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Graded 23 October 2026

Does Docling keep equations intact when converting a PDF to Markdown?

Docling passed this equation-handling case. It converted the three-page PDF in the default pipeline and replaced all six display equations with explicit fallback markers in the right places instead of garbled prose. The inline mathematical symbols were moved out of some sentences, and no LaTeX or MathML appears in the output.

1 of 1 test case passed

Every test case in this scenario has a result.

Pass rate100%1 of 1 gradable
Coverage1 of 1test case with a result
1PassDid everything it was expected to do.
0FailNo test case failed.
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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Equations — math markup or honest fallbackPassEvidence
What we sent
InputDocument (PDF)
Input PDF: three-page note with six equations and inline symbols.
Open the PDF ↗
What the tool returned
Markdownthe whole file · cited lines 17, 21, 23, 29–33, 47–49 and 59–61 marked
## A one-dimensional model of tidal attenuation in the Braithe channel

Technical note TIH/TN/18 · January 2026

R. K. Sandiman and H. Vale

## 1 Introduction

The tide entering the Braithe is attenuated over the eleven kilometres between the bar and Braithe Bridge, and the attenuation is large enough to matter to anyone predicting water levels in the upper estuary. This note sets out the one-dimensional model the Institute has used since 2018, states the approximation on which the working formula rests, and compares the result with the gauge record at three stations.

Nothing here is new. The intention is to have the derivation, the assumptions and the coefficients in one place, because the formula has been quoted in Partnership papers without them.

## 2 Governing equations

Take the channel as a single reach of slowly varying cross-section and neglect lateral inflow. Conservation of mass gives

<!-- formula-not-decoded -->

where A is the cross-sectional area below the free surface and Q the discharge through it. Conservation of momentum, with friction represented in the Manning form, gives

<!-- formula-not-decoded -->

in which is the surface elevation above mean sea level, n is Manning's coefficient, R the hydraulic radius for wetted perimeter P, and g the acceleration due to gravity. The friction term is the only nonlinear one that matters over the range of interest. η R = A/P

## 3 Attenuation of the leading harmonic

For a channel of nearly uniform depth the leading semidiurnal harmonic decays close to exponentially with distance upstream, so that

<!-- formula-not-decoded -->

with the amplitude at the bar, the angular frequency of the harmonic, k the wavenumber and the attenuation coefficient. Linearising the friction term by the Lorentz method and collecting terms gives η0 ω μ

<!-- formula-not-decoded -->

where c is the frictionless wave speed and h the mean depth. The second expression is the friction parameter; it is small in the lower reach and approaches unity above Harrowby Reach, which is where the exponential form begins to fail.

## 4 Application to the Braithe

Taking the mean depth as eleven metres below the bar and four metres at the bridge, with Manning's coefficient at the value fitted in 2018, the formula reproduces the observed amplitude at Vardenne Quay to within four per cent and at Harrowby Reach to within nine. At Braithe Bridge it overestimates the amplitude, and the discrepancy grows through the spring tides, which is the behaviour the friction parameter predicts.

A two-reach treatment with separate depths would probably remove most of the error at the bridge. It has not been attempted here because the gauge record above Harrowby Reach is too short to fit a second coefficient with any confidence.

## 5 Coefficients

Manning's coefficient is not constant with depth in a channel of this kind, and the single fitted value used above is a compromise. Fitting the 2018 record with a depth-dependent form gives

<!-- formula-not-decoded -->

with the deep-water value and b a bed constant. The fit is better in the lower reach and no better at the bridge, which suggests that the error there is not in the friction term at all. n∞

The two constants were fitted to the 2018 record and have not been refitted since. Refitting on the four years now available would be worth doing; the Institute's expectation is that the deep-water value will move very little and the bed constant appreciably, because it is carrying the shallow reaches where the record has improved most.

## 6 Limitations

Three limitations should be stated plainly. The first is the one-dimensional assumption, which fails where the channel divides above Harrowby Reach. The second is the neglect of the freshwater inflow, which is small in summer and not small after rain. The third is the linearisation itself, which is a poor approximation once the friction parameter approaches unity - that is, in exactly the reach where the model is least accurate.

The error measure quoted in the previous section is

<!-- formula-not-decoded -->

taken over the spring-neap cycle at each gauge, with the observed amplitude and the modelled one. It is a crude measure and it flatters the model at the bar, where the amplitude is large and the absolute error is not. ηm

None of this is an argument against using the formula, which is quick, transparent and good enough for the purposes the Partnership puts it to. It is an argument for quoting it with the reach and the tidal range attached, which the papers that quote it have not always done.

## References

Sandiman, R. K. (2018). Tidal propagation in the Braithe: a first fit. Tarnbeck Institute internal report TIH/IR/09.

Vale, H. and Croyde, P. (2021). The Harrowby Reach gauge, 2015 to 2020. Journal of Estuarine Hydrology 44, 218-31.

Prosser, A. (2009). Friction coefficients for the Braithe channel. Braithe Harbour Board, unpublished.

Markdown output: fallback markers and moved inline mathematics.

Copied from Output file (Markdown), lines 17, 21, 23, 29–33, 47–49, 59–61

Open the Markdown file ↗
Expected vs. Found
✓Expected: Emit equations as math markup or an honest fallback, not garbled prose.Found: Each of the six display equations was replaced in place by the fallback marker, and none appeared as prose.
Supporting proof
Proof 1Screenshot
Run screenshot: source page, output excerpt, and conversion status.
Open original ↗
Why this result

The test asked for whole-document conversion in the default pipeline, and the output kept all six display equations as explicit fallbacks in the right places instead of prose. The run succeeded on the complete PDF, so the case is a pass.

Also observed in this test case

Inline math moved. Inline symbols were moved out of their sentences, leaving four sentences ungrammatical.

Raw fallback only. The fallback appears only in the raw Markdown, not in a rendered view.

No math markup. No LaTeX or MathML appears in the output.

Tested by Wrick · 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
Surface
SDK / library
Set up before the run
A PDF with mathematical equations had to be converted in one default-pipeline pass over the complete file, with no per-tool tuning.
Pipeline
standard PDF
Formula enrichment
off
Tested
23 October 2026 · Wrick

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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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Cite this result
aidemos.com/benchmarks/pdf-to-markdown-open-source/results/docling/a-document-containing-mathematical-equations · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-23

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Verify the proof files

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

Input · Document (PDF) ↗application/pdf · 236 KB
Output file (Markdown) ↗text/markdown; charset=utf-8 · 5 KB
Proof 1 · Screenshot ↗image/png · 331 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)f3d69b6d9d2191c5806a426fd4ea5e209dcd7cf693ad6abe67a5d18a014b9fd6
Output file (Markdown)40041282fbc7c31bc97a455072bb777c6deb781c1d0934247c0d3e535e3d168e
Proof 1 · Screenshot31cd5a775edc9c3c324dda7eddb249ee0a51dad0b50981a660b14262063cbcc5