Run: 2026-04-25-01KQ2FQDAYW976AM14837X9XZY

Run Details

Model:: DeepSeek V4 Flash (Reasoning)
Test:: Language Writing
Scenario:: Character dialogue (Italian) in a story
Duration:: 11.7s
Cost:: $0.000235
Provider:: DeepSeek

Evaluation summary

Score	Evaluator	Details Link
92.31%	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

**Scene:** Alborn, MN – A small café on Main Street. Mid-afternoon. Isabella sits alone at a corner table, slowly scrolling through photos on her digital camera. Her espresso sits untouched. Hunter enters, spots her, and walks over.

---

**Hunter:** (approaching, badge visible) Excuse me, miss? Sorry to bother you. I’m Detective Hunter. I’m asking around about the disappearances. You were at the apple orchard yesterday evening, weren’t you?

**Isabella:** (looks up, startled; speaks rapidly in Italian, voice trembling) Sì, sì… ma non capisco. C’era un uomo, urlava… poi tutto buio. Ho scattato una foto, ma non so cosa ho visto. (She holds up the camera, hands shaking.)

**Hunter:** (confused, leaning in) I’m sorry… I don’t… Do you speak English? Any English at all?

**Isabella:** (shakes head, tears welling) No, no inglese. Mi dispiace. (She points at the camera, then at the window toward the orchard.) Là… qualcosa di terribile.

**Hunter:** (sighs, runs a hand through his hair) Okay… okay. Um… picture? You have a picture? (He gestures to the camera.) Can I see?

**Isabella:** (nods, scrolls to an image, turns the camera toward him) Qui. Guarda. C’è un’ombra… e poi lui è sparito.

**Hunter:** (studies the screen, frowning) That’s… that’s definitely a figure. But it’s blurry. (Looks at her.) Was this right before he vanished?

**Isabella:** (speaks rapidly, illustrating with her hands) Sì! L’ho visto camminare, poi il flash, e… niente. Solo alberi. (Her voice cracks.) Ho paura.

**Hunter:** (nods slowly, trying to piece it together) I wish I could understand you better. But this photo… this helps. Thank you. (He taps the camera gently.) I’m sorry you had to see that.

**Isabella:** (wipes her eyes, manages a weak smile) Grazie. (She points at him, then at the camera, then makes a writing gesture.) Lei… capisce? Polizia?

**Hunter:** (smiles slightly) Yeah, I’m police. I’ll figure it out. You’re safe now. (His phone buzzes. He checks it, expression hardens.)

**Hunter:** (into phone) Hunter here. … Where? … I’m on my way. (Hangs up, turns back to Isabella.) I have to go. Stay here, finish your coffee. I’ll be in touch—maybe I can find a translator. (He gestures to the camera.) Keep that safe.

**Isabella:** (confused but nods) Arrivederci… detective.

**Hunter:** (gives a quick nod and exits, already pulling out his notebook.)

---

Evaluation details

Result

Evaluator

Details

Meta Data

92.31%

Parse dialogue

n/a

dialogue

name

"Hunter"

dialogue

"Excuse me, miss? Sorry to bother you. I’m Detective Hunter. I’m asking around about the disappearances. You were at the apple orchard yesterday evening, weren’t you?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7837892196299276
tl	0.6576433121019108
nl	0.5168539325842697
fr	0.4964871194379391
no	0.4714847590953785
da	0.4272775705913692
pt	0.4086908690869087
it	0.3832472748135399
es	0.3574417214584579
sv	0.34451219512195125
de	0.33764633394947624
ro	0.27019687712152074
ca	0.26621160409556316
sq	0.2601514108740537
sl	0.2375886524822695
ms	0.22883787661406027
cs	0.20722713864306785
yo	0.18498862774829417
lv	0.15420928402832415
hr	0.14546899841017488
is	0.14410828025477707
pl	0.11157024793388429
sk	0.10936205468102735
lt	0.08821034775233248
et	0.0811965811965812
fi	0.06521739130434782
tr	0.05202821869488536

reliable

true

passes

true

name

"Isabella"

dialogue

"Sì, sì… ma non capisco. C’era un uomo, urlava… poi tutto buio. Ho scattato una foto, ma non so cosa ho visto."

