3235be13c84af7dfb26b0704ca0ec1d7e6f046dad69868383243d601c2993

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.760205Z digest=sha256:a4494412f84ed4432349fb9a02f93c752904e4ab340a99dff5f27fa573c410a3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.763432Z digest=sha256:4d53c5a59c568649a581213375ffad770d8e6c7e781a7c354d0301ffe3f8286d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.766865Z digest=sha256:d77a061070f6aa7d119ec49125849ca723c1aeddaee11f443a996713d0623ef6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.770021Z digest=sha256:83e241ede3a5986a33e2526e1993dc7290bd4077b7b9fb2c64550f99cf5d27b8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.773833Z digest=sha256:529ce88d7d15b852a5114ab50eabdf5b2f19c66682722d1713237b2f381d0628

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.776837Z digest=sha256:a9a9ff2a41f0d56648d23d09477da8e45dff383f3da5895a3764c738a4f2fc38

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.780026Z digest=sha256:2bcd36dacebcc5935dc58dbfda590780cc9332b803213262a8d446b8b3490546

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.783070Z digest=sha256:9ab956412ca8855b7d4a52e7ffc075bf883b1abea74a5df610595a917b45af3c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.786097Z digest=sha256:026d5c3e3483a675c2743ea6e653cd133fcb8833598eed987af639018885d339

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.789165Z digest=sha256:b9fbbb632d67295ab8a752d53047de68739d06f156a014e4e85513d6fb0b9711

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.792183Z digest=sha256:4c49d1712b02e97feedef0c80d4cb4bb6ad752c4b135adcd7ed460f316e95491

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.795508Z digest=sha256:d06b449bc946329c30c2fdb729b60b2c27f4ed94dd9ae2a40d99359b40e2ce70

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.798593Z digest=sha256:bbce2e0c4d001f169a5143d8bee309a5359278ed6e3a6652a92023755697ef83

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.801790Z digest=sha256:99fe02b6048106f5fb6d84c65ff3af8727ca1da9ac4257522c3f742d6eb85998

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.804995Z digest=sha256:db6a168b5a5155d8aaa3ca1938c2fff7229d317f2b823f6f31cb6a68d61e817e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.808152Z digest=sha256:27b33a80862bca426463ecc84c74ea5d10bdc9fd1f9ecc8e58cd73dff3f06556

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.811339Z digest=sha256:611f66edcea31e888268e95f1a395fd27edd92c5162a40d051bfe56f0ecbb9b2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.814510Z digest=sha256:f8fc4bd3edb881f75b1090b3ceded947e1c21e8ba2d776f79a767700d64e2cce

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.817732Z digest=sha256:0f0a3a995f44fd43b49b96a5ff8bf8833aba124cef6f4a9e3ab6fe0bdcaee23e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.821586Z digest=sha256:2be0a1a6faedd88220fb3ffa67db0411774de3c1be016a288957d4eaa8480fe4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.824968Z digest=sha256:4e0e7655164bfe92b93f9a3a8de42364dd6f55a67580e0ba442ec3ad0b035cba

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.828192Z digest=sha256:89cee715d4e5f584cc77d765ddb537dc68ba641f16fb279a3bfa7996226a73d7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.831465Z digest=sha256:1aa0f8a64518764e2080d03a2f557932b53a07aea716cf1936a2353ab6f7ff06

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.834834Z digest=sha256:1d657c87af300df8a241cef6655166d356bc86336d39611137e2a8772a7e00e6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.838052Z digest=sha256:8a014d00f2e43d7b5b13251c2558e58edd800d3329c197df8c9ec95a8e51a547

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.841236Z digest=sha256:309ee089aef11b923f624920670102fa55af96c5002f23797e3213b7d5cf1a52

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.844749Z digest=sha256:cdbe1e3eb21d36b9df7c41389f7a83c162ce66e6c7eba05c95f7c0ce392e6744

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.848113Z digest=sha256:c958ef0f95800e3acb600cfd4a79229745bbf4fd99231b9aa6aaf424be603425

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.851439Z digest=sha256:4c365c4364473a61d6435de8ba26930f38de1bef902f6ad5001045db9c311a4a

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:ed008b5bfeb1a7d2ff5c4a6119c91f9b2ef590f1179ca3bd5905c40cbb142c34

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:b659d83cb8f9e98632d983318a9cee53f3e29e2cfa8db5126ee092e5247e8312

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=sha256:21d8343bba9d2f2ba8edf03b9b3d506d5594068f389c69a045e53355af2814bf

