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Paper Citation Record · LEDGER

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text

As of 10 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 2 inbound Pith citation observations for arXiv:2507.19969.

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

pith.paper-citation-record.v1
2507.19969 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:58:02.489538Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T23:25:17.416071Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy16
  • unresolved12
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 5410284b-e718-4369-b4b4-d4d57d158f04 · outbound

This paper cites - Clearly specify the selected domain in the output.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text - Clearly specify the selected domain in the output

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.166673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.365050Z digest=sha256:cadb9106bed8f7d83748dccb8070554360a93053aca322c86cf4ec0a55be6057

Observation ef3d4fcc-5b8f-4920-b190-d1ec0f9b5ed1 · outbound

This paper cites A Survey on LLM-as-a-Judge.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text A Survey on LLM-as-a-Judge

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T13:58:02.324761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.324761Z digest=sha256:8b057bfd7ba26226607a7fffc15b446d08930b81a0eb5ee761993dbb2ec7f69a

Observation 16e99106-144d-4b78-b5b5-5bc9c8e6fcf0 · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:03.129700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.377877Z digest=sha256:7e0f177dd15befef36c308deea99ba1672ce1618132e6ac2f9cd57b096b1ecb0

Observation 758fed22-3d16-4496-99e2-3714499f5d7d · outbound

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

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T13:58:02.335093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.335093Z digest=sha256:6c4f2b35ae96d4aa3ad77c651e7469d8e2155d4bb442624fcbf4fb4b41af3104

Observation 07084909-e528-4e11-a731-3bf8dab9e8ac · outbound

This paper cites - Highlight the main insight derived from the visualization.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text - Highlight the main insight derived from the visualization

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.098550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.393692Z digest=sha256:68145947a95f06c6fd8c6df9ef21607c11500e557b77b0f0486db6655694a709

Observation 201db328-ed7f-4638-8b5c-361495912021 · outbound

This paper cites Vi(E)va LLM! A Conceptual Stack for Evaluating and Interpreting Generative AI-based Visualizations.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Vi(E)va LLM! A Conceptual Stack for Evaluating and Interpreting Generative AI-based Visualizations

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T13:58:02.346718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.346718Z digest=sha256:71cc6cbe8d188bde0b4c889732c6fdd5257c1f21dfca06c344c6058cb1ce0bb5

Observation cdd005b5-aaf6-4ae4-b403-c1888ede471e · outbound

This paper cites - The question should involve detecting patterns, finding skewness, assessing data spread, or identifying peaks and outliers.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text - The question should involve detecting patterns, finding skewness, assessing data spread, or identifying peaks and outliers

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.148702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.370612Z digest=sha256:e7839c082b3823369d114a79416fe136bf5a3132f56cb4efdfc0a3e916913c09

Observation d1ffc0c4-1ece-49ea-9d3f-37593a2a5b07 · outbound

This paper cites - Data should be binned appropriately to represent the distribution.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text - Data should be binned appropriately to represent the distribution

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.113979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.385655Z digest=sha256:47f4f638673ea50c11eee87acc30bab9a877ccf98d3bf546e4e4dbf0cff98580

Observation 76f74cf2-dc78-487b-938f-3266db69e41c · outbound

This paper cites Histogram.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Histogram

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.083241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.398558Z digest=sha256:5e23dc8eb40856bf93b6892a15c5a6abfbd1e4d8da8782d93b9e7892e2f8047b

Observation 33f39496-c5fd-4bf1-a306-74a377f32d95 · outbound

This paper cites • Design the question specifically for a scatter plot visualization.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text • Design the question specifically for a scatter plot visualization

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.058741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.404247Z digest=sha256:51b54abc15077eddad5d89e82e18aae4184855ca7bb7c5e0ce507dd313ceef55

Observation 65ea10f0-1459-4e48-9b3a-b18a9d0e7e65 · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:03.040032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.410635Z digest=sha256:d32df80858b7ef68a29c2f2f59ddf9020d27eba7e4f5936837907ac21ed6e53b

Observation aed183e3-2f05-41ac-969f-b1408f4de50c · outbound

This paper cites • Ensure the code annotates key insights on the plot.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text • Ensure the code annotates key insights on the plot

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.025141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.417126Z digest=sha256:2ec3a010f0cf708485c768c4f5e7e68ccfdd0bd9feafede291c908c289786562

Observation 7f9f1dc0-9e01-4624-91c9-12c5a2aafeeb · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:03.001580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.422084Z digest=sha256:16a04a2c46516fe488ffe327849c3f347baea86845e873d30901875954b7fbdd

Observation a65d07d9-f992-4375-9749-d234c625c137 · outbound

This paper cites Scatter". • xlabel: The variable used for the X-axis. • ylabel: The variable used for the Y-axis (if not applicable, use.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Scatter". • xlabel: The variable used for the X-axis. • ylabel: The variable used for the Y-axis (if not applicable, use

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.983773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.433974Z digest=sha256:66a5b55332e34982f7d6f068fcdd09cc868976b0e68a6a52f55c7391f4c368f8

Observation 60d891be-dbd5-45e0-9371-1dc92aa0a8ba · outbound

This paper cites unanswerable.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text unanswerable

