Run: 2026-09-10-01M25DWQK7572R9CF2A5N83CKQ

Run Details

Model:: DeepSeek V4.1 Flash (Reasoning, High)
Test:: Language Writing
Scenario:: Character dialogue (French) in a story
Duration:: 19.2s
Cost:: $0.002459
Provider:: DeepSeek

Evaluation summary

Score	Evaluator	Details Link
100.00%	Parse dialogue	(details)

Model input

System

You are an expert novel author in the cozy mystery genre.

Take the following details about characters/locations/... into account:
<character name="Marie">
Marie is a 30-year old college student on a study abroad program. Born in France, she is fluent in French and does not yet know any English.
She enjoys landscape photography and is always seen with her camera.
</character>
<character name="Hunter">
Hunter is a 35-year old detective who is investigating a series of mysterious disappearances in the small town of Alborn, MN.
He is a former marine and has a no-nonsense attitude.
Hunter has no knowledge of French, not even basic phrases.
</character>
<location name="Alborn, MN">
Alborne is a small town in the Midwest with a population of 3,000. It is known for its annual apple festival.
</location>

User/Human

Write the following scene:

Marie is sitting at a cafe, looking at her camera. Hunter approaches her and asks her about a recent event in the town.
She responds troubled and shaken in French, and Hunter looks confused.

They talk for a while, until Hunter gets a call and has to leave.

Return the dialogue between Marie and Hunter as a voice sheet:

Marie: "..."
Hunter: "..."

Model response

Marie: “(troubled and shaken, in French) Je… je ne comprends pas. Qu’est-ce que vous voulez ?”
Hunter: “(confused) I’m sorry, ma’am. I don’t speak French. I’m Detective Hunter. I need to ask you about the disappearances.”
Marie: “(in French, voice trembling) Les disparitions… Oui. J’ai vu quelque chose. Sur mon appareil photo. Un homme. Il regardait la petite fille. Et puis… plus rien.”
Hunter: “(slowly, louder) Ma’am. Do you speak English? English?”
Marie: “(in French) Je ne parle pas anglais. Je suis désolée. Mais regardez—regardez la photo. Cet homme. Vous le voyez ?”
Hunter: “(looking at the camera, then at her) I don’t… I can’t understand you. Is this about the festival?”
Marie: “(in French, near tears) Oui, le festival. La petite fille aux rubans rouges. Elle était là, et puis elle n’était plus là. Je vous en prie, écoutez-moi.”
Hunter: “(frustrated but gentle) Okay. Okay. Just… stay calm. I’ll get a translator. Don’t go anywhere.”
Hunter: “(phone rings) Hunter. … What? Where? … I’m on my way.”
Hunter: “(to Marie) I have to go. Stay here. We’ll finish this later.”
Marie: “(in French, desperate) Attendez ! Ne partez pas ! L’homme sur la photo… il est peut-être encore là !”
Hunter: “(confused, already leaving) I’m sorry. I don’t understand. But don’t leave town.”
Marie: “(in French, to herself) Il ne comprend pas. Personne ne comprend.”

Evaluation details

Result

Evaluator

Details

Meta Data

100.00%

Parse dialogue

n/a

dialogue

name

"Marie"

dialogue

"“ Je… je ne comprends pas. Qu’est-ce que vous voulez ?”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8129342597541421
ca	0.6080627099664053
es	0.5251017639077341
it	0.5145631067961165
ro	0.5035460992907801
nl	0.46808510638297873
sl	0.46236559139784944
pt	0.45652173913043476
lt	0.4514106583072101
hr	0.4479495268138801
sq	0.40476190476190477
cs	0.3955094991364421
en	0.38380281690140844
tl	0.32432432432432434
yo	0.317738791423002
de	0.30966469428007887
sk	0.29292929292929293
lv	0.2273730684326711
tr	0.21171171171171171
pl	0.20634920634920634
fi	0.2009132420091324
ms	0.1935483870967742
hu	0.1898148148148148