detectedLang

"it"

heavyLang

"it"

scores

it	0.799743671900032
ca	0.5730874316939891
es	0.557991513437058
yo	0.4698897370653096
sk	0.4689889549702634
fr	0.4644387317909169
pt	0.4409660107334526
tl	0.4409660107334526
ro	0.4323342415985468
sl	0.3854473942969518
no	0.36740890688259115
lv	0.32578209277238407
de	0.3169398907103825
en	0.3154435925520263
cs	0.2865296803652968
lt	0.27829099307159355
et	0.27494199535962877
vi	0.2206982543640898
pl	0.21383647798742136
fi	0.20986093552465232
hr	0.1883116883116883
da	0.18513689700130379
eu	0.12219101123595505
hu	0.11598302687411598
is	0.10329985652797705
ms	0.09420289855072464
sq	0.09420289855072464
nl	0.09156976744186046

reliable

true

passes

true

name

"Hunter"

dialogue

"I’m sorry… I don’t… Do you speak English? Any English at all?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8161764705882353
tl	0.7050147492625368
no	0.5365005793742758
da	0.4910941475826972
hr	0.4528043775649795
sq	0.4467496542185339
cs	0.441340782122905
it	0.4177583697234352
sv	0.41348973607038125
ca	0.4038748137108793
pl	0.4020926756352765
pt	0.3902439024390244
sk	0.33774834437086093
vi	0.30313588850174217
yo	0.2920353982300885
ro	0.28825622775800713
et	0.27404718693284935
de	0.2647058823529412
sl	0.23076923076923078
ms	0.15254237288135594
be	0.14893617021276595
tr	0.14893617021276595
hu	0.14346895074946467
az	0.13606911447084233
is	0.13606911447084233
lt	0.13606911447084233
lv	0.13606911447084233
uk	0.13606911447084233

reliable

true

passes

true

name

"Isabella"

dialogue

"No, no inglese. Mi dispiace. Là… qualcosa di terribile."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7731397459165155
es	0.6044303797468354
fr	0.5743473325766175
pt	0.5694603903559128
ca	0.5588235294117647
yo	0.5330012453300125
en	0.5271122320302648
sk	0.4769874476987448
de	0.4360902255639098
ro	0.4230769230769231
vi	0.4038155802861685
hr	0.4028662420382166
pl	0.36115843270868825
tl	0.3315508021390375
sl	0.30683918669131244
ms	0.3042671614100185
no	0.29906542056074764
tr	0.29906542056074764
cs	0.2870722433460076
hu	0.2829827915869981
et	0.27184466019417475
sq	0.2704280155642024
lv	0.258893280632411
nl	0.1515837104072398
az	0.14383561643835618
da	0.14383561643835618
sv	0.14383561643835618
fi	0.1359447004608295

reliable

true

passes

true

name

"Hunter"

dialogue

"Okay… okay. Um… picture? You have a picture? Can I see?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.7991967871485943
tl	0.6612466124661246
da	0.5888157894736842
ca	0.5840266222961731
hr	0.5741056218057922
it	0.5659722222222222
cs	0.5575221238938053
ro	0.5511669658886894
et	0.5421245421245421
is	0.5404411764705882
pt	0.5404411764705882
sq	0.52561669829222
yo	0.52561669829222
de	0.5192307692307693
pl	0.4802494802494803
fr	0.4780793319415449
tr	0.47257383966244726
hu	0.47145877378435525
no	0.46236559139784944
az	0.45652173913043476
sk	0.4469026548672566
sv	0.44567627494456763
sl	0.40476190476190477
lt	0.3670886075949367
lv	0.34725848563968675
vi	0.34725848563968675
es	0.34554973821989526
be	0.21875
eu	0.21875
nl	0.21875
fi	0.20127795527156547
ms	0.20127795527156547
uk	0.20127795527156547

reliable

true

passes

true

name

"Isabella"

dialogue

"Qui. Guarda. C’è un’ombra… e poi lui è sparito."

detectedLang

"it"

heavyLang

"it"

scores

it	0.8080087767416345
pt	0.5752427184466019
fr	0.5694956949569495
ca	0.5430809399477807
es	0.476831091180867
tl	0.45987654320987653
ro	0.45226917057902977
yo	0.4186046511627907
en	0.3902439024390244
lt	0.3783303730017762
tr	0.35304990757855825
az	0.33078393881453155
sl	0.308300395256917
sq	0.3
lv	0.29435483870967744
is	0.29292929292929293
da	0.28716904276985744
no	0.28716904276985744
sv	0.28716904276985744
de	0.2857142857142857
hr	0.2813141683778234
sk	0.22394678492239467
pl	0.1898148148148148
hu	0.18032786885245902
cs	0.16666666666666666
et	0.15254237288135594
fi	0.15254237288135594
nl	0.15254237288135594

reliable

true

passes

true

name

"Hunter"

dialogue

"That’s… that’s definitely a figure. But it’s blurry. Was this right before he vanished?"

