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Graded 5 November 2026

Does Docling preserve a data chart with its title?

Docling’s default Markdown conversion did not preserve the data chart as an image. The chart title became a heading, followed by an image placeholder at the correct position.

1 of 1 test case failed

Every test case in this scenario has a result.

Pass rate0%0 of 1 gradable
Coverage1 of 1test case with a result
0PassNo test case passed.
1FailMissed at least one thing it was expected to do; the reason and proof are with each test case below.
0Not gradableEvery result here could be graded.
0UntestedEvery test case in this scenario has a result.
The pass rate is a summary. The evidence is the test case below: what we sent, what we checked, what the tool returned, and the proof.

The test case

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Data chart — preserved with titleFailEvidence
What we sent
InputDocument (PDF)
Input PDF: a four-page survey with a titled sediment-accretion bar chart
Open the PDF ↗
What the tool returned
Markdown
<!-- image -->

Markdown output: the default conversion’s chart title and image placeholder, with no chart image

Copied from Output file (Markdown), lines 47–49 · an excerpt

Open the whole Markdown file ↗

Source excerpt · partial file · response 1

Markdown
## Mean sediment accretion by transect, winters 2023/24 to 2025/26

<!-- image -->

Copied from Output file (Markdown), lines 47–49 · an excerpt

Expected vs. Found
✗Expected: Preserve the chart as an image in its original position with its title; added textual data is optional.Found: The title became a heading, followed by a correctly positioned placeholder, with no chart image or image reference. "Transect" remained as a stray paragraph.
Supporting proof
Proof 1Screenshot
Screenshot: a second default conversion’s output beside the source chart
Open original ↗
Why this result

Preserving the chart required an image, not a placeholder. The default conversion completed successfully on the complete PDF, making the missing image an output failure rather than a conversion that could not run.

Also observed in this test case

Missing chart labels. The sediment-accretion chart’s vertical-axis label, legend and tick labels were absent from the Markdown.

Tested by Vamshidhar Rao Thumula · evidence dated 23 October 2026

Configuration and setup

How this tool was set up for the run and what the test needed in place. Each row is a fact from the run's records; a fact the records do not hold is left out, not guessed.

Software that produced the output
Docling
Build or version
Docling 2.142.0
Model
docling-project/docling-layout-heron
Surface
SDK / library
Set up before the run
A PDF with a titled data chart, converted to Markdown in the default pipeline from the complete file, in one pass.
Pipeline
Standard PDF pipeline
Tested
23 October 2026 · Vamshidhar Rao Thumula

How this scenario is graded

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How results are decided

Each test case gets one result per tool: Pass, Fail or Not gradable. A test case we haven't run yet shows Untested. There are no partial results.

The rules
  • Pass: the tool did everything the test expected, and nothing it said contradicts the correct answer.
  • Fail: at least one expected behaviour clearly didn't happen; the test case's result says which one and quotes the tool.
  • Not gradable: our evidence couldn't settle the outcome (for example a record we needed is missing). It is never counted as a fail, and the test case's result says what's missing.

Where this sits in the benchmark

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History of this result

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from the publication record
12 November 2026First publishedConverting a complex PDF into clean Markdown with an open-source library v1

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This matches what I see

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Filed against this evidenceNothing yet. Challenges, counter-evidence and fix notices appear here with their outcome, and stay on the page after they are resolved.
Cite this result
aidemos.com/benchmarks/pdf-to-markdown-open-source/results/docling/a-document-with-a-data-chart · 0 pass · 1 fail · coverage 1/1 · graded 2026-11-05

The same record is available as structured data through the AI Demos MCP server, with the counts, the coverage and every per-test-case reason carried as fields.

Verify the proof files

These files support this result. Open a file to inspect the original evidence.

Input · Document (PDF) ↗application/pdf · 301 KB
Output file (Markdown) ↗text/markdown; charset=utf-8 · 6 KB
Proof 1 · Screenshot ↗image/png · 251 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)75b2bcc613580942d7d3222254c0f0d084525c2c6521f55cffa629c49f64c608
Output file (Markdown)32d13cf931ad227da88ea3b75b342dccf5d1c89dcb3e041c12e9d273bfb83286
Proof 1 · Screenshotef01bbda0bce9f2acb546c8f96b681442df9da607b7888cd090d959ad4bdbcbc