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.965742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.442134Z digest=sha256:43c04e9f6ec33163bcd88060a19e7aec9f72ea6ade3368e676231565cd5e53d5

Observation fe393762-557a-46f0-9ed7-69448cc04403 · outbound

This paper cites Answer":.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Answer":

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.945620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.447190Z digest=sha256:2f7532b3e196c97ab6eb4e4ee5563c88b3e791892dbaf32c2a6cfe927b104e99

Observation 656247fc-75c6-4d53-b053-e9abde3e24cc · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:02.909694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.451671Z digest=sha256:9a70fafaff46bc31fb5d9b7a90efaebf35bd3ca6fe19a13db1baafc86f8f0336

Observation ede2b55a-4d10-44ca-9392-024a7752e709 · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:02.866165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.458209Z digest=sha256:80fdc89bed9aa297c616b42876231524d761e3161abb102fb13e3fcae8882ba2

Observation 9b530317-43f8-45ab-80a5-30795a67c562 · outbound

This paper cites Answer":.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Answer":

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.824935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.463372Z digest=sha256:14b0ac01333fd540a2ff947262e6a800a29ffd1ac1775b0c5cf9e64d4843a462

Observation 50d4a2aa-4caf-44c2-b21c-d892ed3ee985 · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:02.789260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.467895Z digest=sha256:7347393d73724ab64207ae7a451b5d40e7fb46680e78efb2e762257cf61f56a5

Observation 451e980a-e643-4501-b478-ca715304d89f · outbound

This paper cites Evaluation Criteria:.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Evaluation Criteria:

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.761382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.473433Z digest=sha256:1ec28940cfa723e256344833dc3cf476a4f7cd9e810855c1584eedc021e24020

Observation bcdaca59-0838-43dd-a414-5d27a96ea254 · outbound

This paper cites 48.77" vs.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text 48.77" vs

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.741066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.477911Z digest=sha256:165f3ef6e9b7efda23c8f5b13aa54a967c4e58563bb7c5272552e735d7730c44

Observation 9eff40eb-c491-4df9-b9ad-605c261e4efc · outbound

This paper cites an unresolved cited work.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T13:58:02.720854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.484044Z digest=sha256:84c77e390947a52bbf1504d11305aeab21609e111ab48505ee70e461b68dd7d0

Observation 9ae8415d-0c68-4216-8634-a235188444ec · outbound

This paper cites Answer Match.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Answer Match

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:02.702329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.489538Z digest=sha256:54031740a089051fc782a13735ced29789b3803f6f3e5f304b64447b7a30702c

Observation 0ae102c8-8f4a-4ccc-8899-3a2b7517f2d8 · outbound

This paper cites Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning

Reference 2017

Resolution
malformed identifier
no resolver link, observed 2026-08-06T13:58:02.358475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.358475Z digest=sha256:be17b70e3687cf3a31fa655c2077709369df780af803ae6e307ff5d36ee21d8c

Observation 0c050257-019f-4c86-abfa-7625c5523f69 · outbound

This paper cites GPT-4 Technical Report.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text GPT-4 Technical Report

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-06T13:58:02.341262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.341262Z digest=sha256:b2e07901a73976cc0e20d85882373e4d26dcf3b4d399bfd3c5558d521d396560

Observation 81dd8962-977d-4c77-abcc-fc5698cb9dfe · outbound

This paper cites In Computer Graphics Forum, volume 41, pages 555–572.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text In Computer Graphics Forum, volume 41, pages 555–572

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.202814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.329942Z digest=sha256:7614339764a243a44a31bdfefb51336218a8a5fae1dbde8eea68d79439d0e2e9

Observation 47db1f9f-8980-4871-a56c-08162cbfacc0 · outbound

This paper cites Advances in Neural Information Pro- cessing Systems, 36:46595–46623.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text Advances in Neural Information Pro- cessing Systems, 36:46595–46623

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:58:03.183217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T13:58:02.352131Z digest=sha256:2d5c23bb6d5db36b908681bcb8d9d25f3f90197f5a6641ff0ce0b06eeceddac3

Observation 85d4284c-337f-492b-80bc-3afc234cf03e · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T13:58:02.318463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:58:02.318463Z digest=sha256:7641c3cc76bba3b9e9b00b22faf44ae9b2499f146d47e31e8cc35d9df6dcee65

Pith citing papers

Observation 3740b15f-6846-4175-9424-9faf0b658222 · inbound

Exploring Agentic Visual Analytics: A Co-Evolutionary Framework of Roles and Workflows cites this paper.

Exploring Agentic Visual Analytics: A Co-Evolutionary Framework of Roles and Workflows Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:37:03.953244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T07:34:35.982225Z digest=sha256:9ea1de10028f8f042db0296339085b594f06680396872733fd175ddacb0b6556

Observation 29d50674-059a-44b6-a16f-f4e18200c7e1 · inbound

Business Utility of Large Language Models as Exploratory Data Analysis Agents cites this paper.

Business Utility of Large Language Models as Exploratory Data Analysis Agents Text2Vis: A Challenging and Diverse Benchmark for Generating Multimodal Visualizations from Text

Reference 26

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T23:35:06.988958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T23:25:17.416071Z digest=sha256:269c75792f07deecdf85a1af2c6d202e551155bad6e5f197b872c343e1de54bc