Run: 2026-06-01-01KT1GVTE3P7RQY24G6E05CTVJ

Run Details

Model:: Claude Opus 4.8 (Reasoning, Low)
Test:: Language Writing
Scenario:: Character dialogue (Italian) in a story
Duration:: 20.2s
Cost:: $0.027810
Provider:: Anthropic

Evaluation summary

Score	Evaluator	Details Link
93.33%	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="Isabella">
Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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:

Isabella 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 Italian, and Hunter looks confused.

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

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

Isabella: "..."
Hunter: "..."

Model response

Isabella: *(scrolling through her camera, murmuring to herself)* "...non riesco a credere a quello che ho visto. Era proprio lì, vicino al fiume..."

Hunter: "Excuse me, miss. Mind if I sit down? I'm Detective Hunter, Alborn PD. I've got a few questions about last night."

Isabella: *(startled, looking up)* "Oh! Mi scusi, non l'avevo vista arrivare. Lei è... un poliziotto?"

Hunter: "I'll take that as a yes. There was an incident down by the old mill. A woman went missing. You were seen in the area with that camera of yours."

Isabella: *(eyes widening, gripping the camera tighter)* "La donna... sì, sì! L'ho vista! Era spaventata, correva, e poi—" *(her voice trembles)* "—è scomparsa. Non so dove sia andata. Ho ancora le mani che tremano."

Hunter: *(brow furrowing)* "I... okay. I'm not following any of that. Do you speak English? Anglais? English?"

Isabella: *(shaking her head, frustrated, gesturing at her camera)* "No, no English. Italiano. Guardi, guardi le foto! Ho fotografato tutto. Forse c'è qualcosa di utile qui."

Hunter: "Whoa, slow down. You're showing me the camera—did you photograph something? Photos?" *(mimes taking a picture)*

Isabella: *(nodding eagerly, turning the screen toward him)* "Sì! Ecco. Vede quell'ombra dietro gli alberi? Non ero sola laggiù. C'era qualcun altro."

Hunter: *(leaning in, squinting at the screen)* "There's a shadow... by the trees. Huh. That could actually be something. I need to get this to the station. Can you—" *(his phone buzzes)* "Hold that thought."

Isabella: *(watching him anxiously)* "Cosa succede? È un'altra emergenza?"

Hunter: *(into phone)* "Hunter. ...Yeah. ...Where? ...On my way." *(standing abruptly)* "Listen, I have to go. Something's come up. Don't go anywhere—stay in town. I'll bring someone who speaks Italian. Capisce? Stay. Here."

Isabella: *(half-rising, alarmed)* "Aspetti! Non se ne vada così! Ho altro da dirle—la macchina che ho visto, la targa—"

Hunter: *(already backing away, pointing at her)* "I'll be back. Don't delete those pictures." *(taps his own phone, miming)* "Photos. Important."

Isabella: *(sinking back into her chair, clutching the camera to her chest)* "...Non ha capito una parola. Madonna santa. Spero che torni davvero."

Evaluation details

Result

Evaluator

Details

Meta Data

93.33%

Parse dialogue

n/a

dialogue

name

"Isabella"

dialogue

"...non riesco a credere a quello che ho visto. Era proprio lì, vicino al fiume..."

detectedLang

"it"

heavyLang

"it"

scores

it	0.8130341880341879
es	0.628186968838527
pt	0.56575682382134
ca	0.5614035087719298
ro	0.5535714285714286
en	0.4691607684529828
fr	0.44208289054197664
eu	0.44029850746268656
da	0.4268558951965066
sk	0.41471571906354515
no	0.4074492099322799
ms	0.38668224299065423
de	0.38307873090481787
nl	0.37050359712230213
cs	0.3697478991596639
tl	0.34782608695652173
fi	0.31729518855656696
sl	0.3110236220472441
hr	0.25742574257425743
pl	0.2467718794835007
lt	0.2446043165467626
hu	0.2290748898678414
tr	0.22337278106508876
is	0.21875
lv	0.2128935532233883
sq	0.20454545454545453
et	0.18856259659969088
sv	0.18856259659969088
yo	0.1847826086956522
az	0.11764705882352942
vi	0.11764705882352942

reliable

true

passes

true

name

"Hunter"

dialogue

"Excuse me, miss. Mind if I sit down? I'm Detective Hunter, Alborn PD. I've got a few questions about last night."

