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Paper Citation Record · LEDGER

Leveraging LLMs for Persona-Based Visualization of Election Data

As of 7 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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.733639Z digest=sha256:cf3053573768ea20b295ca0368cd25d738aab0b0a364032792a65dcbe252a39b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.737698Z digest=sha256:9dc8859c231aa440bb9b3850ac845427165efed29e8efd09a539393f902408bd

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.741217Z digest=sha256:a4f3152bdeac643b8ea31639af77600e99498274141393d195638fe4d27d9480

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.744898Z digest=sha256:f255968838fb0ff877c8b3dfc114705f298c39f63eeb549022f1b2a44ca0bdd5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.749308Z digest=sha256:35b4be29373052f42f3c316f3ccd3c35572fe44e3d59d2121019dd45ca412f77

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.752944Z digest=sha256:07a7d17e455a44f1fcf1d7782d603f7af9fcf3a074ed1152bfd01cc3aed7b695

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.756825Z digest=sha256:1d190dcea173b841706140b35dbeec307557b0316b01962aaeaf0924278cfc41

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.760205Z digest=sha256:89fdb960ffc59ddf39d927844846356f1bfaa8ac3165b864e4f74375230644ab

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.763432Z digest=sha256:b884adb0a405c7f777d7971473d47597f579614f30d3241cd744999bf48c311d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.766865Z digest=sha256:c01dd7027067545fbc1d60d68cd072ce169f4d4ae5117ebcda56e517a8921bf0

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.770021Z digest=sha256:f800a1867d44df3ca51eff8ddcc47d772d2f31201317537a08b2c0f4d7356f17

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.773833Z digest=sha256:0da050d2811c35864bf705d5efa6f058583751555db13b166e0b5b277b766cfc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.776837Z digest=sha256:17ce716986d249490b0a647f60db4ae053b27b6ae8056e874f1d98028f6936db

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.780026Z digest=sha256:26600016e8e50e0cc030d2620cfb58274fb6788637706a0c27ca9b2e75700c6b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.783070Z digest=sha256:b602a3fd6f89e4d20370297312d009272f88b501d787437920d64bdf926ab418

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.786097Z digest=sha256:d0076e584b0538931bc37119cf8d7b92d11e5542efc9d18fd10958c581c1ab07

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.789165Z digest=sha256:a799115c34bf3258db2ce370d342219b07ad28a7692f4d0dbfa5a4f4df771569

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.792183Z digest=sha256:35e6e86369fe1138fee63d3de34158f5a03727db152ff6746bd377e48eb55d1d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.795508Z digest=sha256:cdd24c5d2c5e93f79d8927ea6847184a1cdc3c3ef93a94244293a1e9443d71f8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.798593Z digest=sha256:660b90abf9ebb4936f419b3c8ea2388116b62fbab4d06b7719cecdfe6660cab9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.801790Z digest=sha256:8b6ea86ca3a14585ff75f6e64283bd9905e0741129630390ad5950ae303d0ef9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.804995Z digest=sha256:6ec5e35d0f29fa4e113787d22207ebcf21d174f308511674d067f7dd8688861b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.808152Z digest=sha256:0271e2e766e0fd5cd4e4958fa5f08ff707d1c636ee444547f1d76b434a81c7cc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.811339Z digest=sha256:acd76474a5facb39989445f80fc146de2e8c3dc62836dd0681bd0385e9ed6b89

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.814510Z digest=sha256:a4b6aca258a21d08d13f3d8ef99f66a66ef9fdf2effcb8c1000d7e51ed89f3c8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.817732Z digest=sha256:e34e2be8d31f0ebba411ac66269c0915e3ae6ea64acef44d03992bb3c1e0a0e3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.821586Z digest=sha256:901b29db15f6688c73a22631f36d38968fe27977599576c7d99a2a03205a33d5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.824968Z digest=sha256:fcbf506a53041fbc87b0fe352c3bfc23a63afef6fdf9de2ea31907a1e0d5a869

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.828192Z digest=sha256:aeb9b628b53a14035a4053c5165f33865d35dccddcfa0fff341f8beb90ea5f29

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.831465Z digest=sha256:43e2c7728007cc8e1eac8f0c9b8e15f073ae11822f30305aa3c3f15519cdcd2c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.834834Z digest=sha256:dcc181d881ed61c37141032ceba3ca513cd78ee035852d24e4474a0071536ab6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.838052Z digest=sha256:599b438eaa0ef02c4224fc03249eb2a448e52f723a4c3a38840618cee850f9ef

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.841236Z digest=sha256:7a4f3ef2147d4c0aae965e98df49bf0816726ff249e13e2749cac5750019bb63

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.844749Z digest=sha256:209d27df05184df04caf7dd43fc6dda2dc3965ffb603857c9773d8cebe929c1f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.848113Z digest=sha256:8b4ce74bb3cc9f9d0484baa264d4efca3983e64c20f71d02ee4c5c19aa8c1a15

