Run: 2026-07-01-01KWE9DA5JSNZCFHXS8MAJY28F

Run Details

Model:: Claude Sonnet 5 (Reasoning)
Test:: Language Writing
Scenario:: Character dialogue (French) in a story
Duration:: 18.3s
Cost:: $0.012678
Provider:: Amazon Bedrock

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:** *(scrolling through photos on her camera, not looking up)* "Mmm..."

**Hunter:** "Excuse me, miss. Detective Hunter, Alborn PD. You mind if I ask you a few questions about last night?"

**Marie:** *(startled, looking up)* "Pardon? Je... je ne comprends pas."

**Hunter:** *(pulling out a small notepad)* "Right. Were you here in town last night? Around Miller's Orchard?"

**Marie:** *(hands trembling slightly, gripping her camera)* "L'orchard... oui, j'étais là-bas. Pour prendre des photos. Le coucher du soleil était magnifique, et puis... puis j'ai entendu quelque chose. Un cri, je crois. C'était horrible."

**Hunter:** *(brow furrowed)* "I'm gonna need that in English, ma'am."

**Marie:** *(shaking her head, eyes welling up)* "Je ne parle pas anglais. Désolée. C'est juste que... j'ai vu quelque chose d'étrange. Une silhouette, près des arbres. Et après ça, plus rien. Elle a disparu."

**Hunter:** *(sighing, scratching his head)* "A shadow? Did you see a face? A car? Anything?"

**Marie:** *(pointing to her camera, flipping through images frantically)* "Regardez, j'ai peut-être une photo. Je ne suis pas sûre, mais il y avait quelque chose de bizarre dans le ciel cette nuit-là."

**Hunter:** *(leaning in, squinting at the small screen)* "I don't— I can't read what you're— is that a person?"

**Marie:** *(voice shaking)* "Je ne sais pas. J'ai eu si peur. Je suis rentrée directement à mon hôtel après ça."

**Hunter:** *(frustrated, rubbing his temple)* "Okay. Okay, look— we need a translator. This isn't gonna work if we can't—"

*(His phone rings. He glances at the screen, sighs.)*

**Hunter:** "Hunter. ...Yeah. Where? ...I'll be there in ten."

**Marie:** *(watching him, still shaken)* "Vous devez partir?"

**Hunter:** *(pocketing the phone, standing quickly)* "Sorry, I gotta— duty calls. Stay in town, alright? Don't go anywhere. I'll send someone who speaks... whatever it is you're speaking."

**Marie:** *(quietly, to herself as he walks away)* "Français. Ça s'appelle le français."

Evaluation details

Result

Evaluator

Details

Meta Data

100.00%

Parse dialogue

n/a

dialogue

name	"Marie"
dialogue	"Mmm..."
detectedLang	""
heavyLang	""
scores
reliable	false
passes	true

name

"Hunter"

dialogue

"Excuse me, miss. Detective Hunter, Alborn PD. You mind if I ask you a few questions about last night?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7869990533291259
tl	0.6001184834123223
it	0.5706106870229007
fr	0.5700636942675159
ca	0.4924812030075188
ro	0.4866920152091255
pt	0.48473282442748095
no	0.4435284418796373
sq	0.42845046570702794
es	0.4196044711951848
nl	0.4135534317984361
da	0.4005328596802842
sv	0.3935309973045822
cs	0.3644067796610169
et	0.36380772855796417
hr	0.3202416918429003
de	0.3168016194331984
hu	0.3154158215010142
sl	0.3105209397344229
yo	0.29319371727748694
pl	0.2549668874172185
ms	0.23382519863791143
tr	0.23382519863791143
sk	0.2303306727480046
lt	0.17682926829268292
fi	0.16974169741697415
is	0.16974169741697415
az	0.1646039603960396
lv	0.1646039603960396
vi	0.1646039603960396
be	0.09395973154362416
eu	0.09395973154362416
uk	0.08536585365853659

reliable

true

passes

true

name

"Marie"

dialogue

"Pardon? Je... je ne comprends pas."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.7695852534562212
lt	0.6763754045307443
ca	0.6460176991150443
cs	0.6219281663516069
nl	0.6062992125984252
sl	0.6007984031936128
it	0.5943204868154158
hr	0.5867768595041323
tl	0.5771670190274841
sq	0.54337899543379
en	0.5215311004784688
ro	0.5169082125603864
es	0.5085995085995086
yo	0.4490358126721763
de	0.43977591036414565
sk	0.42028985507246375
pt	0.37888198757763975
lv	0.33993399339933994
tr	0.3197278911564626
pl	0.3127147766323024
fi	0.3055555555555556
ms	0.29577464788732394
hu	0.2907801418439716

