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Paper Citation Record · LEDGER

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

As of 14 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 5 inbound Pith citation observations for arXiv:2502.00988.

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

pith.paper-citation-record.v1
2502.00988 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T17:04:03.712995Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:57:37.184027Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T11:11:27.479067Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59f4fafc-4c26-4391-881d-9973c5a59a24 · outbound

This paper cites GPT-4 Technical Report.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback GPT-4 Technical Report

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:04:03.956922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.621194Z digest=sha256:78c86d58bab9e62ca3fe388a4bab3e426839db3a59c0139ceaf14c46599e3fa7

Observation 11a6ff3b-5c62-4083-af75-a52e70f3da85 · outbound

This paper cites The Visualization JUDGE : Can Multimodal Foundation Models Guide Visualization Design Through Visual Perception?.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback The Visualization JUDGE : Can Multimodal Foundation Models Guide Visualization Design Through Visual Perception?

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-09T17:04:03.862097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.624880Z digest=sha256:fb06f837fabc0873d7719966fff498e9d97bad81a6d14296013db64a09229e03

Observation fb24ff5f-29a6-4669-a93a-7d7ba1edd917 · outbound

This paper cites Is GPT-4 a Good Data Analyst?.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Is GPT-4 a Good Data Analyst?

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.628868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.628868Z digest=sha256:d88b29462e751855766bb00ce8eea1056804858e979408dc844df6648ff083c2

Observation 40713153-40f9-43ae-b1f9-e73e31c6c2eb · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.632730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.632730Z digest=sha256:238bd0c4d5c394c01aea4f727b5078b46dda2d952d9d25268ad2cb76fa2ccf31

Observation e8312565-f96f-4edb-86cd-86fac0f6a26e · outbound

This paper cites Dibia and Ça ˘gatay Demiralp.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Dibia and Ça ˘gatay Demiralp

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T17:04:03.946708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.636198Z digest=sha256:b8f4b5da6eb1b4a498c128a746a89aefdac1416a2cd0c73fd5fe8a1232dabaf1

Observation 019101d6-bccf-415a-9511-0edabf912fed · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.639377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.639377Z digest=sha256:313ad05ba4595b3aa160ee047767b05c6f380f39e34a99c1dd2e3f78e390ef66

Observation c4b55464-2fc1-49e0-b955-8d22184c28ec · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.937129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.643044Z digest=sha256:97d3d7d66daa2d3fcba077e3dbadcac80ef3b9483826340329189141421039a8

Observation a4c0255b-d4ed-4b93-8682-8888b546ce03 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.927375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.646567Z digest=sha256:da9bdc58795d4b6a80e15b6e366f53ff1e7163592ae7624166ad7a8790a8462b

Observation 10eb3de3-25c3-4b95-ba72-4e1f066973b1 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.650186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.650186Z digest=sha256:972dd9d9a5c8c49a738a22819906188cb63dc3c5794c9ae4f85ad40f9e1b9831

Observation 48700d05-6c57-4be1-ab7e-b330ef4aa498 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.916822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.653763Z digest=sha256:c04eb2c4e389c333610ed6bdb6dc66335e3923a24366244cd89277e53a48bb1a

Observation 53232b3a-b912-45ef-9101-ff0559dd7eaf · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback WebGPT: Browser-assisted question-answering with human feedback

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.657646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.657646Z digest=sha256:12264bbff2b384ad1e3ab6e13b7bb30876a493c2baf66351c8d410ed79206d1b

Observation a95aca59-72e8-4089-b61f-7211a1f31509 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.907320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.661269Z digest=sha256:f15d53c0125369ee86d65414e03124709c806cde272dadaadc2e1223d2d2ef01

Observation a869dd1b-590d-47aa-af24-f258c7256e12 · outbound

This paper cites Gorilla: Large Language Model Connected with Massive APIs.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Gorilla: Large Language Model Connected with Massive APIs

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.664149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.664149Z digest=sha256:c82e6a4ae3cd3995ecdecbb3c3977335c99ac32fb5ce9811d8d7ee889180bfcb

Observation f560dcc5-0324-419a-b021-5d076a708734 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.897591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.668148Z digest=sha256:f22254527d0765b352b7501ff86abb5261660a996dbbb6b5578415e662810789

Observation e9fad9ae-4860-40a8-a60b-f33af7d20e68 · outbound

This paper cites WebCPM: Interactive Web Search for Chinese Long-form Question Answering.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback WebCPM: Interactive Web Search for Chinese Long-form Question Answering

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.671401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.671401Z digest=sha256:6eb9f4c14b785e0fed471f8e9f5af4013a1bb58cfc4f5814259768314da69bfa

Observation 7fb1d9ef-58db-4eee-9ab2-a9a95849ac33 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.674743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.674743Z digest=sha256:4be4db07f32b6a07691f72a1d801cac27cbe8c5e2b241cd5b2dda2e1d1452a15

