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Paper Citation Record · LEDGER

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

As of 19 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 6 inbound Pith citation observations for arXiv:2506.13326.

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

pith.paper-citation-record.v1
2506.13326 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:41:35.828529Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:48:57.377282Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T03:17:35.467279Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy34
  • unresolved18
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c00a2725-18e7-4a30-bc18-30584283b0c2 · outbound

This paper cites Semiology of graphics.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Semiology of graphics

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.697608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.008177Z digest=sha256:da01c430ccf0a272f0088404c50e39461612ea670d8e6e534a06f61ddf42c7d7

Observation 93c60baf-c2a8-4d8d-b485-4b924350c6f8 · outbound

This paper cites The grammar of graphics.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation The grammar of graphics

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.687977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.045858Z digest=sha256:aeabbf70ef7542a23cafcea61bfea536079b3d9a8687e2f500494ba2f4ce9f32

Observation 00169655-e60d-418c-9ac9-66807389b5e8 · outbound

This paper cites Visualization analysis and design.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Visualization analysis and design

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.678252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.149304Z digest=sha256:06da70c76f46e672bf8a8258e7bebf3ca3dfc9339418a3774b841d8d0b627153

Observation 6450f82f-86ed-49a0-8c78-407c6eb10c87 · outbound

This paper cites Matplotagent: Method and evaluation for llm-based agentic scientific data visualization.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Matplotagent: Method and evaluation for llm-based agentic scientific data visualization

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.669415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.240306Z digest=sha256:0ced0bd2a9c140a36e1b9b9a6452f68c1a188395c2af355f06eed2bb17980dc7

Observation eefd1756-2277-46c1-9371-57cc35465937 · outbound

This paper cites LIDA: A tool for automatic generation of grammar-agnostic visualizations and infographics using large language models.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation LIDA: A tool for automatic generation of grammar-agnostic visualizations and infographics using large language models

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.659694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.343796Z digest=sha256:f5489440e8cf53b63502ebf1289b0cc8714fc0e4cccaa951c6770368fd73623f

Observation 27d9f7b1-31ac-4f62-94cd-738a3fcbd81f · outbound

This paper cites ChartLlama: A Multimodal LLM for Chart Understanding and Generation.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation ChartLlama: A Multimodal LLM for Chart Understanding and Generation

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:32.403323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:32.403323Z digest=sha256:855cac1775995ad4bc122389c8cd0a3ea233ccb1ac8d7bc03e7771ce0e723016

Observation 2385346d-0bf3-4651-aec1-35673fee044c · outbound

This paper cites Visualization generation with large language models: An evaluation, 2024.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Visualization generation with large language models: An evaluation, 2024

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.650198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.510809Z digest=sha256:b78d648550b91199b715862ab2fca29b8d0793205013b15d1fc05a0474e8e69f

Observation 8705fee0-cee1-446a-be92-43fdf4d90196 · outbound

This paper cites Viseval: A benchmark for data visualization in the era of large language models.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Viseval: A benchmark for data visualization in the era of large language models

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.642594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.635578Z digest=sha256:a2ae745c04ddb67b5fee1551eeadd0e5e8ad0f7f82600746803dc6a79d3395bd

Observation 2cd88a34-9a45-46f7-97f3-6ca899fd2714 · outbound

This paper cites Shep- herd: A critic for language model generation, 2023.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Shep- herd: A critic for language model generation, 2023

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.634029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.710134Z digest=sha256:513eced962abb4fd5fc18655d2b8d6eaaacbdbb1e4a1a0c3b518666611ba0a74

Observation 02aaced9-bfa3-425d-ba14-45b1d0fec94d · outbound

This paper cites Ultrafeedback: boosting language models with scaled ai feedback.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Ultrafeedback: boosting language models with scaled ai feedback

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.623622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.801002Z digest=sha256:2abade5dac6f92c9beebf47489a60982f742ad8e2f0fa3cd70f7fcda842a4546

Observation b173ddfc-c808-4f34-84a5-28c93ed8728e · outbound

This paper cites CritiqueLLM: Towards an informative critique generation model for evaluation of large language model generation.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation CritiqueLLM: Towards an informative critique generation model for evaluation of large language model generation

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.613771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.882584Z digest=sha256:cd4bb4a6aecfc86a797a9cf3c363578edca4d64647c9537041d2831e00f0fc41

Observation 48b78c6a-9d1a-4417-8e81-1e5a8fe35096 · outbound

This paper cites Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Math-shepherd: Verify and reinforce LLMs step-by-step without human annotations