detectedLang

"en"

heavyLang

"en"

scores

en	0.783799365811473
tl	0.5548961424332344
it	0.5446265938069217
fr	0.5440729483282675
ca	0.46619217081850534
ro	0.460431654676259
no	0.4596541786743516
pt	0.45848375451263534
da	0.4365138993238167
sq	0.4028662420382166
es	0.39418416801292405
nl	0.38825448613376834
sv	0.3686868686868687
et	0.3397887323943662
hr	0.29775280898876405
de	0.2944496707431797
hu	0.293119698397738
cs	0.2917847025495751
sl	0.28842504743833014
yo	0.27184466019417475
pl	0.23547400611620795
ms	0.21548117154811713
tr	0.21548117154811713
sk	0.21218487394957983
lt	0.16201117318435754
fi	0.15540540540540537
is	0.15540540540540537
az	0.1506228765571914
lv	0.1506228765571914
vi	0.1506228765571914
be	0.08536585365853659
eu	0.08536585365853659
uk	0.07749077490774908

reliable

true

passes

true

name

"Isabella"

dialogue

"Oh! Mi scusi, non l'avevo vista arrivare. Lei è... un poliziotto?"

detectedLang

"it"

heavyLang

"it"

scores

it	0.7991071428571429
ca	0.6166950596252129
ro	0.5677233429394812
fr	0.5652173913043478
es	0.5566502463054187
lv	0.46492271105826394
eu	0.4360902255639098
sq	0.4353826850690088
sv	0.43396226415094336
pt	0.43109987357774965
yo	0.42455242966751916
tl	0.3885869565217392
en	0.36079545454545453
sl	0.3571428571428572
no	0.35437589670014347
da	0.34593023255813954
hr	0.34593023255813954
cs	0.3440233236151603
sk	0.33920704845814975
hu	0.3382352941176471
pl	0.337260677466863
nl	0.31921331316187596
fi	0.3055555555555556
et	0.2524916943521595
lt	0.24496644295302009
tr	0.24242424242424243
is	0.23076923076923078
ms	0.15413533834586465
de	0.15094339622641512
az	0.14285714285714285

reliable

true

passes

true

name

"Hunter"

dialogue

"I'll take that as a yes. There was an incident down by the old mill. A woman went missing. You were seen in the area with that camera of yours."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8185699039487726
tl	0.6172895092300766
nl	0.5623069001029866
de	0.5375408052230685
ro	0.4967436352871522
fr	0.4817073170731707
it	0.45790816326530615
yo	0.45054945054945056
ms	0.43333333333333335
no	0.38804895608351336
cs	0.3876080691642651
ca	0.38181818181818183
sq	0.37315634218289084
da	0.36896807720861174
sv	0.3651979088872293
pt	0.3584905660377359
sl	0.3466564181398924
sk	0.3172690763052209
pl	0.30725346373268136
es	0.30384930384930386
az	0.29983525535420097
is	0.27101200686106347
hu	0.2595818815331011
et	0.2321589882565492
hr	0.2216117216117216
fi	0.20634920634920634
vi	0.17395529640427598
eu	0.169921875
tr	0.14829659318637273
lt	0.14228052472250252
lv	0.07608695652173912

reliable

true

passes

true

name

"Isabella"

dialogue

"—è scomparsa. Non so dove sia andata. Ho ancora le mani che tremano."

detectedLang

"it"

heavyLang

"it"

scores

it	0.8161764705882353
sl	0.49664429530201337
yo	0.4617224880382775
fr	0.4532199270959903
es	0.3860845839017735
ca	0.37931034482758624
lv	0.34782608695652173
sk	0.3253373313343328
tl	0.3161094224924012
en	0.31402439024390244
ro	0.31402439024390244
no	0.3066255778120185
pt	0.267100977198697
de	0.21328671328671328
cs	0.1906474820143885
ms	0.1818181818181818
vi	0.18032786885245902
hu	0.17883211678832117
et	0.1773308957952468
az	0.16356877323420074
tr	0.16356877323420074
eu	0.16201117318435754
hr	0.14448669201520914

