Run: 2026-05-29-01KSSK4WTDZYSM81375W1X6QKS

Run Details

Model:: Claude Opus 4.8 (Reasoning)
Test:: Language Writing
Scenario:: Character dialogue (Italian) in a story
Duration:: 18.5s
Cost:: $0.027810
Provider:: Anthropic

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="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: *(murmuring to herself, scrolling through photos)* "Non può essere... ho visto qualcosa... lo so che ho visto qualcosa..."

Hunter: "Excuse me, miss. Mind if I sit? Detective Hunter, Alborn PD. I'd like to ask you 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. So—were you near the old mill around nine o'clock? A few folks said they saw a young woman with a camera."

Isabella: *(clutching the camera tighter, voice trembling)* "Il mulino... sì, ero lì. Stavo fotografando il tramonto, ma poi... ho sentito delle urla. Delle urla terribili."

Hunter: "...I'm sorry, I don't—do you speak any English at all?"

Isabella: "C'era un uomo, lo giuro. È sparito dietro gli alberi. Ho paura, capisce? Ho paura!"

Hunter: *(holding up his hands)* "Okay, okay. Easy. I can see you're upset. I just—damn it, I really need a translator here."

Isabella: *(showing him the camera screen, frantic)* "Guardi! Guardi questa foto! C'è qualcosa qui, una figura... non sono pazza, le dico che ho visto qualcuno!"

Hunter: *(leaning in, squinting at the screen)* "What's this? Is that... hang on. There's something in the trees here. That's—that could be something."

Isabella: "Sì! Sì, esatto! Capisce ora? Mi crede?"

Hunter: "I don't understand a word you're saying, but I understand that picture. I need you to come down to the station. Station? You and me, talk?" *(miming)*

Isabella: *(shaking her head, overwhelmed)* "Non capisco... va troppo veloce... per favore, più lentamente..."

Hunter: *(phone buzzing)* "Hold that thought." *(answering)* "Hunter. ...What? When? ...No, don't touch anything, I'm on my way." *(hanging up)*

Isabella: "Cosa succede? Dove va?"

Hunter: *(standing, grabbing his coat)* "I gotta go. Listen—don't delete that photo, you hear me? That picture." *(pointing firmly at the camera)* "Important. Keep it safe."

Isabella: *(calling after him)* "Aspetti! Non se ne vada! Detective!"

Hunter: *(over his shoulder)* "I'll find someone who speaks Italian. Just—stay put!"

Isabella: *(alone, staring at the camera, whispering)* "...Resta. Sì. L'unica parola che ho capito."

Evaluation details

Result

Evaluator

Details

Meta Data

100.00%

Parse dialogue

n/a

dialogue

name

"Isabella"

dialogue

"Non può essere... ho visto qualcosa... lo so che ho visto qualcosa..."

detectedLang

"it"

heavyLang

"it"

scores

it	0.823177366702938
ca	0.59375
pt	0.5859872611464968
de	0.5435393258426966
yo	0.5403111739745403
no	0.5343839541547278
en	0.5337159253945482
es	0.4881889763779528
sk	0.4706840390879479
fr	0.4583333333333333
sl	0.4237588652482269
vi	0.36893203883495146
tl	0.3298969072164949
da	0.3271221532091097
cs	0.2459396751740139
ms	0.23529411764705882
fi	0.21307506053268765
lt	0.21307506053268765
eu	0.2111650485436893
is	0.181360201511335
lv	0.181360201511335

reliable

true

passes

true

name

"Hunter"

dialogue

"Excuse me, miss. Mind if I sit? Detective Hunter, Alborn PD. I'd like to ask you a few questions about last night."

detectedLang

"en"

heavyLang

"en"

scores

en	0.782973956874825
tl	0.5868869936034115
it	0.5364832535885167
fr	0.5359281437125748
no	0.5294474802671524
da	0.46917808219178087
ca	0.4580419580419581
ro	0.4522968197879859
pt	0.450354609929078
cs	0.4006187161639598
sq	0.3950039032006245
es	0.386381631037213
nl	0.38049560351718625
sv	0.36108821104699096
hr	0.358974358974359
sl	0.35416666666666663
yo	0.3498322147651006
et	0.3324720068906115
pl	0.32077125328659073
sk	0.3011722272317403
de	0.2876838235294118
hu	0.28637200736648255
lv	0.2475728155339806
lt	0.24316406250000003
ms	0.20998980632008157
tr	0.20998980632008157
fi	0.15115005476451257
is	0.15115005476451257
az	0.14647577092511013
vi	0.14647577092511013
be	0.08284023668639054
eu	0.08284023668639054
uk	0.07517899761336516