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.604411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:32.967427Z digest=sha256:fd8093eb8912f55ea489ea63256db5b99f6d67219c4ac3cc95ef13c69a8c0557

Observation 844524b9-c339-46c2-b21b-402bd27ef55f · outbound

This paper cites CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation CodeUltraFeedback: An LLM-as-a-Judge Dataset for Aligning Large Language Models to Coding Preferences

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.038386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.038386Z digest=sha256:f068cb4673ee99c41598e4f3a0062515ac74f89f45d7333deb05bda2ef18e57e

Observation 264968d8-5fb5-40fe-a87d-09af73ffa94c · outbound

This paper cites Med-code: Medical critique based disagree- ment evaluation framework, 2025.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Med-code: Medical critique based disagree- ment evaluation framework, 2025

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.595625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.122935Z digest=sha256:a9a70ad9971af4f257cee2f4c094bc29d9897af1f6dc51fd730dfb4857b41de0

Observation afa76a64-5682-4c4b-b0b6-69eacca0d01d · outbound

This paper cites Chat2vis: Generating data visualizations via natural language using chatgpt, codex and gpt-3 large language models.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Chat2vis: Generating data visualizations via natural language using chatgpt, codex and gpt-3 large language models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.586823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.198815Z digest=sha256:7e8c2ae2fe96cb71bc5d4b434c3c693795236e4b89d161465e2ab353c36b448d

Observation 0cf5be08-53f8-468c-b859-82b9da565b60 · outbound

This paper cites Exploring Multimodal Prompt for Visualization Authoring with Large Language Models.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Exploring Multimodal Prompt for Visualization Authoring with Large Language Models

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.288140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.288140Z digest=sha256:a0a753784d638d01b523384885418fc607e515a1ab101a8ff3f9a32093eff179

Observation 538cfd5a-0214-47f4-80e6-e8f003f69543 · outbound

This paper cites Chartgpt: Leveraging llms to generate charts from abstract natural language.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Chartgpt: Leveraging llms to generate charts from abstract natural language

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.471488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.342436Z digest=sha256:5e53be84e18af01aa583236766be9b111633027b6cfecd945200893f6929ab69

Observation 5adcb1f3-6bce-4f10-9a1b-637181841c52 · outbound

This paper cites Automated Visualization Code Synthesis via Multi-Path Reasoning and Feedback-Driven Optimization.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Automated Visualization Code Synthesis via Multi-Path Reasoning and Feedback-Driven Optimization

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.419931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.419931Z digest=sha256:bf57d4bb3ed7e6da75ce64dd58e4a5e2244a819b0130d6c30a296f4d65f0e982

Observation 915e1122-2b9d-485c-a6d0-f5c6e4662c5c · outbound

This paper cites nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation nvAgent: Automated Data Visualization from Natural Language via Collaborative Agent Workflow

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.477774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.477774Z digest=sha256:f251f61160c74bcb52d8ade4a1744a405ddd42cd241eff11bd48af810d53a793

Observation 0b0c8337-c4b9-4322-962c-4d77494f396f · outbound

This paper cites Self-refine: Iterative refinement with self-feedback.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Self-refine: Iterative refinement with self-feedback

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.541844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.541844Z digest=sha256:17b321d79230a1c69b3d01a032673eba4772de32e2091d953d99cdead1011498

Observation 5f0331a8-f6a4-468d-94aa-fed8f21a7c85 · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.624507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.624507Z digest=sha256:fd3657e8dabe62ae1496e403949d999673b2551c32279a9c42fda0197b3b724b

Observation 04f788f9-ede6-409c-a8d0-e0e8d9e68fdf · outbound

This paper cites ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.692878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.692878Z digest=sha256:814baead95cff2a4382e8f6f544c5194594579a0cefda176153a85b2ebed56ba

Observation 9f47809e-898a-444e-8964-c7aa0118989e · outbound

This paper cites Generating sequences by learning to self-correct.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Generating sequences by learning to self-correct

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.297300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.762205Z digest=sha256:3a5133068ea7a08d8c235b77295f6821c1aa4c2055303e1af769558150210d62

Observation 7bf96a30-5c1b-49ba-9e5c-4cc6c5e0f159 · outbound

This paper cites CriticBench: Benchmarking LLMs for Critique-Correct Reasoning.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation CriticBench: Benchmarking LLMs for Critique-Correct Reasoning