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.867316Z digest=sha256:95f5e0176ceed9fa8af04dca1241daa3093a1182e3a70ebda63f48148cb8c5a6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.870725Z digest=sha256:5547ea4b45b145672468b97d884ce374de9ca55a46f35e5f82aaa5471c30919f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.873943Z digest=sha256:e2d17001801257754ffd12d3ea6d54390c6e7288f4e3cc9067625e18c92278de

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.877372Z digest=sha256:e2dae4f62b448bd1ac12b5c4bb93d6a3499d8e26d79f104066fd4f7b3b8cd33c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.880726Z digest=sha256:76289f49a5c1dc5c3da27d1e0c43cd799a88feb74721f9686252ac895c099ebe

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.884006Z digest=sha256:d146f74c4fa3c5f24da66287c6a72aa1fc508c2f4b36a13b4dfd2a7014c2b5b0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.888205Z digest=sha256:7472879d5f2a4f21aa7b026086b4ba8fae518c8ec249e754e4479ccdc28e2e53

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.891437Z digest=sha256:9bd7b06e204f1995b4bc82d5b317d5e7c2539d8053c6d4e9d8d408f369406ae6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.894550Z digest=sha256:373793c76d4b9f4527be6fb178baa6548d8399803a5efccc3c3bf95f239321b7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.898116Z digest=sha256:39057e37eb0a4803c61e3c65924709bbc1631ce24b0055a9cfdc837719987afc

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=sha256:2ef187f42e422160b98a0c40edcb1c38413b14199bf196b1d57e5ed18ce7d6a5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.904986Z digest=sha256:a8a24aed7a4f9f485487ca680261f996fb82a6603b3178d5a8b6a57bed3a943e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.908511Z digest=sha256:707694fc2749004fe2595dcf461a6c162d7b5c254199773471428e041fad5ac4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.912754Z digest=sha256:e4fffab993ee3ecd6148f9c6726ce9d39056aabcd1923f3678bae9c53eced56e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.916027Z digest=sha256:0db4708e5ea15f0f0c119770c37cb5ae62f370d57e67b7cbce1c0632e35c0a4d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.919273Z digest=sha256:89d32a4c5970f060d45df6f024ba291039c6f6924cd5ee8e35aa13d6b076f583

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.922516Z digest=sha256:24d4035ee1dc4c34c5cd44f8d3b021c708e8704edd6067525137a36eed09f1d0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.925768Z digest=sha256:38de0fe812f7a31d5dca02e7c7f0e2d1a4268fe245a44edacab04f54dc1ab1f7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.929136Z digest=sha256:487f51504dbc1f9f7e94a26a0953ae9fad9322b6ed46e4b2f37906f3adb82c51

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.932281Z digest=sha256:3a7c6b5d34f075fc8bb9a3953fc21cbd2338c5c9bb8ff6c352c7f8658e02cb95

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.935800Z digest=sha256:da50f6b5c5b33b6ac54ff1136431af588d8973127b953b5750e0719c88984bd5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.939063Z digest=sha256:b77bd30b908e02ffee77a43c90afadd1de53ac0de9a1dc5bad6818774d8b6fe7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.942445Z digest=sha256:665363009d96449ce566c4e64a5bad07e56dcfa1723951ae873f3f6312bd696f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.945657Z digest=sha256:d11696fe119e21d96da714c6c261654c47a5050395d8cc6f8185fb5990c48426

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.949163Z digest=sha256:fabd2f8892abe41b622ccd241945a51a8400e8a1514703171e84d3dc080d6694

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.952411Z digest=sha256:db5a9425659a18c8dd34f579813475e7fff27d2b08d88f8ecfc5fb692704c25d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.955669Z digest=sha256:7ad85d166ffd735927ff9b7bb3ddc9d51c8864b21d9fe3420f8187b48968f63c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.958833Z digest=sha256:5a470931a00371afc97c51b4545062e2d3c6fa2cc1f89c3ece2d3b0a20484612

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.962333Z digest=sha256:70811061f2375e4816452a9cace984680cc1db9d57efbfdbac72445cf5acc552

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.965857Z digest=sha256:07424c6ed48b1f60a326c0eeb995c91ba8d4222beafa0d78d1dfe84523d735fe

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.969112Z digest=sha256:85aeb01f26849d80723dec667cff94097b366f51d44c7cf451f71d5212becab9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.972209Z digest=sha256:b3d121f46e60364a88764e36830b8a87239c9b8d0f29b2d783ce6ac58686c08c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T12:20:27.975442Z digest=sha256:28afa5cafb2aab10c67c69299ecc51661b03459501f10c934f34eb105bbd6b84

Pith citing papers

No inbound Pith citation observations are available.