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Graded 5 October 2026

Can Mistral AI keep equations as math when turning a PDF into Markdown?

Mistral AI kept the mathematical equations as LaTeX math in the Markdown for this PDF. The returned Markdown preserved all six display equations as math blocks with tags, kept inline symbols inside math delimiters, and carried through the page-break text and running heads. The page-by-page comparison sheets matched the source pages shown there.

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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

“file technical_note_TIH-TN-18.pdf / sent as the complete PDF, 3 page(s), in one request / sha256 f3d69b6d9d2191c5806a426fd4ea5e209dcd7cf693ad6abe67a5d18a014b9fd6”

InputDocument (PDF)
Three-page PDF with six printed equations and references.
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What the tool returned
Markdown69 lines
Tarnbeck Institute of Hydrology

TIH/TN/18

# 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

\[
\frac {\partial A}{\partial t} + \frac {\partial Q}{\partial x} = 0 \tag {1}
\]

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

\[
\frac {\partial Q}{\partial t} + \frac {\partial}{\partial x} \left(\frac {Q ^ {2}}{A}\right) + g A \frac {\partial \eta}{\partial x} + \frac {g n ^ {2} Q | Q |}{A R ^ {4 / 3}} = 0 \tag {2}
\]

in which  \( \eta \)  is the surface elevation above mean sea level, n is Manning's coefficient, R the hydraulic radius  \( R = A/P \)  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.

## 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

\[
\eta (x, t) = \eta_ {0} e ^ {- \mu x} \cos (\omega t - k x) \tag {3}
\]

with  \( \eta_{0} \)  the amplitude at the bar,  \( \omega \)  the angular frequency of the harmonic, k the wavenumber and  \( \mu \)  the attenuation coefficient. Linearising the friction term by the Lorentz method and collecting terms gives

Page 1 of 3

Tarnbeck Institute of Hydrology

TIH/TN/18

\[
\mu = \frac {\omega}{c} \left(\frac {\chi}{2 (1 + \chi^ {2})}\right) ^ {1 / 2}, \quad \chi = \frac {8 n ^ {2} c \eta_ {0}}{3 \pi h ^ {4 / 3}} \tag {4}
\]

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

\[
n (h) = n _ {\infty} + \frac {b}{h ^ {1 / 3}} \tag {5}
\]

with  \( n_{\infty} \)  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.

Copied from Proof 1 · Output file (Markdown), lines 1–69 · an excerpt; the link below opens the whole file

Open the Markdown file ↗
Proof 1Output file (Markdown)
Markdown output with six LaTeX equations and references. From outside the graded run; shown for context, not graded.
Part of this file is printed above, under What the tool returned. Show the whole file
Markdown101 lines
Tarnbeck Institute of Hydrology

TIH/TN/18

# 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

\[
\frac {\partial A}{\partial t} + \frac {\partial Q}{\partial x} = 0 \tag {1}
\]

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

\[
\frac {\partial Q}{\partial t} + \frac {\partial}{\partial x} \left(\frac {Q ^ {2}}{A}\right) + g A \frac {\partial \eta}{\partial x} + \frac {g n ^ {2} Q | Q |}{A R ^ {4 / 3}} = 0 \tag {2}
\]

in which  \( \eta \)  is the surface elevation above mean sea level, n is Manning's coefficient, R the hydraulic radius  \( R = A/P \)  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.

## 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

\[
\eta (x, t) = \eta_ {0} e ^ {- \mu x} \cos (\omega t - k x) \tag {3}
\]

with  \( \eta_{0} \)  the amplitude at the bar,  \( \omega \)  the angular frequency of the harmonic, k the wavenumber and  \( \mu \)  the attenuation coefficient. Linearising the friction term by the Lorentz method and collecting terms gives

Page 1 of 3

Tarnbeck Institute of Hydrology

TIH/TN/18

\[
\mu = \frac {\omega}{c} \left(\frac {\chi}{2 (1 + \chi^ {2})}\right) ^ {1 / 2}, \quad \chi = \frac {8 n ^ {2} c \eta_ {0}}{3 \pi h ^ {4 / 3}} \tag {4}
\]

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

\[
n (h) = n _ {\infty} + \frac {b}{h ^ {1 / 3}} \tag {5}
\]

with  \( n_{\infty} \)  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.

