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Paper Citation Record · LEDGER

Leveraging LLMs for Persona-Based Visualization of Election Data

As of 17 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.733639Z digest=sha256:00959656dca74ea057a270e42d8cb843f9c233c7dff1e57cf4afa48699910f85

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.737698Z digest=sha256:5db13a072de22df8c214556765b291181795598dc4dfec36192324deb468a9f1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.741217Z digest=sha256:cbdce0e02e16f4abcc010a17ce4ccd7161b8df11602d9e13bdf57412d71dd80c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.744898Z digest=sha256:f69effaf1d50467dcfe33286bcf1fee9995606a9a62f8584fc5d515baa3bb920

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.749308Z digest=sha256:6a2e273faab6837f620a1ec3ac4a51d48a9b82c56309677a12c061868c11b3cf

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.752944Z digest=sha256:d3c88e9c7aafd22ae40cb453733d8b0dbae85f298a2de0cfad170b3f42b8e2c2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.756825Z digest=sha256:7a26ae01b5c46f908911df1dc2d461e9670ffa7412e507c2ec7878b6482ab92b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.760205Z digest=sha256:f934160882060c2ed328b30cffdc8bb7fa39333b8ab916dfa63e5c85b1ab7049

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.763432Z digest=sha256:e1628637c47b1b379610002c405794a846dfaafa2d98143b170077abafa9eebb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.766865Z digest=sha256:ad9fb267f9bc63e9198dd8f1d1900115cce67d0b74d4dab4ef56db982638cd3f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.770021Z digest=sha256:be98a43144c2841b51865cb80afb9e3a97557cbf1e9e90151bf665e8284266d1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.773833Z digest=sha256:0690e40beca0a49d684b2be4482669dd037de5543cbb8a3e233e3daf1a8f9e3d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.776837Z digest=sha256:8de440125f7463c5f5d9de771b5a2696ba5c09465f8f1331e4f12074368498f0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.780026Z digest=sha256:56a2a4c15aeeab77ea68973de09b020bb660f1bd51a898b261069fa69c05298e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.783070Z digest=sha256:0decf20c0fd5ff8c1f01a819d2ad4e8dfd80eb7df1d520eba6666fce4a0e6544

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.786097Z digest=sha256:a64750e3a21116e37a27cc1a0c29dbd45b685cefdee74019523ce81ff25485a2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.789165Z digest=sha256:2e97e1a5968fc093ee98e817c621b01ece48c4ced7870f66adb26c4f58d718af

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.792183Z digest=sha256:676e76ac7c1b2975467ab5c49ac8cb594fe7982abc05cf2c84131a06eb0710a3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.795508Z digest=sha256:0b45f7376929962e7d9c3e2c7daa83a5b74826a369f7a82610215d4333511b5a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.798593Z digest=sha256:504de7db499da90289eeae82d048513e2313bd1c40d1a922f57fc45e6dae68ce

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.801790Z digest=sha256:78af374b65256304a79a8589e6cd57fcc14a178e841bf9647ecf768998347ef6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.804995Z digest=sha256:13f174055faf2f1c70a1522be349f48f500b45a3ad117a370b9b2ae5ade39ee4

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.808152Z digest=sha256:7d226cbc5f570f7439ddedb806c184dc1c67c1594f5c206a40d781ccaab096dd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.811339Z digest=sha256:e8816e74283f89987d945d23ec70fbf1b1f8867d783abd2814c986045ca85615

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.814510Z digest=sha256:85c20412f8655b7cbd2353ffcbb6c3d7a2b15f21d12f59d3648bd46d219042f0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.817732Z digest=sha256:489ca31308e9c4737014dddfae6a4ce9ad53d98e9453d1e8a9151c95cb83d5c1

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.821586Z digest=sha256:c82c8193baecabe951761dc2e115ca921cb129c93d0a7cfd638d6165b3810ea3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.824968Z digest=sha256:7fdf499068664bd38ee086a74fc3b754372ca4b67c9f99f0095b1789e9dd898b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.828192Z digest=sha256:1b7ac51ea0a83df8561cf400c471703e975a58a2dae7a15d79743340b6a42565

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.831465Z digest=sha256:ba2ef3cef455d96462749fc06c2f0f81048f25000b5d36681b32b456af37e195

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.834834Z digest=sha256:287444833ea19052cdbd3f25a531fccbd50e7adaee7d313cd6f146932edd1f91

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.838052Z digest=sha256:0ea63710ca7d933dc135b232e9411d421f253c8fa05521a1f0ab21a76f834838

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.841236Z digest=sha256:1847973272e79dc25dbcf22b024113ae62e5b71434f542fc16abcb224f2f96d3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.844749Z digest=sha256:749cd3f5d5cfa1fc2c151095334801b3378e28a0a859498e02eb8045106aa68b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.848113Z digest=sha256:4a4dbfb35f7a0dad8c1012af3d32fe066afbf8f118588355f2d639a477f82782

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.851439Z digest=sha256:a7ca1e416d69986eb2c9b14171d581987b49babc8a5d984bb6e7e96765f45dec

