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Paper Citation Record · LEDGER

Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2407.11229.

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

pith.paper-citation-record.v1
2407.11229 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2026-08-08T04:25:12.655194Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T06:16:28.064256Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2fd57a8f-8273-4aeb-aa10-f99b30d240b9 · inbound

ViStruct: Simulating Expert-Like Reasoning Through Task Decomposition and Visual Attention Cues cites this paper.

ViStruct: Simulating Expert-Like Reasoning Through Task Decomposition and Visual Attention Cues Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:23:09.076187Z

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=2026-08-06T22:23:07.237073Z digest=sha256:32092a79c5cea0894af50f7f9a032d13007e81bbd82f125b14a4629bc75c9c82

Observation fd5c90c4-5917-4c83-b8a6-52ef127e9843 · inbound

Consistency Has a Computable Blind Spot: A Commutation Theory of Label-Free Reliability for Vision-Language Figure Reading cites this paper.

Consistency Has a Computable Blind Spot: A Commutation Theory of Label-Free Reliability for Vision-Language Figure Reading Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T04:25:12.655194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T04:25:12.655194Z digest=sha256:2796ec7fcef57b7b663164a60cf98fa0dc18662b10c091f522caf5ec47e21102