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. So—were you near the old mill around nine o'clock? A few folks said they saw a young woman with a camera."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8052274440814274
tl	0.6391992551210429
ms	0.38492063492063494
yo	0.36266447368421056
no	0.356312292358804
nl	0.3409863945578231
sq	0.33304647160068845
ro	0.3272569444444444
sv	0.2928832116788321
sl	0.29159049360146255
it	0.2674858223062382
cs	0.26609848484848486
pt	0.26609848484848486
fr	0.2590822179732314
de	0.2519305019305019
da	0.24975798644724106
hu	0.2357001972386588
ca	0.23494570582428428
sk	0.23343224530168152
es	0.22962226640159045
hr	0.19102296450939457
et	0.1842105263157895
vi	0.17902542372881353
fi	0.15577342047930284
pl	0.11931818181818182
lt	0.09568261376896149
tr	0.0903755868544601
is	0.08823529411764706
az	0.08284023668639054
eu	0.08284023668639054
lv	0.08284023668639054

reliable

true

passes

true

name

"Isabella"

dialogue

"Il mulino... sì, ero lì. Stavo fotografando il tramonto, ma poi... ho sentito delle urla. Delle urla terribili."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7783083219645294
es	0.5584239130434783
no	0.5034377387318564
fr	0.500768049155146
pt	0.47368421052631576
sk	0.4715447154471545
tl	0.46764946764946763
ca	0.4663382594417077
ro	0.4352736750651607
cs	0.3908153701968135
et	0.38446969696969696
sl	0.3821292775665399
da	0.37679769894535
de	0.364613880742913
yo	0.3551587301587301
lt	0.35323383084577115
hr	0.3179433368310598
az	0.3157894736842105
pl	0.30703624733475476
ms	0.3033226152197213
tr	0.29805615550755943
sq	0.2934782608695652
fi	0.27048260381593714
lv	0.23258559622195982
en	0.22526817640047678
nl	0.22526817640047678
sv	0.21780986762936222
eu	0.21686746987951808
hu	0.18238993710691823
vi	0.10714285714285714
is	0.09972299168975068

reliable

true

passes

true

name

"Hunter"

dialogue

"...I'm sorry, I don't—do you speak any English at all?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8117469879518071
tl	0.6173469387755102
no	0.5525059665871122
da	0.507227332457293
hr	0.4688385269121813
sq	0.4627507163323783
cs	0.4573082489146165
it	0.4335347432024169
sv	0.4292237442922375
ca	0.4195046439628483
pl	0.41770186335403725
pt	0.40570522979397783
sk	0.35233160621761656
vi	0.3169398907103825
yo	0.3055555555555556
ro	0.30167597765363136
et	0.2870722433460076
de	0.2774566473988439
sl	0.24242424242424243
ms	0.1610738255033557
be	0.15730337078651685
tr	0.15730337078651685
hu	0.1515837104072398
az	0.14383561643835618
is	0.14383561643835618
lt	0.14383561643835618
lv	0.14383561643835618
uk	0.14383561643835618

reliable

true

passes

true

name

"Isabella"

dialogue

"C'era un uomo, lo giuro. È sparito dietro gli alberi. Ho paura, capisce? Ho paura!"

detectedLang

"it"

heavyLang

"it"

scores

it	0.808282208588957
es	0.5531724754244861
ca	0.5446265938069217
pt	0.4547437295528899
yo	0.4324631101021567
ro	0.3811881188118812
cs	0.3412384716732542
tl	0.32523616734143057
fr	0.3234100135317997
da	0.3112947658402204
en	0.3112947658402204
lt	0.3055555555555556
no	0.274310595065312
lv	0.25037481259370314
ms	0.19224555735056545
sk	0.18166939443535188
vi	0.1539763113367174
hu	0.14965986394557826
is	0.13494809688581316
sv	0.13494809688581316
nl	0.1289198606271777
de	0.12280701754385964

reliable

true

passes

true

name

"Hunter"

dialogue

"Okay, okay. Easy. I can see you're upset. I just—damn it, I really need a translator here."

detectedLang

"en"

heavyLang

"en"

scores

en	0.7855917667238422
et	0.567847882454624
tl	0.5571302037201062
sq	0.5491433724075744
ca	0.5348837209302325
ro	0.48186528497409326
hr	0.4669509594882729
pl	0.46524064171123
sv	0.4582881906825569
no	0.44320712694877507
da	0.44071588366890374
it	0.43052391799544415
pt	0.42196531791907516
cs	0.41792782305005816
lv	0.4110718492343934
az	0.39903846153846156
sk	0.39903846153846156
es	0.3686868686868687
tr	0.3646759847522236
yo	0.36061381074168797
lt	0.3548387096774194
sl	0.3531694695989651
de	0.34554973821989526
nl	0.3412384716732542
ms	0.32614555256064687
hu	0.3084370677731674
vi	0.3065187239944522
fr	0.2826398852223816
fi	0.251497005988024
is	0.2163009404388715
eu	0.21507064364207218
be	0.12280701754385964
uk	0.11190053285968028

reliable

true

passes

true

name

"Isabella"

dialogue

"Guardi! Guardi questa foto! C'è qualcosa qui, una figura... non sono pazza, le dico che ho visto qualcuno!"