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:33.813200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:33.813200Z digest=sha256:61416f59bbca8dff7697979ace091ef7bab91d2d7f118cfd5f905829f28a33e0

Observation 79c89456-7eae-4216-bd64-80b669d3eca5 · outbound

This paper cites Text-to-viz: Automatic generation of infographics from proportion-related natural language statements.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Text-to-viz: Automatic generation of infographics from proportion-related natural language statements

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.154546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.910052Z digest=sha256:2dd211383b4b9e12303ef7d8f576951a628c41531c567ca7a99457b90ff78f27

Observation c9fa290b-8259-42ab-bc57-5202e7ebc285 · outbound

This paper cites Collecting and characterizing natural language utterances for specifying data visualizations.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Collecting and characterizing natural language utterances for specifying data visualizations

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:40.047983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:33.970619Z digest=sha256:20c90f3f25490125220286e261d026d9c6d86519577f68979ef853d35cc0d24a

Observation 2f030b25-449b-44e2-817c-69fac50e8693 · outbound

This paper cites nvBench: A Large-Scale Synthesized Dataset for Cross-Domain Natural Language to Visualization Task.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation nvBench: A Large-Scale Synthesized Dataset for Cross-Domain Natural Language to Visualization Task

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.063343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.063343Z digest=sha256:11c2b925b0357b1d8ace1e42de54ec384c8b599689db9835c55c02e8ee979f5c

Observation ddc7903a-c825-44a5-b170-4e9dacd6cc77 · outbound

This paper cites nvbench 2.0: A benchmark for natural language to visualization under ambiguity.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation nvbench 2.0: A benchmark for natural language to visualization under ambiguity

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.106979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.106979Z digest=sha256:7b40d284f2b0f8f326d33a9597c75e8b9f98e38c028a8288928a48d0d44d2117

Observation 7dac0bf9-d0fd-4795-b0c1-1c0858819e9a · outbound

This paper cites Gemini: A family of highly capable multimodal models.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Gemini: A family of highly capable multimodal models

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:39.838721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.194596Z digest=sha256:abacb21112f5dbc8b4f70a3fbffd7354a0f84b3234b10d01023671949b3c87c2

Observation dda5091d-7e61-4efd-b74f-eb935056cc45 · outbound

This paper cites Simhash: Hash-based similarity detection, 2007.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Simhash: Hash-based similarity detection, 2007

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:39.656565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.260244Z digest=sha256:0a92f149da074aa6e238bb3fb9fd08b1828a2c8020fc1d04f9b93559edfd63b8

Observation 9391a350-6c96-4bea-b461-fba497cf6578 · outbound

This paper cites Scaling Synthetic Data Creation with 1,000,000,000 Personas.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Scaling Synthetic Data Creation with 1,000,000,000 Personas

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.343180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.343180Z digest=sha256:a2faecdbaecb1a02658489453c593a9326b93be3522969b14dff5b7e9ed7ee79

Observation 5f3b185e-3f9e-496c-a602-9f5f18f923f5 · outbound

This paper cites Miranda, Alisa Liu, Nouha Dziri, Shane Lyu, Yuling Gu, Saumya Malik, Victoria Graf, Jena D.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Miranda, Alisa Liu, Nouha Dziri, Shane Lyu, Yuling Gu, Saumya Malik, Victoria Graf, Jena D

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.412919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.412919Z digest=sha256:ec2b4e511d990ce299dadd44e96616925b46a8dcc2cebc7e9ffcb3117aa37614

Observation cd040a20-6b61-463f-86cd-4b289213bcd6 · outbound

This paper cites Tidy data.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Tidy data

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:39.476949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.509188Z digest=sha256:6046790d800468c21700d535d7f3b07582d8c1ad702fabae6f5f5b77902e0774

Observation b42c8ce0-beef-4f62-baeb-2340b489cb2b · outbound

This paper cites Gpt-4o system card, 2024.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Gpt-4o system card, 2024

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:39.332180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.584418Z digest=sha256:4577cd5de2f4feffb33e127004e8a607a2c1cd537649f29232570ea1704fe753

Observation 35bc8cb8-1b1a-434c-938a-b80cfb5343bb · outbound

This paper cites Introducing claude 3.5 sonnet, 2024.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Introducing claude 3.5 sonnet, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:39.116724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.668729Z digest=sha256:44516ab4c69cf67d6fd0f88466d3d9e6a035f5c961f9da3d3e05b7dcb4b452b2