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=sha256:83efa0afe282976fbd57a9b65babe919e8c668cc24ce6915f0ef63eb3d252aea

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=sha256:4f526531b7b4fcbba4bdbf8953fd388b96bd15ce747bf1f720f9eecbb37eb14a

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=sha256:793e1e21e10f02cd1acfee6f46d207be7265489376593c6513b3436ec140e75b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.867316Z digest=sha256:571ea53a13e44e0a77cc376cae8fb400b04bedd82e34344cabe1c15742976c2d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.870725Z digest=sha256:a0d44481dbc7483c3fe3ffa9727f89d024f28e6e559458ee2a82669e09e7ff6b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.873943Z digest=sha256:9e94168bfcb0ef1b58decef793f0d72b1cd61df4a9cc76b936cda2a2c5ae7b41

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.877372Z digest=sha256:c86db71f4f3c869c5d2f50a11e27b71743ed929d8e2524a8aa235195577a7cfa

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.880726Z digest=sha256:56257fcf812499c69ca832d9ca1e64a364b57c24b7a3e975e7e64858b5552951

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.884006Z digest=sha256:fdbb3e3c609840e3f9ec55e5670c1c05cd79825c21af619e7b9b549f1980669b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.888205Z digest=sha256:544d9d4ee8f8ec257c55aca193cba7c0c0defd8621fb0b8a1f2c0ff231a7e0f9

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.891437Z digest=sha256:9d297021ed9b91e4cc945c9bd756548348044214ffd324fb8c5b775e4b57c63c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.894550Z digest=sha256:309b0aaf16125be04e5c72f5d8cead9c56a17aa9710552d58b79930612ae7903

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.898116Z digest=sha256:7a5d9d2f234fb4e5ddb0dfc7af635e7506ccd22b80caafaf40ab094df7c1b98f

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=sha256:0f00bd0faee6438976b102a7eed5586b77d1bb3062dd3c47f0f47b0556722d4d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.904986Z digest=sha256:389781f6482c23a121362802bcdee4d48f60c434b3ec98d21e0985450d26d87a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.908511Z digest=sha256:c3900abeec78aabf6971e1f2725cded4a81cf3ba6b265e545f3b0ee8f9429b4e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.912754Z digest=sha256:19958db829d01c31f8c85921c096ce4f0664c8f775ac96e6521ea551c8e88497

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.916027Z digest=sha256:ef29e913e885cea358a3d1f4ed1664f865ba9720c1aec106605b681c89b70b25

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.919273Z digest=sha256:cf80b5f30fe3d0d9ca02473f3cdc7df4ff8fc93391bd538922ea4649a9d7ebbd

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.922516Z digest=sha256:fdd1ae8f0c8beaa74e6a54621c1b436071bb97852d620f1ded46439d517ba2cb

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.925768Z digest=sha256:b7f3ee3241b9243cea0a659575a2e6790d38ffed19443fe3e739ea1bf1fcaa79

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.929136Z digest=sha256:6af5fed7a3203ccb50ca8dadb442d2f217285b397fc0cbf3461db1edcd53aa2f

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.932281Z digest=sha256:48287a1b29779cef56de2856722feb6e11e350aeb0cb8cb1b4dee647ed412d10

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.935800Z digest=sha256:2ac50fdfab821eeb09448f2f92e0b62edbfb3c5b37036749a2a2845f960a0724

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.939063Z digest=sha256:e5f7aaf69e9331e0bba7b7b23d467b3dea961bba7e791722a669bc15cf22198b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.942445Z digest=sha256:19b3212acf9d2f296f61a39eb3b4f779c428fefc6d8213f08db5a626db654358

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.945657Z digest=sha256:7ce6533b5b7fb85e00ce7253b9c419315d6b1ebd979d2528c2cff3c7d9dbc89c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.949163Z digest=sha256:73593d5039e3e67e8eafcb8eb13f55a77353126569177db94667f76137413a9c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.952411Z digest=sha256:2159e19d945bc0785d29cbb2ee04c9e32bdb24f59522de75118ee9d71047e684

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.955669Z digest=sha256:8da1021da7a4a4fbde260cc16b94b94b9a2c8cda4ec89207a4b9c692e85a3dc5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.958833Z digest=sha256:327d5af1576ae624912233e4e4e0f2cd38f056a115b076fffdf3b58b31ea172b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.962333Z digest=sha256:8e933c0f07611f7ff223a043a17fadf3d7ebb0b848130bce396ca4f9b9c12c9a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.965857Z digest=sha256:81cffc46803cda6cb23985e278b8dd6fbc66c6a5da6e692384218d2eda18dd23

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.969112Z digest=sha256:210780821d2df53c26edfbec2c07359877bcae7e3e9c095d63422b86a1ac43d5

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.972209Z digest=sha256:c628314ad3a160dd563769bed72953db9892089a7b7d257e1454a9e81811a30d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-06T12:20:27.975442Z digest=sha256:f3d04ea47db91c7d89b45ba920a80c3be089e0c79d07c674fa7e474ca66f8c26

Pith citing papers

No inbound Pith citation observations are available.