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Paper Citation Record · LEDGER

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

As of 19 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 4 inbound Pith citation observations for arXiv:2505.11935.

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

pith.paper-citation-record.v1
2505.11935 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:48:06.599004Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:49:54.568714Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T14:35:46.691242Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved13
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 611ba9b2-2753-4c55-ab89-02fd525beeb6 · outbound

This paper cites 4 Instructions are generally fol- lowed, with minor deviations (e.g., small formatting differ- ences).

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing 4 Instructions are generally fol- lowed, with minor deviations (e.g., small formatting differ- ences)

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:07.412303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.504182Z digest=sha256:13902bf9ecbd08740fec01a1b541abfe29718fa1c229068c1ff9853a26053038

Observation b14d6943-e327-46be-9388-6d8d6f748d52 · outbound

This paper cites Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:06.482202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:06.482202Z digest=sha256:da23ab01bf438f32a51bb1dc540ffdfc27f564872e97894464f6656bf10b8635

Observation bb966512-e4f4-42d4-bdc6-576be8cf1f91 · outbound

This paper cites Once you’ve completed these steps, generate the corresponding Python code.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Once you’ve completed these steps, generate the corresponding Python code

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:07.283158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.540075Z digest=sha256:aa98e2ec5b5156f5145908be0bb5c7f61d8bc5657d28ecb177d2a24d6577d869

Observation 23ad0b53-ca29-4047-91cd-0dd5855511d6 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.841127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.581800Z digest=sha256:68d6e132a158d90b80689d13a364e4b46571e3bea6080453f0568e0ada37a835

Observation 35f2a08e-83a3-4b0c-a3ff-769a7f3a8e05 · outbound

This paper cites 4 Minor unintended changes (e.g., slight font size differences).

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing 4 Minor unintended changes (e.g., slight font size differences)

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:48:07.365155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.513589Z digest=sha256:80a4de5e2da328bbcfd33e90888f3486a34028f058648d7752ca7356259e2336

Observation 27e9c6c8-e786-41ef-a732-7a4aaf900bf4 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:07.334145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.521196Z digest=sha256:bc7bf492cfb6c2e4d59d2e0402a59781ad8ea7c7d0390335ade6ba4755933e4d

Observation e4c07831-9fbf-439c-ae4e-d9e15b17a820 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:07.308214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.528328Z digest=sha256:2d76538366740c7d0d7f68729b2913152608ca21fc5f8a6d5401a5e958c318af

Observation 030083b6-12b5-4ac1-b7a1-849febb26af5 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:07.003405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.548212Z digest=sha256:35cff2c4e849ba97fbdd852f76ce05b690e3123af073cbddc103af0fe792006e

Observation b698575e-357a-4076-936b-89d2ea5335e5 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.963857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.557036Z digest=sha256:ec9de66cb652ea4a4f65c8c87536d11827d590ee6f7fb939e5605e375e5ef57c

Observation 942f1be7-7b69-4f52-a2cd-8414606573fc · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.938375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.563450Z digest=sha256:4a489bdd1ab3cda54df77bab5a7ec88acb518e81e9c373f5d51f757183b80262

Observation daec7766-a9f5-46c0-99b6-7f5bc231155f · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.914841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.569717Z digest=sha256:528a112ffb28711d70a7c6210862f3490d1072ddb8ab69560ef136000fb35d20

Observation b578eb47-da32-4ad6-aac3-29c69dc07e92 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.883995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.574810Z digest=sha256:85ff30c6ab7d418e519146708f4a3d980825452dcc65085747b2358bff72d980

Observation e3727c61-af88-454c-9a38-060986cdb7d1 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.802386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.591190Z digest=sha256:507e1546d113b4214cd9b10593be60328aac374592d83c1b7871004befffbb42

Observation 6769eefb-a8ca-4aab-9fab-c874e53aa647 · outbound

This paper cites an unresolved cited work.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:48:06.773352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:48:06.599004Z digest=sha256:71e55999201be995e17b4ff4bcbc6a096c9c4ba5b38b8d6a40b5f84ed704949b

Observation 4576c901-ceeb-4d7e-9814-259aaf1aba9c · outbound

This paper cites RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing RoboCodeX: Multimodal Code Generation for Robotic Behavior Synthesis

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:06.473692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:06.473692Z digest=sha256:9fc66bdf357d5da1f6d021cf7e5597b9035bdb043dab1098db87e3708ede2757

Observation 840f78a2-5700-4326-bb10-4aca1faee19a · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T20:48:06.492098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:48:06.492098Z digest=sha256:3896d6de0d05d47a94120c43817323df6ee4a5436b2459c4ff868fc7df19c74e

Pith citing papers

Observation e999293a-12eb-40ea-9c19-1f3b83d07a78 · inbound

Information-Theoretic Complementary Prompts for Improved Continual Text Classification cites this paper.

Information-Theoretic Complementary Prompts for Improved Continual Text Classification ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T13:49:54.568714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:49:54.568714Z digest=sha256:b87cd43fc1442e9a9667688c5636d9760dbb8b112253fc134560993bb823e5bf

Observation ea62312c-52d2-4f14-a451-ba07d99e75c8 · inbound

Enhancing Multimodal Continual Instruction Tuning with BranchLoRA cites this paper.

Enhancing Multimodal Continual Instruction Tuning with BranchLoRA ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T12:09:09.213726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:09:09.213726Z digest=sha256:d49a7b6b80329767ca122218f66cfea9dddea800e4134000fc5f4741880aa299

Observation feec9705-4938-4c46-8e85-f566bec84ae5 · inbound

Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning cites this paper.

Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:30:53.314070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T19:45:40.915428Z digest=sha256:50072cba05e996dcd2b5280903e47c67e1a300f4010b1acdaecfe68f9da57e01

Observation 7823ec60-65f1-4f02-8eb6-776fd3b3a7b7 · inbound

Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models cites this paper.

Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models ChartEdit: How Far Are MLLMs From Automating Chart Analysis? Evaluating MLLMs' Capability via Chart Editing

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:35:46.692795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-30T20:56:38.324342Z digest=sha256:e5a0b0ea9e67b5a4f59066b23d21cec413c712144a4325d45beccbcc9d7af498