reliable

true

passes

true

name

"Hunter"

dialogue

"“ I’m sorry, ma’am. I don’t speak French. I’m Detective Hunter. I need to ask you about the disappearances.”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.801008224993367
tl	0.6453900709219859
fr	0.4665718349928876
it	0.45054945054945056
pt	0.4390426327599103
ca	0.4131455399061033
no	0.4033412887828162
da	0.3936944219886823
ro	0.3483927019982624
cs	0.3397887323943662
es	0.3273542600896861
sq	0.3267504488330341
sv	0.32003626473254765
nl	0.3081180811808118
yo	0.30619796484736356
hr	0.30037313432835816
pl	0.258160237388724
lv	0.2566897918731417
sl	0.24774322968906717
ms	0.23857868020304565
sk	0.21383647798742136
et	0.21218487394957983
de	0.18655097613882862
lt	0.18211559432933477
tr	0.14675767918088736
be	0.08536585365853659
hu	0.08200734394124846
az	0.07749077490774908
is	0.07749077490774908
uk	0.07749077490774908
vi	0.07749077490774908

reliable

true

passes

true

name

"Marie"

dialogue

"“ Les disparitions… Oui. J’ai vu quelque chose. Sur mon appareil photo. Un homme. Il regardait la petite fille. Et puis… plus rien.”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8135101533360962
en	0.5650072498791687
ca	0.5592556317335945
it	0.5158687466379774
es	0.4581577363034317
ro	0.44751381215469616
tl	0.4152046783625731
da	0.4015957446808511
no	0.3603411513859275
et	0.32228915662650603
sq	0.2753623188405797
pt	0.2194275802254987
sv	0.2125984251968504
de	0.20913884007029876
az	0.19210053859964096
fi	0.18699186991869918
yo	0.18032786885245902
tr	0.16512059369202228
lv	0.15651358950328023
sl	0.15094339622641512
cs	0.14853358561967833
hi	0.14691943127962084
hr	0.0872210953346856
vi	0.08536585365853659
nl	0.07881269191402251
sk	0.07120743034055728

reliable

true

passes

true

name

"Hunter"

dialogue

"“ Ma’am. Do you speak English? English?”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7706422018348624
cs	0.51338199513382
hr	0.4897959183673469
tl	0.4708994708994709
pt	0.43820224719101125
pl	0.41690962099125367
sk	0.39759036144578314
sl	0.375
sq	0.36908517350157727
vi	0.35691318327974275
no	0.2907801418439716
yo	0.2805755395683453
da	0.2647058823529412
de	0.2647058823529412
ms	0.2647058823529412
ro	0.2647058823529412
sv	0.2647058823529412

reliable

true

passes

true

name

"Marie"

dialogue

"“ Je ne parle pas anglais. Je suis désolée. Mais regardez—regardez la photo. Cet homme. Vous le voyez ?”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8136553369111509
sl	0.5051464766429137
it	0.497991967871486
ro	0.48559670781893005
ca	0.47257383966244726
es	0.4503078276165347
sq	0.4244935543278085
cs	0.423963133640553
lt	0.4036259541984733
en	0.3830207305034551
nl	0.37810945273631835
yo	0.37624750499001997
hr	0.35699588477366256
sk	0.31394072447859495
lv	0.2905788876276958
hu	0.28325688073394495
no	0.27409988385598144
tl	0.2732558139534884
et	0.2724097788125727
pt	0.2724097788125727
da	0.2128463476070529
fi	0.20986093552465232
pl	0.20178799489144317
tr	0.19665809768637532
ms	0.19041450777202074
de	0.18619791666666666
vi	0.11847672778561354
hi	0.10968660968660969
az	0.10071942446043164
sv	0.08625730994152046

reliable

true

passes

true

name

"Hunter"