detectedLang

"it"

heavyLang

"it"

scores

it	0.8118036735922914
ca	0.6076585059635907
es	0.5668745668745668
fr	0.5554765291607398
pt	0.5484104046242775
ro	0.4488536155202822
en	0.41479400749063666
no	0.39320388349514557
sl	0.3635437881873727
sk	0.3475991649269311
tl	0.32795698924731176
de	0.2568370986920333
hr	0.2550655542312277
da	0.25239234449760767
lv	0.24789410348977134
fi	0.23406862745098037
cs	0.20886075949367086
ms	0.20483460559796438
sq	0.19562419562419564
is	0.19041450777202074
et	0.17871222076215507
yo	0.16331994645247658
hu	0.1355463347164592
lt	0.12342215988779803
eu	0.12219101123595505
sv	0.10201149425287356
nl	0.09156976744186046
pl	0.09156976744186046

reliable

true

passes

true

name

"Hunter"

dialogue

"What's this? Is that... hang on. There's something in the trees here. That's—that could be something."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8401826484018264
tl	0.5227272727272727
yo	0.4878048780487805
nl	0.4318181818181818
fr	0.36286407766990286
sq	0.3462017434620174
hu	0.34045226130653267
et	0.32605905006418484
de	0.31994818652849744
ms	0.3055555555555556
ca	0.27486187845303867
sv	0.2605633802816902
pl	0.24242424242424243
sl	0.22680412371134018
fi	0.2222222222222222
it	0.21875
ro	0.2128935532233883
lt	0.1758241758241758
no	0.15322580645161288
is	0.14910858995137766
hr	0.1435562805872757
az	0.13793103448275862
hi	0.13793103448275862
da	0.12935323383084577
es	0.12935323383084577
pt	0.12935323383084577
cs	0.125
sk	0.125

reliable

true

passes

true

name

"Isabella"

dialogue

"Sì! Sì, esatto! Capisce ora? Mi crede?"

detectedLang

"it"

heavyLang

"it"

scores

it	0.8003549245785271
ro	0.669603524229075
yo	0.5322245322245323
es	0.4444444444444444
en	0.4289340101522843
sl	0.42455242966751916
pt	0.4230769230769231
tr	0.40789473684210525
fr	0.40476190476190477
hr	0.40318302387267907
ca	0.3951612903225807
eu	0.39189189189189183
da	0.3515850144092219
no	0.2834394904458599
hu	0.2741935483870968
cs	0.267100977198697
sk	0.267100977198697
az	0.25742574257425743
pl	0.25742574257425743
nl	0.2474916387959866
tl	0.24242424242424243

reliable

true

passes

true

name

"Hunter"

dialogue

"I don't understand a word you're saying, but I understand that picture. I need you to come down to the station. Station? You and me, talk?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.830316742081448
tl	0.6621621621621622
no	0.588163514338011
da	0.5659163987138264
yo	0.534803583735355
fr	0.5083758193736344
it	0.4985141158989599
sv	0.4985141158989599
cs	0.4676656151419558
sq	0.4578313253012048
nl	0.4547657512116317
de	0.4351464435146444
hr	0.43324937027707805
pl	0.4289340101522843
sk	0.41659464131374246
ro	0.40423654015887023
sl	0.39570277529095793
et	0.3829981718464351
lt	0.32432432432432434
lv	0.3202416918429003
tr	0.3119266055045872
ms	0.2961418143899896
ca	0.2887249736564805
es	0.25742574257425743
pt	0.2524916943521595
hu	0.24832962138084633
fi	0.24581005586592178
is	0.23900789177001125
az	0.22502870264064295
vi	0.1646039603960396
zh	0.10239361702127658
be	0.09395973154362416
eu	0.09395973154362416
uk	0.08536585365853659

reliable

true

passes

true

name

"Isabella"

dialogue

"Non capisco... va troppo veloce... per favore, più lentamente..."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7941822173435785
es	0.682741116751269
ca	0.6341463414634145
pt	0.601063829787234
fr	0.5910577971646674
ro	0.5629370629370629
en	0.4703389830508474
sq	0.4596541786743516
tl	0.45809248554913296
no	0.4509516837481699
nl	0.3980738362760835
de	0.3832236842105263
lt	0.34210526315789475
eu	0.3055555555555556
sv	0.2937853107344633
sk	0.28435114503816794
da	0.27606177606177607
sl	0.27466150870406186
fi	0.19871794871794873
hr	0.1883116883116883
lv	0.16851441241685144
yo	0.16851441241685144