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

Page 2 of 3

Tarnbeck Institute of Hydrology

TIH/TN/18

\[
\varepsilon = \frac {\left| \eta_ {o} - \eta_ {m} \right|}{\eta_ {o}} \tag {6}
\]

taken over the spring-neap cycle at each gauge, with  \( \eta_{o} \)  the observed amplitude and  \( \eta_{m} \)  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.

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.

Page 3 of 3
Open the Markdown file ↗
Expected vs. Found
✓Expected: Equations should appear as math markup or a plain fallback, not garbled prose.Found: All six equations were returned as LaTeX math blocks, and inline math stayed inside math delimiters.
Supporting proof
Proof 2Screenshot
Page 1 comparison sheet with matching equations and section headings.
Open original ↗
Proof 3Screenshot
Page 2 comparison sheet with matching equations and section headings.
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Proof 4Screenshot
Page 3 comparison sheet with matching equation and references.
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Proof 5Screenshot
Run metadata sheet with status, timing, and sent file details.
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Why this result

The PDF had six equations, and the returned Markdown kept them as LaTeX math or inline math instead of prose. The page comparison sheets and the full Markdown showed matching forms for each equation.

Also observed on this row

Page text carried. The Markdown kept page-break text and running heads as plain body text.

Tested by Chandresh Bisht · evidence dated 10 September 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
Mistral AI
Build or version
mistral-ocr-latest (model id echoed by the API; dated version not exposed)
Plan or tier
Mistral La Plateforme (metered OCR endpoint)
Surface
API
Set up before the run
The test required a PDF with mathematical equations. The full PDF was sent in one pass through the default OCR pipeline with no flag tuning.
Pipeline
Document AI default OCR pipeline, single pass, no flag tuning.
Endpoint
https://api.mistral.ai/v1/ocr
Tested
10 September 2026 · Chandresh Bisht

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8 October 2026First publishedConverting a complex PDF into clean Markdown with a hosted API v1

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aidemos.com/benchmarks/pdf-to-markdown-apis/results/mistral-ai/a-document-containing-mathematical-equations · 1 pass · 0 fail · coverage 1/1 · graded 2026-10-05

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Verify the proof files

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Input · Document (PDF) ↗application/pdf · 236 KB
Proof 1 · Output file (Markdown) ↗text/markdown; charset=utf-8 · 6 KB
Proof 2 · Screenshot ↗image/png · 454 KB
Proof 3 · Screenshot ↗image/png · 507 KB
Proof 4 · Screenshot ↗image/png · 211 KB
Proof 5 · Screenshot ↗image/png · 92 KB
File fingerprints (SHA-256)

A fingerprint identifies the exact file used for this result.

Input · Document (PDF)f3d69b6d9d2191c5806a426fd4ea5e209dcd7cf693ad6abe67a5d18a014b9fd6
Proof 1 · Output file (Markdown)4bbbf2e7d48591e2440788b480cb2c5eadd223d8a2d439092d74a0651916924c
Proof 2 · Screenshotb767a34cd94f4921aaecb3044ddb7ff72b31e2c490e3b9ae0407125b7ff7d985
Proof 3 · Screenshot6caa818c1570231355e44418c70fa1acf022a961c3a7a4b6d56a9e254b248b95
Proof 4 · Screenshot1e6c828c53533047ea5347949866bfc9af1e987370e6b490a0f3588d181dcae7
Proof 5 · Screenshot5848dd67d987f529c552e237875df0607a51bff0302b5b9b658475a576bc773f