reliable

true

passes

true

name

"Hunter"

dialogue

"Right. Were you here in town last night? Around Miller's Orchard?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8129092609915809
tl	0.6774193548387096
de	0.48586118251928023
nl	0.4350282485875706
fr	0.37205651491365777
no	0.36608557844690964
it	0.34210526315789475
et	0.30434782608695654
az	0.3019197207678883
yo	0.28825622775800713
sl	0.2779783393501805
da	0.2753623188405797
ro	0.26199261992619927
sv	0.21104536489151873
ja	0.2
sq	0.2
ca	0.18864097363083165
hu	0.18200408997955012
is	0.18032786885245902
es	0.17695473251028807
pl	0.17355371900826447
tr	0.17012448132780084
cs	0.16317991631799164
fi	0.15789473684210525
ms	0.15789473684210525

reliable

true

passes

true

name

"Marie"

dialogue

"L'orchard... oui, j'étais là-bas. Pour prendre des photos. Le coucher du soleil était magnifique, et puis... puis j'ai entendu quelque chose. Un cri, je crois. C'était horrible."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8054474708171206
ca	0.5027124773960217
en	0.47418738049713194
it	0.42738157209786576
es	0.4120791020844468
de	0.37958262831359274
no	0.3785310734463277
da	0.3563487419543593
pt	0.314214463840399
yo	0.30335655478150725
tl	0.2944194996792816
eu	0.2815153494448073
sl	0.25725860904794057
sv	0.25271739130434784
nl	0.23822714681440443
lv	0.23611111111111113
sk	0.23237962316817865
ro	0.23184357541899442
lt	0.21316165951359084
cs	0.2109038737446198
vi	0.1887905604719764
hr	0.1857883049592894
et	0.1249005568814638
sq	0.11361804995970992
tr	0.11361804995970992
ms	0.08333333333333334
hu	0.08180300500834724
pl	0.0764063811922754
is	0.06937394247038917
hi	0.06542056074766354

reliable

true

passes

true

name

"Hunter"

dialogue

"I'm gonna need that in English, ma'am."

detectedLang

"en"

heavyLang

"en"

scores

en	0.7598463016330451
et	0.5088408644400786
it	0.4908350305498982
de	0.4669509594882729
ro	0.46120689655172414
tl	0.43566591422121903
sv	0.4172494172494172
nl	0.3842364532019704
sl	0.3811881188118812
ms	0.37027707808564225
fi	0.3150684931506849
yo	0.26035502958579887
az	0.251497005988024
pl	0.251497005988024
no	0.24698795180722888
da	0.22360248447204967
hr	0.22360248447204967

reliable

true

passes

true

name

"Marie"

dialogue

"Je ne parle pas anglais. Désolée. C'est juste que... j'ai vu quelque chose d'étrange. Une silhouette, près des arbres. Et après ça, plus rien. Elle a disparu."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8091256135248137
ca	0.5757575757575758
en	0.4186046511627907
de	0.4134078212290503
es	0.4074492099322799
pt	0.40273037542662116
it	0.3958573072497123
da	0.3823529411764706
ro	0.37574316290130794
sl	0.3678506923540036
nl	0.3566176470588235
cs	0.35304990757855825
sk	0.35304990757855825
no	0.35185185185185186
sq	0.33290978398983484
lt	0.3247588424437299
et	0.3101182654402102
hr	0.30417495029821073
hu	0.28765264586160105
lv	0.2369186046511628
tr	0.2290748898678414
yo	0.21171171171171171
ms	0.2087415222305953
pl	0.2003046458492003
sv	0.1984732824427481
tl	0.16864608076009502
is	0.13437757625721353
fi	0.1257285595337219
eu	0.11838790931989925
az	0.11764705882352942
vi	0.0625

reliable

true

passes

true

name

"Hunter"