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.851439Z digest=sha256:059e1e53deeac0ff2bbe1b4460c7561ff0d5bcef8226d5b16c2c513caf26cb9a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.867316Z digest=sha256:e829175912a0030ce7c75d53bf2ca36008bf2aba1a9aa522bc11544e988c9540

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.870725Z digest=sha256:73404d633eba5c72214a6435022b22f426f919d88c6a10ee2373200a0f10236a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.873943Z digest=sha256:a7f606e377ed5abe8b2226f64bff5643015f11dbb3a94a59527155705ed621fa

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.877372Z digest=sha256:964bf88dfc0bff1c537765d9dd7a1f6dbe5993b4878abba1d814aa1f13c6ddcb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.880726Z digest=sha256:e61f65a8f06be3c95d771de54747ea12ab12225bffd1fceb05e6e63bdcdb2185

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.884006Z digest=sha256:3bc7cca2dd854147943b1911be792f2c42b56fcdb22b3d488077ed9a6a72e5eb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.888205Z digest=sha256:83239948bfedc48b5767fb90389d90610127d71c9e5b7a7cae6182177aea452c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.891437Z digest=sha256:60793f874d9474352a340bb1fac03403b41d812d97a177c6404041323e6ac05d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.894550Z digest=sha256:3360024d05c7c9906887233a9ab8efcb516751e7b9b6b6e1955b0df049901137

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.898116Z digest=sha256:f31933d597ea3b017ba3e06d2227f718263716edce0f0093f4b8f430f1d0de5c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.904986Z digest=sha256:5fe748c4b1eb3c0176dcd09c54f1acf3eec10897541334494d8c19bb99edd810

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.908511Z digest=sha256:180a0b85ed79368a4f22e56c0aa524234d3f4017da56ecf2da31fac6c5190630

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.912754Z digest=sha256:c78f1a3265e60777eeeb60a37730c8be2d5689b6a8aa65efdfce9287a9edeb74

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.916027Z digest=sha256:3551e0ecd142b7c9255d090df3e8b46d47d1999c9d4a0e5cee84628fce594e78

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.919273Z digest=sha256:10bac09246ec7648dc1dfcc9eef60cb2d426ec89a227d4f40acd2b51f36e199a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.922516Z digest=sha256:43d65bf1f9426324bd8d5184ef8399485ce3d513300cd33f8b410f85c87c45eb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.925768Z digest=sha256:c8437e1955850363c53e267eb308c20903c808eedc064fa478d909a5547fdc9c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.929136Z digest=sha256:411a281708160b17b48867a0588c595a52de3ee12827329798e0632fbaf65475

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.932281Z digest=sha256:0511a0f1d25111f8b457b6a71b8185a2cc2832e03217b9ea9bd74c0d0902e1cb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.935800Z digest=sha256:80b8c605207bbac95d9b7da6ead89bcccc8aa9da008b4a065a8efd4573dfc009

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.939063Z digest=sha256:11dd72132203bcdf1db1ebf901ebb8211decaffec6940263a27f0ed7e183c023

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.942445Z digest=sha256:cc9ad430f7f9d58433a16fec93a957667ee538fcbee0e17ed43a4cd3d9be9cf7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.945657Z digest=sha256:6d410bd5277d556d18f8ab2e6dd3ce3d58a07a9585e2575693935016852670ad

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.949163Z digest=sha256:d138ab2b9ec4c8534bb4cdd0fee17b8055534ca8d88946e33526404b28eafdcc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.952411Z digest=sha256:a6cdd0164195e9b1d0b6e4e1aafe0fe0b91f63961efbdd6f083c58d1693ee0d3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.955669Z digest=sha256:fff5381736810d32e4fb71cd96dec12d557e89a265e4017b184f80d72bfc7dbe

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.958833Z digest=sha256:3d0fd711528dba1d6cd3f2f143e328f9d0f59ced7ebbc3e431bfe76e3ccb6ad9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.962333Z digest=sha256:b894d95a5e38adaaeea47e0306d79a3089fab9d2f076208672534477a21dc664

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.965857Z digest=sha256:7f17e479ab5e40062c4ebce7532b6a473f0921b27a435f3c5f4f2d08f492880e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.969112Z digest=sha256:7da21613b05ef645bb2e825be6ccc22af8e3e991ee4c991175aa87833f78c899

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.972209Z digest=sha256:5f9c3fd4947475de21e570621d1308c229f9bc4c1ba5051d5c26f739b52f34c1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T12:20:27.975442Z digest=sha256:043518d905173a8de6b35f704bef97ee68e0212180c1edbd37a5e5d67916509f

Pith citing papers

No inbound Pith citation observations are available.