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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.365050Z digest=sha256:de92c8b36cd73486ce68d4d61fddedbc94b3074685a27f7fd04769e3e54c2c34

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:b0e167bf3510487d9b6c91487c155ee1189f5fb9b1afe62a023f2b44a5006b6c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.377877Z digest=sha256:691987d0042619a629ff5aa85eca8f948f51778ca31b3a71b51b96367bfe3e72

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=sha256:6d3ba3f6e9a66fb0fca67a662e3337ae0b02c42120516830e1ba4e2b5389538d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.393692Z digest=sha256:a894707c435819f16316a66f9d010207c7b6f8716940f6c0e3ec70109843f85e

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:ac69961758c2ba332c2c0621bf38aa8c549a9f3db7eb6e7cf0e3d71835a50a0b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.370612Z digest=sha256:92ccfd6fed0e79de45a78c8c26a2eb5194457359ee2e14d47942bb2106cf026a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.385655Z digest=sha256:8ebe78f0c937ce8408d5223b59959ffc27875287e840a600861de4f1cd265032

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.398558Z digest=sha256:e230d69551ea49dc77dcf2851874c754ed1003e9e3ce6063eb2bf617bb5f9e51

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.404247Z digest=sha256:d1b2bf449c97c021cf44c90ed924be6571ad522b6fcc6644147ccfd224fa085a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.410635Z digest=sha256:51fff04bde11825b648c40b4f092abb80407f8472c5447fd9214cd754a55b6d4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.417126Z digest=sha256:b747ed0c166787422ad8583ea6e7b206c1116eaf0352e4a0039d7eed3dba3e03

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.422084Z digest=sha256:17916ba8a43fe681c8e462f23a6fa25c7b43adb8b8d264591926b6a3aaf570ee

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.433974Z digest=sha256:ab18ec72b901195aa3d4ff048e6bfa135ff9d495e53fc0ff2b71c8b8f84cf289

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.442134Z digest=sha256:5f71b47faef3046da057c649ccc2020a76de2001d88a06ba0c42f1c67ca7f92b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.447190Z digest=sha256:ce7d05cd9efb04632de3f685e989d34a9ea2ffc9c9954748ed1bae34154873a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.451671Z digest=sha256:2ce897724c446c828010e0c1e7f4b69c7fe6f20cbf95aaf5536b174cf7c020c1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.458209Z digest=sha256:b590e5144a7097232b26c0154c10bc30dfb82489031dd00700c2ec5e1d4c7e5b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.463372Z digest=sha256:96d2d5276f59667cfdbb7f5d1945f18832cbfb545ceefa39eb974cc6748e2b25

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.467895Z digest=sha256:75d2130a30eb257118c73f4a61a56ced7944e917add3b3e998a14267528f12bb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.473433Z digest=sha256:297838402e6c1db3bd33eca7bb37af6226f9ede935e1503be0539173186345bf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.477911Z digest=sha256:dabe8f0c6d0071252c39fbcf67ea4e10d975cd05ef000af76ed67502a26c3cbe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.484044Z digest=sha256:31237b4b7a3918204eaa69e5b48c9f9ffaff75ff5a111173503e201be3861794

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.489538Z digest=sha256:775e6985aec3a0d513b6b9810e230f9f7cca11de645a552cc59e584c98d42d31

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=sha256:8498807df39cabb893b9a87b329e5ac37032fbafde6e311d550681ff0564c089

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=sha256:9b4ad2336fa8d8a82f15ae73ec9199c506a0b2a39200f61528e1f91943fda67e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.329942Z digest=sha256:0549c36f8d7005f772ba4ed9fae56977f4a543dbd30ce3cfda96fee17d4b2396

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T13:58:02.352131Z digest=sha256:6e3c8bfe69088a0305f22b8c601c93dbf66151d91e4d5ab11f98290127ae670a

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=sha256:53736afbb843e0540399dd9208404018ad48ad9432c2dc07c6f221e020d2ae2f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-10T07:34:35.982225Z digest=sha256:91fdde3d45097b250aec848ef796517708fcfc35f5e7124c2dca48edca9a2221

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T23:25:17.416071Z digest=sha256:ff10adb3730a90d0c7e26bd45faabc7094eb4546652141af0199c1026e1a9e56