Observation 583eea8d-5e96-4c8e-b78d-ef0af36ad32e · outbound

This paper cites Declarative language design for interactive visualization.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Declarative language design for interactive visualization

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:38.888067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.745940Z digest=sha256:55eb3b0c016998ee0b5f1995d7eef9ad917f55221420839a4085ecd5317250a5

Observation de94572e-981d-4ea8-aad3-4b251ba48e4d · outbound

This paper cites D 3 data-driven documents.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation D 3 data-driven documents

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:38.645043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:34.821751Z digest=sha256:b268e944976ddd3bdff6e1f4390854972caaae5271b60436d264f73b312f8959

Observation 4beb9bb7-a647-47e3-b535-1941a0a77d55 · outbound

This paper cites Qwen2.5-VL Technical Report.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Qwen2.5-VL Technical Report

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.892043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.892043Z digest=sha256:f4fdfeed4d78abf8b18d45ce63259e3f84a86bad5e490763bd727cf53a131f71

Observation e818bad7-ac8e-4a49-b68c-8eed5307f3f7 · outbound

This paper cites Decoupled weight decay regularization.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Decoupled weight decay regularization

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:34.950801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:34.950801Z digest=sha256:014ccd86217c679f2ce504dffa6c2add0220da83e8ddd13be2e931d93fd1e784

Observation 91a5db92-2678-4983-b7ac-f8dab92aab83 · outbound

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

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation A Survey on LLM-as-a-Judge

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:35.032378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:35.032378Z digest=sha256:25040f9614f816585dadbd63f7720e9e207a172727387d22e45032a42e052775

Observation 9bac5b40-2b6d-48c7-a8ff-24a792ce10f5 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Judging llm-as-a-judge with mt-bench and chatbot arena

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T00:41:35.131578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:41:35.131578Z digest=sha256:674f441b43144e719e96fcb7331e6e40c86bf711b84da00e7a41550e3e65f20d

Observation 1c3c8fcb-a19a-4df9-b95e-8f8f1d5fc794 · outbound

This paper cites an unresolved cited work.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:41:38.404726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.188784Z digest=sha256:c54b3344f466029aea02187b531665768c3f47e06c1a60cdab9652fed9c8d25c

Observation 23a0e99f-3d63-4986-af4d-3f335753c4a5 · outbound

This paper cites the rendered content is not a visualization,.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation the rendered content is not a visualization,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:38.161972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.283796Z digest=sha256:6f4afc75f0f8ce350efe0bd436fcdf8628d975b1df1c8848c0a70fb1768c9e7e

Observation 0567f38c-d405-4dd3-af45-8837c6cbe1d7 · outbound

This paper cites Examples: bar charts, stacked bar charts, box plots, or sunburst diagrams.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Examples: bar charts, stacked bar charts, box plots, or sunburst diagrams

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:37.812271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.377125Z digest=sha256:9567f9210a1b169a30bcc71191cbf2c0c5af56246941e0bf27c0fd0cce26389c

Observation ad8b8957-9fdc-4466-9bae-1abaa924c927 · outbound

This paper cites These locations are often shown using dots or circles, but also other shapes such as 3D spheres, triangles, stars, etc.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation These locations are often shown using dots or circles, but also other shapes such as 3D spheres, triangles, stars, etc

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:37.222790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.415692Z digest=sha256:3cac708ee6bca1f3c6edd3c6debc6a84edc57efbbab387ef50bb2b80f69c43bf

Observation d83df6ec-da87-4ea3-ba80-a32895d6b2f4 · outbound

This paper cites point" type and (b) candidate visualizations of the.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation point" type and (b) candidate visualizations of the

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.933489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.494260Z digest=sha256:e513c79cc789b705fcde37bfc9e57e6edb531b00f562dfb4bba2e1fac01a3a05

Observation 76976bc3-eb36-4410-ba0a-48ac16738574 · outbound

This paper cites Examples: node-link diagrams, node-link trees, node-link graphs, meshes, arc diagrams, or Sankey diagrams.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Examples: node-link diagrams, node-link trees, node-link graphs, meshes, arc diagrams, or Sankey diagrams

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.762701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.542600Z digest=sha256:2867e1faf72f1b81318f913bdc3848da4b443128208e75b5f558e7402842aaa4