reliable

true

passes

true

name

"Hunter"

dialogue

"I... okay. I'm not following any of that. Do you speak English? Anglais? English?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8106060606060606
tl	0.6487119437939111
cs	0.46808510638297873
ca	0.4318181818181818
sq	0.42820838627700125
hr	0.4238156209987196
no	0.4163424124513619
yo	0.3818681318681319
sk	0.37931034482758624
pl	0.37413073713490963
ro	0.34114202049780384
lt	0.3293591654247392
da	0.31921331316187596
sv	0.3181818181818182
nl	0.3119266055045872
sl	0.30769230769230765
it	0.3001555209953344
fr	0.27884615384615385
vi	0.27884615384615385
lv	0.25864909390444807
pt	0.25742574257425743
de	0.256198347107438
is	0.2524916943521595
tr	0.2474916387959866
ms	0.13793103448275862
be	0.1346153846153846
hu	0.12959381044487428
az	0.12280701754385964
et	0.12280701754385964
uk	0.12280701754385964

reliable

true

passes

true

name

"Isabella"

dialogue

"No, no English. Italiano. Guardi, guardi le foto! Ho fotografato tutto. Forse c'è qualcosa di utile qui."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7841381515829868
ca	0.5717005076142132
pt	0.5547493403693932
es	0.5544554455445544
en	0.5541611624834875
fr	0.5420624151967435
no	0.5014771048744461
ro	0.4755244755244755
da	0.43467336683417085
hr	0.4279661016949152
de	0.42159383033419023
et	0.38468550592525064
tl	0.3795955882352941
sk	0.37615526802218113
sl	0.37267657992565056
cs	0.3465634075508229
ms	0.3440233236151603
sv	0.33758586849852795
pl	0.3316831683168317
nl	0.32499999999999996
yo	0.32432432432432434
lv	0.31886982845610495
sq	0.303405572755418
tr	0.2902208201892744
lt	0.21875
fi	0.1687192118226601
az	0.14880201765447668
is	0.13127413127413126
hu	0.12677878395860284
vi	0.12564766839378239

reliable

true

passes

true

name

"Hunter"

dialogue

"Whoa, slow down. You're showing me the camera—did you photograph something? Photos?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.79244499792445
tl	0.5648389904264578
fr	0.513145082765336
nl	0.44008958566629336
es	0.41792782305005816
ms	0.3842364532019704
pt	0.3297587131367293
it	0.32249322493224936
sq	0.3112947658402204
no	0.2711370262390671
ca	0.2570579494799406
sv	0.24242424242424243
ro	0.2401215805471125
de	0.2223950233281493
yo	0.17627677100494232
et	0.15966386554621848
sl	0.14965986394557826
lt	0.13793103448275862
cs	0.13494809688581316
da	0.13494809688581316
hi	0.1334488734835355
fi	0.13043478260869565
lv	0.1243432574430823

reliable

true

passes

true

name

"Isabella"

dialogue

"Sì! Ecco. Vede quell'ombra dietro gli alberi? Non ero sola laggiù. C'era qualcun altro."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7868791697553743
ca	0.413265306122449
pt	0.37158469945355194
fr	0.35101580135440186
yo	0.32748538011695905
en	0.3097238895558223
es	0.27854454203262236
ro	0.2609254498714653
de	0.21981004070556312
cs	0.21875
da	0.20470262793914246
ms	0.17146974063400575
sk	0.14940828402366865
sl	0.13403614457831325
hu	0.13273001508295626
eu	0.1314199395770393
lv	0.12613981762917933
tl	0.12613981762917933
lt	0.11402157164869028
nl	0.11402157164869028

reliable

true

passes

true

name

"Hunter"

dialogue

"Hold that thought."

detectedLang

"en"

heavyLang

"en"

scores

en	0.848714069591528
da	0.5283018867924528
tl	0.5

reliable

true

passes

true

name

"Isabella"

dialogue

"Cosa succede? È un'altra emergenza?"