Observation ca8a225e-85c9-4d69-9b15-74d0426293a2 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Code Llama: Open Foundation Models for Code

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.681839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.681839Z digest=sha256:eaf26a42375f35000b0287b1af3d50cecc678cbe6b298bd0737608ee98f0a2e6

Observation a2df0edb-a207-4e23-9f83-357dde199fc2 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.684809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.684809Z digest=sha256:7ac495f881d63cab0add758471b0a1e93213a965f53fb323f29a04ac435f558f

Observation dc394d1b-4913-4b58-97d0-5ba85af45c7f · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.688221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.688221Z digest=sha256:5a401abf541307530a90b03d8bd31e8fef9ce049724acfe86f56f94215bd14d9

Observation 897fefa9-c966-43bf-b7e6-eca28fe087d7 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.888052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.691135Z digest=sha256:e06d3a4e8827cccd4b3f45fbe2a4450f88840c24ce31851a8dd5fb9db50bd3e1

Observation 7b0ce7bb-7cd6-4217-8b92-1dec0eba155f · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-09T17:04:03.878063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-09T17:04:03.694030Z digest=sha256:c4100fffbfb714c796bd728e8d0af635944a882e4a680cd97369ac9700efa2a3

Observation aea95380-a397-4324-80ee-a96737a7139b · outbound

This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Magicoder: Empowering Code Generation with OSS-Instruct

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.696982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.696982Z digest=sha256:c0d33fa461556fb84f326c796409caede5fb5d499612320a24049308bd3dd822

Observation ee20c588-2ee0-4062-abce-302b8aa967b2 · outbound

This paper cites OpenAgents: An Open Platform for Language Agents in the Wild.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback OpenAgents: An Open Platform for Language Agents in the Wild

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.700390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.700390Z digest=sha256:3023bf1312ca69334d40404988f172b3610f4b8a87750633a293e64edee898e3

Observation ea9df5af-d19a-4a18-b98e-e4c871049a20 · outbound

This paper cites HAIChart: Human and AI Paired Visualization System.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback HAIChart: Human and AI Paired Visualization System

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.703460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.703460Z digest=sha256:7bb560474762246c8419ad318743a835ebebc89932e7ea8f8b6f1c83d1def4dd

Observation 3f649658-550c-41c6-801e-b0f4b22412e3 · outbound

This paper cites MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.706582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.706582Z digest=sha256:c6686620ac5393fd8facaa31b3231d82c5fe26433148c36c82631e5f1631db50

Observation 3e40de2a-dc79-4783-a523-2a26f5a6d9a2 · outbound

This paper cites an unresolved cited work.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.709816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.709816Z digest=sha256:11ebe1037dc713fecc1b1c7f12f18dae129c657856e8599dc7426bc8ce14d828

Observation 158df8a7-3f1d-4a63-8462-4ceab7e14e22 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-09T17:04:03.712995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T17:04:03.712995Z digest=sha256:b2b163440595608034740422eef4f9c0f7bb940820f3ac03fabf2515f3a8f8ff

Pith citing papers

Observation 749c853f-9963-4c5e-9e59-3811e078d3df · inbound

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization cites this paper.

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T14:57:37.184027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:57:37.184027Z digest=sha256:274680bab90a2e5a67d7b86c1c28d11b2286fad387c4724322aea4deaa3ca726

Observation a17f1001-e507-4e90-9549-5544be563bdc · inbound

VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction cites this paper.

VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-22T11:11:27.482067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-22T11:06:38.102348Z digest=sha256:843bee097e14477fb184880d54f7d1611fb77a4960d46ed07a6f3a521a94b0fe

Observation 3aeafad7-2f51-49b6-ba87-c104a69c3f49 · inbound

Proteus: Shapeshifting Desktop Visualizations for Mobile via Multi-level Intelligent Adaptation cites this paper.

Proteus: Shapeshifting Desktop Visualizations for Mobile via Multi-level Intelligent Adaptation PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:01:10.647783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-08T07:33:56.072188Z digest=sha256:7f0aa30d0f00ae20eb860d8b4b37483914aeee597d35ffed325e3b3e90db3462

Observation 252ba5fc-b59c-48b6-991b-52e51876dc90 · inbound

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

AI for Auto-Research: Roadmap & User Guide PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:33:12.576622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-20T10:30:50.256635Z digest=sha256:99e3f56975c59464b13722fed63b67e456762eed0cfd39b58bb13c07109a31bc

Observation 51d6033a-9426-4bf9-9f08-2035e1f9a838 · inbound

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

AI for Auto-Research: Roadmap & User Guide PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T13:43:34.134626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:43:34.134626Z digest=sha256:7981f96ac89cfbbea1719b742987dc8b41dccc1290a17a59d9e44ddd8662ae0f