reliable

true

passes

true

name

"Hunter"

dialogue

"Hunter. ...What? When? ...No, don't touch anything, I'm on my way."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8226164079822617
tl	0.5006242197253433
ca	0.4227994227994228
fr	0.4227994227994228
sk	0.38650306748466257
pl	0.38556067588325654
pt	0.33444259567387685
hr	0.32088285229202035
no	0.30434782608695654
cs	0.28698752228163993
sq	0.2844364937388193
et	0.2779783393501805
fi	0.2727272727272727
tr	0.2687385740402194
it	0.26335174953959484
es	0.25512104283054005
ms	0.25512104283054005
lv	0.24670433145009416
de	0.18032786885245902
hi	0.17355371900826447
da	0.17012448132780084
yo	0.15789473684210525
sv	0.14893617021276595
nl	0.13606911447084233
ro	0.12854030501089325
sl	0.12854030501089325

reliable

true

passes

true

name

"Isabella"

dialogue

"Cosa succede? Dove va?"

detectedLang

"it"

heavyLang

"it"

scores

it	0.8037676609105181
ca	0.7252747252747253
es	0.6719160104986877
ro	0.6428571428571429
fr	0.5980707395498392
en	0.423963133640553
da	0.3961352657004831
nl	0.3961352657004831
tr	0.3842364532019704
sv	0.3654822335025381

reliable

true

passes

true

name

"Hunter"

dialogue

"Important. Keep it safe."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8138957816377173
tl	0.6746203904555313
fr	0.6666666666666666
ca	0.6651785714285715
ro	0.6470588235294117
es	0.5677233429394812
pt	0.5677233429394812
it	0.5652173913043478
sq	0.504950495049505
da	0.4791666666666667
no	0.4791666666666667
lv	0.3644067796610169
tr	0.34782608695652173
yo	0.336283185840708
lt	0.3212669683257918
nl	0.3212669683257918
sv	0.3087557603686636

reliable

true

passes

true

name

"Isabella"

dialogue

"Aspetti! Non se ne vada! Detective!"

detectedLang

"it"

heavyLang

"it"

scores

it	0.7593582887700535
fr	0.725609756097561
ro	0.7077922077922078
en	0.6753246753246753
ca	0.6506211180124224
sq	0.6341463414634145
es	0.6274834437086093
pt	0.6153846153846154
sl	0.592391304347826
hr	0.5817843866171004
cs	0.5631067961165048
fi	0.5517928286852589
tl	0.5033112582781457
da	0.43890274314214467
tr	0.4318181818181818
no	0.40789473684210525
sv	0.40476190476190477
lt	0.33035714285714285
yo	0.32228915662650603
lv	0.31402439024390244
eu	0.27884615384615385
de	0.27184466019417475
hu	0.267100977198697
nl	0.267100977198697
ms	0.26229508196721313
is	0.2549668874172185

reliable

true

passes

true

name

"Hunter"

dialogue

"I'll find someone who speaks Italian. Just—stay put!"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7978436657681941
et	0.44547134935304994
hr	0.38016528925619836
tl	0.38016528925619836
sv	0.3492407809110629
da	0.3464052287581699
ro	0.3348115299334811
ms	0.3333333333333333
sq	0.3288590604026846
es	0.3197278911564626
pt	0.3135011441647597
fi	0.3087557603686636
it	0.2227979274611399
ca	0.20424403183023873
sl	0.1891891891891892
yo	0.1891891891891892
de	0.17355371900826447
fr	0.17355371900826447
lt	0.17355371900826447
nl	0.17355371900826447
no	0.17355371900826447
az	0.16434540389972147
cs	0.16434540389972147
tr	0.16434540389972147

reliable

true

passes

true

name

"Isabella"

dialogue

"...Resta. Sì. L'unica parola che ho capito."

detectedLang

"it"

heavyLang

"it"

scores

it	0.813306177868296
ca	0.6283783783783783
fr	0.5736434108527132
pt	0.548440065681445
es	0.5462046204620462
ro	0.5439469320066335
hr	0.5385906040268457
sk	0.4888475836431227
tl	0.4869402985074627
cs	0.4701348747591522
no	0.4649805447470817
sl	0.45219123505976094
ms	0.4444444444444444
yo	0.3792325056433409
lt	0.3648960739030023
en	0.3514150943396226
nl	0.34210526315789475
sv	0.3276283618581907
lv	0.32098765432098764
sq	0.3176178660049628
fi	0.2724867724867725
is	0.21428571428571427
pl	0.2005813953488372
da	0.19590643274853803
az	0.17664670658682635
de	0.17664670658682635
et	0.17664670658682635
tr	0.17664670658682635

reliable

true

passes

true