dialogue

"A shadow? Did you see a face? A car? Anything?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7965976331360947
fr	0.5528455284552846
ro	0.47718631178707227
tl	0.4701348747591522
et	0.4586614173228346
pt	0.4410569105691057
cs	0.43298969072164945
sq	0.38478747203579416
hu	0.36194895591647336
ms	0.33894230769230765
ca	0.3309002433090025
es	0.32432432432432434
sk	0.32098765432098764
it	0.3125
yo	0.30203045685279184
hr	0.289405684754522
pl	0.2763157894736842
sl	0.24657534246575344
lt	0.22969187675070027
tr	0.21875
is	0.21428571428571427
da	0.207492795389049
az	0.20289855072463767
eu	0.20289855072463767
lv	0.20289855072463767
nl	0.20289855072463767
no	0.20289855072463767
vi	0.20289855072463767
de	0.19590643274853803
fi	0.1863905325443787
sv	0.1863905325443787

reliable

true

passes

true

name

"Marie"

dialogue

"Regardez, j'ai peut-être une photo. Je ne suis pas sûre, mais il y avait quelque chose de bizarre dans le ciel cette nuit-là."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8217559584436748
it	0.46711327649208284
en	0.4376606683804627
nl	0.3868255080588648
ro	0.37722419928825623
es	0.3732091690544413
sq	0.36640115858073863
ca	0.3508902077151336
yo	0.34798807749627425
sl	0.32327919566898683
hu	0.31156569630212433
tr	0.2903487429034874
da	0.27204658901830286
pt	0.2677824267782427
cs	0.26593959731543626
de	0.26346801346801346
hr	0.2450388265746333
vi	0.22566371681415928
no	0.21242124212421243
tl	0.2052679382379655
lt	0.1875580315691736
pl	0.1830065359477124
az	0.16904083570750236
ms	0.14383561643835618
sk	0.14215686274509806
sv	0.11526794742163803
lv	0.10531697341513294
fi	0.09138110072689512
hi	0.08088235294117647
eu	0.07407407407407407

reliable

true

passes

true

name

"Hunter"

dialogue

"I don't— I can't read what you're— is that a person?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8263027295285359
hu	0.5569620253164557
tl	0.5238095238095238
no	0.5159059474412172
sv	0.5125348189415042
ca	0.5098039215686274
is	0.5098039215686274
da	0.5063469675599436
sq	0.5028409090909091
it	0.48377581120943947
yo	0.48224852071005914
ro	0.4720965309200603
hr	0.4696969696969697
nl	0.4648318042813456
cs	0.4582043343653251
pl	0.453125
pt	0.44267515923566875
sk	0.42716857610474634
es	0.38596491228070173
lt	0.38271604938271603
tr	0.3794326241134752
de	0.3783303730017762
lv	0.37275985663082434
fr	0.36479128856624315
az	0.35424354243542433
et	0.34579439252336447
ms	0.3013972055888224
vi	0.2753623188405797
sl	0.20454545454545453
be	0.16666666666666666
eu	0.16666666666666666
fi	0.15254237288135594
uk	0.15254237288135594

reliable

true

passes

true

name

"Marie"

dialogue

"Je ne sais pas. J'ai eu si peur. Je suis rentrée directement à mon hôtel après ça."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8218711276332095
ca	0.5573518090839107
nl	0.5377813504823151
sl	0.523612261806131
ro	0.49204946996466425
hr	0.4888888888888889
sq	0.46009389671361506
cs	0.45600756859035
sk	0.4549763033175355
yo	0.4492337164750958
en	0.4390243902439025
de	0.435721295387635
pt	0.3889479277364506
tl	0.3869936034115139
it	0.3850267379679145
da	0.3817204301075269
no	0.37904967602591794
lt	0.37431991294885747
es	0.3604004449388209
hu	0.26937738246505716
sv	0.2656449553001277
lv	0.22818791946308725
fi	0.21662125340599456
pl	0.21555252387448842
tr	0.2144808743169399
ms	0.1991643454038997
az	0.17503586800573886
eu	0.1417910447761194
is	0.13273001508295626
hi	0.11944869831546708
et	0.0987460815047022

reliable

true

passes

true

name

"Hunter"

dialogue

"Okay. Okay, look— we need a translator. This isn't gonna work if we can't—"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7871807711567351
tl	0.5439914163090128
et	0.5098039215686274
pl	0.448051948051948
nl	0.4370860927152318
ro	0.41379310344827586
sv	0.3997175141242938
it	0.3988684582743989
pt	0.39801699716713884
hr	0.35703479576399394
sq	0.34006211180124224
ca	0.33176100628930816
sl	0.33070866141732286
es	0.32965299684542587
de	0.3210862619808307
fr	0.3167202572347267
da	0.3156199677938808
no	0.3134087237479806
sk	0.3122977346278317
cs	0.31006493506493504
ms	0.30098684210526316
fi	0.2951907131011609
vi	0.27101200686106347
hu	0.2685025817555938
lt	0.2595818815331011
tr	0.247787610619469
eu	0.24377224199288253
lv	0.24377224199288253
az	0.2328519855595668
yo	0.21875
is	0.15

reliable

true

passes

true

name

"Hunter"

dialogue

"Hunter. ...Yeah. Where? ...I'll be there in ten."