detectedLang

"it"

heavyLang

"it"

scores

it	0.81089258698941
ca	0.6693121693121694
es	0.6062992125984252
en	0.5029821073558649
da	0.3857493857493857
fr	0.3857493857493857
nl	0.3857493857493857
yo	0.3556701030927836
ro	0.26035502958579887
pl	0.25595238095238093
tl	0.2378048780487805
tr	0.2378048780487805
pt	0.2331288343558282
sv	0.22360248447204967

reliable

true

passes

true

name

"Hunter"

dialogue

"Listen, I have to go. Something's come up. Don't go anywhere—stay in town. I'll bring someone who speaks Italian. Capisce? Stay. Here."

detectedLang

"en"

heavyLang

"en"

scores

en	0.7863247863247863
tl	0.5423340961098398
da	0.504950495049505
it	0.50186799501868
sv	0.45092656142759097
de	0.4463667820069204
no	0.43462897526501765
ro	0.4020926756352765
nl	0.3989481592787378
sq	0.394856278366112
pl	0.3939393939393939
hr	0.3665874901029295
yo	0.36457505957108816
sl	0.33554817275747506
es	0.3162393162393162
pt	0.31153184165232356
cs	0.30915371329879104
fi	0.28698752228163993
ms	0.2837958818263205
lv	0.2530345471521942
sk	0.24741298212605833
lt	0.22330097087378642
ca	0.21568627450980393
fr	0.21104536489151873
az	0.2047713717693837
et	0.20159680638722555
tr	0.19678714859437751
hu	0.15522703273495247
is	0.14255091103965703
eu	0.12758996728462377
be	0.08045977011494253
uk	0.07300115874855156
vi	0.07300115874855156

reliable

true

passes

true

name

"Isabella"

dialogue

"Aspetti! Non se ne vada così! Ho altro da dirle—la macchina che ho visto, la targa—"

detectedLang

"it"

heavyLang

"it"

scores

it	0.7888358428204186
ca	0.6169220519653564
es	0.5666917859834213
ro	0.5359160613397902
pt	0.5255775577557755
fr	0.4969378827646544
sl	0.4502868068833652
sq	0.4362745098039216
no	0.43405511811023617
en	0.4197780020181635
ms	0.3997912317327766
fi	0.3882978723404255
hr	0.3876464323748669
cs	0.3604004449388209
tl	0.33449074074074076
yo	0.32273262661955243
tr	0.32113341204250295
da	0.30639324487334135
de	0.2857142857142857
is	0.28035043804755944
eu	0.2684478371501272
lt	0.2571059431524548
sk	0.2414248021108179
lv	0.23333333333333334
vi	0.203601108033241
az	0.15565345080763582
sv	0.13010590015128592
hu	0.1248097412480974
et	0.11944869831546708
nl	0.10852713178294573
pl	0.0987460815047022

reliable

true

passes

true

name

"Hunter"

dialogue

"Photos. Important."

detectedLang

"fr"

heavyLang

"fr"

scores

fr	0.7940691927512356
en	0.7829861111111112
ca	0.7469635627530364
tl	0.7139588100686498
es	0.6890547263681591
pt	0.6890547263681591
ro	0.6875
it	0.609375
lt	0.5471014492753623
nl	0.5318352059925093
da	0.5247148288973384
no	0.5247148288973384
tr	0.3902439024390244
hi	0.3811881188118812
de	0.36224489795918363
lv	0.36224489795918363
sq	0.34895833333333337
sv	0.34895833333333337

reliable

true

passes

false

name

"Isabella"

dialogue

"...Non ha capito una parola. Madonna santa. Spero che torni davvero."

detectedLang

"it"

heavyLang

"it"

scores

it	0.8102866779089376
es	0.608695652173913
ca	0.5945945945945946
pt	0.48921679909194093
fr	0.48805460750853247
tl	0.4730679156908665
ro	0.45188794153471373
en	0.4039735099337748
lt	0.35344827586206895
hr	0.32432432432432434
fi	0.2913385826771654
sv	0.2879746835443038
ms	0.2706645056726094
sl	0.25124792013311154
lv	0.22413793103448276
sq	0.22413793103448276
hu	0.21328671328671328
et	0.21052631578947367
no	0.2049469964664311
eu	0.16201117318435754
nl	0.15730337078651685
de	0.14611005692599618
cs	0.14285714285714285
tr	0.12959381044487428

reliable

true

passes

true