Observation 04dcaaca-3a50-4ec8-973e-da089784a405 · outbound

This paper cites Areas can be geographical regions or polygons whose size or shape represents abstract data.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Areas can be geographical regions or polygons whose size or shape represents abstract data

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.648165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.603866Z digest=sha256:3cd2a37d0f81c6ad0a9b4d4f60a02782c26a04d149a47dcb9d0eae0dd3cb326d

Observation 901842cf-e0e5-42c2-ad34-d0dd40b4e39d · outbound

This paper cites The grid often has rectangular cells but may also use other shapes such as hexagons or cubes.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation The grid often has rectangular cells but may also use other shapes such as hexagons or cubes

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.478892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.657685Z digest=sha256:351729387ff466b2fcc478f42915714e8082f139b2d9f4fd541e970c4525eec4

Observation 9db926e0-0846-442e-b47a-b5b779682147 · outbound

This paper cites These patterns can be evoked by changes in intensity, changes in hue, brightness, and/or saturation.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation These patterns can be evoked by changes in intensity, changes in hue, brightness, and/or saturation

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.361052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.717800Z digest=sha256:0b7496730bcb64744ddfe94423ec57e11f4c5d8de971331c1afa3ab2c0f4b8a9

Observation 99482ca2-c70e-4afd-b9ed-8c113b09a944 · outbound

This paper cites Placement is usually meaningful and typically multiple glyphs are displayed for comparison.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Placement is usually meaningful and typically multiple glyphs are displayed for comparison

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.236880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.784715Z digest=sha256:5557b9fd9395db09d4c23afba84e9cabd49a8a54858417d9fde4c0618f5cba56

Observation 27daab59-2e41-4fcb-a71a-414ea4f48ffe · outbound

This paper cites Label":.

VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation Label":

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:41:36.113146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-07T00:41:35.828529Z digest=sha256:46fef14338b418589d96db81a339d780ef52dcce6c9504d8057297fad3cc0648

Pith citing papers

Observation 000872c3-d519-47aa-8886-fd087d7fa07c · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 145

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:33:12.700778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-20T10:30:50.256635Z digest=sha256:5a036a6c536785aaf3bfb95b8e34f26032676fee8e202462209ca78d5fb0f1f0

Observation 3d51c189-1154-4d7c-ac07-d83a4b69f088 · inbound

AI for Auto-Research: Roadmap & User Guide cites this paper.

AI for Auto-Research: Roadmap & User Guide VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 145

Resolution
unresolved
no resolver link, observed 2026-08-02T13:43:41.442219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:43:41.442219Z digest=sha256:ed53db0c4c29fd8adc3a1c6a2ef053c6e2028b3134bd0979705cc8bd0d299aec

Observation 1e1b8b87-7e5a-4b6c-94c2-f2fbfe68bdc3 · inbound

Demonstrating chart-plot: Closing the Last Mile of Academic Chart Generation cites this paper.

Demonstrating chart-plot: Closing the Last Mile of Academic Chart Generation VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-03T03:17:35.469069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-27T15:24:11.732604Z digest=sha256:259690ed40ba18050571c07a4585d15df76fd69bf0f40c08e235893e1d699db4

Observation 625f3f9b-7fd1-4019-9652-eea2da3f4bbd · inbound

Spatial Visual Analytics for Multi-Document Summary Verification cites this paper.

Spatial Visual Analytics for Multi-Document Summary Verification VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-03T01:34:03.089502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:34:03.089502Z digest=sha256:51c6af090aa4a9513ddd8c540f53b6d7d93a690eb5f6cb15796495d0eeda546a

Observation d15945c7-78f2-4878-b964-00b04307ceb8 · inbound

Monte Carlo Tree Search for Table-to-Multimodal Report Generation cites this paper.

Monte Carlo Tree Search for Table-to-Multimodal Report Generation VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T14:48:57.377282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:48:57.377282Z digest=sha256:b20cab3d14421d9eb42d2b798217a431056ef433e9654ad1695da4d91158354a

Observation 1b55cbb0-c7fa-4a68-bcc0-78e3cb4baf0a · inbound

DashArena: Benchmarking LLMs on Interactive Analytic Dashboard Generation cites this paper.

DashArena: Benchmarking LLMs on Interactive Analytic Dashboard Generation VIS-Shepherd: Constructing Critic for LLM-based Data Visualization Generation

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-12T21:44:53.747284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T21:44:53.747284Z digest=sha256:18bc1e2b64985ddd9720dd9b34d48a508d215f56f2875a5d57cdacffacc46309