detectedLang

"en"

heavyLang

"en"

scores

en	0.7980613893376414
de	0.6229260935143288
nl	0.5535714285714286
sl	0.4600431965442765
it	0.45652173913043476
lt	0.4529540481400437
ro	0.44567627494456763
yo	0.44196428571428575
pl	0.43566591422121903
sv	0.414519906323185
tl	0.3902439024390244
sq	0.3540051679586563
ms	0.34895833333333337
hu	0.31880108991825606
cs	0.28366762177650434
sk	0.28366762177650434
az	0.251497005988024
da	0.24698795180722888
no	0.2378048780487805
fr	0.22360248447204967
pt	0.20127795527156547
ca	0.19093851132686085
tr	0.19093851132686085

reliable

true

passes

true

name

"Marie"

dialogue

"Vous devez partir?"

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8139880952380952
pt	0.7037914691943127
ca	0.6177370030581039
en	0.6153846153846154
es	0.6019108280254777
ro	0.5954692556634305
tl	0.5519713261648745
hr	0.5454545454545454
sl	0.5454545454545454
it	0.4469026548672566
az	0.3902439024390244
de	0.3902439024390244
eu	0.3902439024390244
nl	0.3811881188118812
is	0.37810945273631835
da	0.375
lt	0.375
sv	0.375
lv	0.3654822335025381
no	0.3654822335025381
sq	0.3654822335025381
et	0.358974358974359
ms	0.358974358974359
pl	0.358974358974359
tr	0.34895833333333337
cs	0.33510638297872336
hu	0.33510638297872336
sk	0.33510638297872336
yo	0.3206521739130435

reliable

true

passes

true

name

"Hunter"

dialogue

"Sorry, I gotta— duty calls. Stay in town, alright? Don't go anywhere. I'll send someone who speaks... whatever it is you're speaking."

detectedLang

"en"

heavyLang

"en"

scores

en	0.7846948818897638
tl	0.5358090185676392
it	0.3902439024390244
de	0.3885394828791055
yo	0.3736578382247674
nl	0.36594202898550726
sv	0.3547197640117994
no	0.3099369085173501
hu	0.2732558139534884
pt	0.2683946488294314
pl	0.26655490360435874
da	0.2584745762711864
sq	0.25404944586530265
ro	0.20957542908762422
ca	0.2052679382379655
is	0.2052679382379655
fr	0.19871794871794873
et	0.1875580315691736
es	0.16427889207258836
ms	0.1562198649951784
sl	0.14965986394557826
lt	0.14634146341463414
lv	0.1455078125
az	0.14383561643835618
hr	0.13708086785009863
fi	0.11347517730496455
cs	0.10714285714285714
sk	0.07602956705385427
be	0.07407407407407407
tr	0.07407407407407407
uk	0.06716417910447761
vi	0.06716417910447761

reliable

true

passes

true

name

"Marie"

dialogue

"Français. Ça s'appelle le français."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.8141263940520446
it	0.6415770609318996
yo	0.5024875621890548
ca	0.4897959183673469
sl	0.4897959183673469
es	0.4884910485933504
de	0.48186528497409326
ro	0.4791666666666667
nl	0.47368421052631576
no	0.46949602122015915
da	0.45799457994579945
hu	0.45652173913043476
pt	0.441340782122905
tl	0.43661971830985913
et	0.37694704049844235
fi	0.3730407523510972
eu	0.2857142857142857
hr	0.2779783393501805
sq	0.2727272727272727
sk	0.2647058823529412
cs	0.25925925925925924
pl	0.25925925925925924
en	0.250936329588015
sv	0.250936329588015
az	0.23954372623574144
tr	0.23954372623574144
is	0.2277992277992278
lv	0.2277992277992278
ms	0.2277992277992278

reliable

true

passes

true