dialogue

"“ I don’t… I can’t understand you. Is this about the festival?”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8270644185041072
tl	0.6542783059636992
no	0.6441281138790036
da	0.6380090497737556
nl	0.6023856858846919
sv	0.5767195767195767
cs	0.531615925058548
ca	0.46236559139784944
sq	0.4609164420485175
hr	0.4594594594594595
yo	0.43977591036414565
it	0.43899018232819076
hu	0.4186046511627907
ro	0.41348973607038125
sk	0.4108983799705449
pl	0.4002998500749625
de	0.39668174962292607
fr	0.3911719939117199
ms	0.3911719939117199
is	0.3640699523052464
pt	0.33444259567387685
lt	0.32088285229202035
sl	0.3185689948892675
et	0.3162393162393162
es	0.313893653516295
az	0.31153184165232356
lv	0.23954372623574144
be	0.14893617021276595
tr	0.14893617021276595
fi	0.13606911447084233
uk	0.13606911447084233
vi	0.13606911447084233

reliable

true

passes

true

name

"Marie"

dialogue

"“ Oui, le festival. La petite fille aux rubans rouges. Elle était là, et puis elle n’était plus là. Je vous en prie, écoutez-moi.”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8111425873465533
ca	0.5597138139790864
da	0.49622166246851385
sl	0.4708994708994709
es	0.47019867549668876
no	0.44713199723566
it	0.42321557317952413
ro	0.4091580502215657
tl	0.38319198149575945
yo	0.3675889328063241
nl	0.3670886075949367
hr	0.3640699523052464
sv	0.35170178282009723
sq	0.3349958437240233
et	0.32145886344359625
en	0.29947460595446584
cs	0.2945326278659612
fi	0.25650557620817843
lt	0.25650557620817843
pt	0.25650557620817843
sk	0.24741298212605833
vi	0.23150816522574447
ms	0.18283963227783454
hu	0.17098445595854922
pl	0.16142557651991615
de	0.15789473684210525
is	0.14346895074946467
az	0.12854030501089325
tr	0.12087912087912088
eu	0.08571428571428572
lv	0.07300115874855156

reliable

true

passes

true

name

"Hunter"

dialogue

"“ Okay. Okay. Just… stay calm. I’ll get a translator. Don’t go anywhere.”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7864321608040201
tl	0.6336206896551724
pl	0.45161290322580644
ro	0.41379310344827586
sq	0.41135734072022156
ca	0.4039270687237027
et	0.4014084507042254
sv	0.4014084507042254
pt	0.39801699716713884
de	0.3963068181818182
hr	0.35703479576399394
sl	0.33070866141732286
es	0.32965299684542587
nl	0.32
fr	0.3167202572347267
da	0.3156199677938808
yo	0.3156199677938808
no	0.3134087237479806
sk	0.3122977346278317
cs	0.31006493506493504
it	0.30668841761827076
ms	0.30098684210526316
is	0.2916666666666667
vi	0.27101200686106347
hu	0.2685025817555938
lt	0.2595818815331011
tr	0.247787610619469
eu	0.24377224199288253
lv	0.24377224199288253
az	0.2328519855595668
fi	0.1290983606557377

reliable

true

passes

true

name

"Hunter"

dialogue

"“ Hunter. … What? Where? … I’m on my way.”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.830163043478261
tl	0.6307237813884786
fr	0.419953596287703
pl	0.4131455399061033
de	0.39903846153846156
cs	0.39172749391727496
sk	0.39172749391727496
ca	0.3872549019607844
et	0.3811881188118812
fi	0.375
sq	0.3540051679586563
hr	0.26035502958579887
hi	0.251497005988024
da	0.24698795180722888
no	0.2378048780487805
yo	0.23076923076923078
sv	0.21875
it	0.20127795527156547
nl	0.20127795527156547
pt	0.20127795527156547
ms	0.19093851132686085
ro	0.19093851132686085
sl	0.19093851132686085
tr	0.19093851132686085

reliable

true

passes

true

name

"Hunter"

dialogue

"“ I have to go. Stay here. We’ll finish this later.”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8284960422163589
da	0.5982694684796045
pl	0.577922077922078
tl	0.5584239130434783
no	0.5149253731343284
yo	0.48083067092651754
hr	0.43965517241379315
cs	0.4206773618538324
sq	0.4186046511627907
sv	0.4080145719489982
it	0.39138576779026213
nl	0.39138576779026213
sk	0.385633270321361
lv	0.36274509803921573
lt	0.3394308943089431
de	0.32432432432432434
fr	0.3143459915611814
ca	0.29805615550755943
sl	0.2713004484304933
ro	0.21686746987951808
hi	0.18952618453865336
pt	0.1792929292929293
be	0.17721518987341772
tr	0.17721518987341772
hu	0.1709183673469388
az	0.16237113402061853
et	0.16237113402061853
is	0.16237113402061853
uk	0.16237113402061853
vi	0.16237113402061853

reliable

true

passes

true

name

"Marie"

dialogue

"“ Attendez ! Ne partez pas ! L’homme sur la photo… il est peut-être encore là !”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8184219214262133
ca	0.626612355736592
it	0.6046010064701653
es	0.5319148936170213
en	0.5250431778929188
ro	0.4986326344576117
sq	0.46393762183235865
tl	0.4186046511627907
no	0.4148936170212766
tr	0.36046511627906974
pt	0.34679334916864607
lt	0.3349455864570738
da	0.3268053855569155
lv	0.31335830212234705
nl	0.30904522613065327
vi	0.30467762326169406
yo	0.302915082382763
cs	0.29757343550446996
et	0.27821522309711283
az	0.26174496644295303
sl	0.26174496644295303
hr	0.24657534246575344
de	0.23611111111111113
ms	0.21875
hu	0.20863309352517986
sv	0.20289855072463767
fi	0.13793103448275862
eu	0.12698412698412698
hi	0.12280701754385964
pl	0.11290322580645161
sk	0.10277324632952692

reliable

true

passes

true

name

"Hunter"

dialogue

"“ I’m sorry. I don’t understand. But don’t leave town.”"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8059866962305987
tl	0.6582031250000001
no	0.5580808080808082
da	0.5569620253164557
sv	0.4992846924177396
it	0.3805309734513274
pl	0.36823104693140796
de	0.3554327808471455
cs	0.35064935064935066
nl	0.3371212121212121
ro	0.31906614785992216
sk	0.3150684931506849
hr	0.2842535787321063
ca	0.2827868852459016
is	0.2813141683778234
sq	0.2768595041322314
pt	0.2222222222222222
fr	0.2009132420091324
yo	0.19908466819221968
be	0.16666666666666666
tr	0.16666666666666666
hu	0.1606714628297362
az	0.15254237288135594
et	0.15254237288135594
lt	0.15254237288135594
lv	0.15254237288135594
uk	0.15254237288135594
vi	0.15254237288135594

reliable

true

passes

true

name

"Marie"

dialogue

"“ Il ne comprend pas. Personne ne comprend.”"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8238057948316366
it	0.7410817031070196
ca	0.7054973821989529
ro	0.6335504885993485
lt	0.6153846153846154
nl	0.6024734982332155
sq	0.5833333333333334
es	0.5673076923076923
de	0.5283018867924528
hr	0.5233050847457626
tr	0.5212765957446809
en	0.4730679156908665
pt	0.45652173913043476
lv	0.44168734491315137
az	0.4360902255639098
ms	0.43324937027707805
tl	0.412532637075718
hu	0.39189189189189183
cs	0.38524590163934425
sk	0.3732590529247911
sl	0.3626062322946175
fi	0.281150159744409
sv	0.27884615384615385
no	0.25742574257425743
da	0.2549668874172185
fa	0.25
is	0.21875
et	0.2077464788732394
pl	0.2077464788732394

reliable

true

passes

true