detectedLang

"en"

heavyLang

"en"

scores

en	0.8092868988391376
tl	0.560061208875287
da	0.4465832531280077
it	0.4373776908023483
ca	0.435721295387635
nl	0.43125618199802174
es	0.4278606965174129
fr	0.42557442557442554
ro	0.42557442557442554
de	0.4053774560496381
yo	0.3991640543364681
no	0.3863393810032017
pt	0.3830472103004292
sk	0.3770314192849404
sv	0.32113341204250295
sq	0.3021844660194175
hr	0.2987804878048781
fi	0.2874845105328377
hu	0.2874845105328377
cs	0.2532467532467532
pl	0.15441176470588236
sl	0.13533834586466165
lt	0.1248097412480974
tr	0.11809815950920245
is	0.11538461538461538
az	0.10852713178294573
eu	0.10852713178294573
lv	0.10852713178294573
vi	0.10852713178294573
et	0.0987460815047022
ms	0.0987460815047022

reliable

true

passes

true

name

"Isabella"

dialogue

"Sì! L’ho visto camminare, poi il flash, e… niente. Solo alberi. Ho paura."

detectedLang

"it"

heavyLang

"it"

scores

it	0.7955607476635514
es	0.5539507221750212
fr	0.5402802101576182
pt	0.5274527452745275
ca	0.5235934664246824
no	0.48122529644268774
sq	0.4593202883625128
ro	0.45595854922279794
da	0.44620253164556967
sl	0.44267515923566875
tl	0.3574051407588739
nl	0.35424354243542433
de	0.3510506798516687
yo	0.34944237918215615
sk	0.3269230769230769
az	0.3110236220472441
sv	0.3018617021276596
lt	0.29340511440107675
tr	0.2886178861788618
en	0.2866847826086956
hr	0.2768595041322314
ms	0.2532005689900427
cs	0.2391304347826087
hu	0.2391304347826087
pl	0.22451994091580502
fi	0.22337278106508876
is	0.20933734939759033
lv	0.20454545454545453
et	0.1935483870967742
eu	0.12935323383084577

reliable

true

passes

true

name

"Hunter"

dialogue

"I wish I could understand you better. But this photo… this helps. Thank you. I’m sorry you had to see that."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8222586819797648
tl	0.6144721233689205
no	0.5131086142322098
da	0.5030581039755352
nl	0.4362532523850824
cs	0.42781690140845074
fr	0.4186046511627907
sv	0.40962761126248864
de	0.37198067632850246
pl	0.34277047522750254
sk	0.3107104984093319
it	0.3048128342245989
hr	0.281767955801105
ro	0.27616926503340755
et	0.2638731596828992
yo	0.2562929061784897
vi	0.24242424242424243
lv	0.2215568862275449
lt	0.20440636474908203
ca	0.1751269035532995
is	0.17407878017789072
sq	0.1709183673469388
sl	0.15693904020752272
pt	0.13333333333333333
fi	0.1321762349799733
hi	0.10591471801925723
be	0.09722222222222222
tr	0.09722222222222222
hu	0.09344490934449094
az	0.08835904628330996
uk	0.08835904628330996

reliable

true

passes

true

name

"Isabella"

dialogue

"Grazie. Lei… capisce? Polizia?"

detectedLang

"it"

heavyLang

"it"

scores

it	0.8108108108108109
ro	0.7274143302180686
pt	0.5901639344262295
eu	0.5179063360881543
pl	0.5098039215686274
fr	0.49275362318840576
en	0.4912790697674419
es	0.4883040935672514
ca	0.46808510638297873
tl	0.45652173913043476
cs	0.34210526315789475
sl	0.34210526315789475
da	0.33962264150943394
et	0.3371212121212121
lv	0.3371212121212121
no	0.3371212121212121
sv	0.3371212121212121
hr	0.3346007604562738
lt	0.3320610687022901
nl	0.32950191570881227
sk	0.32950191570881227
fi	0.32432432432432434
ms	0.31906614785992216
sq	0.31906614785992216
de	0.3137254901960784
az	0.3
hu	0.3
tr	0.29149797570850206

reliable

true

passes

true

name

"Hunter"

dialogue

"Yeah, I’m police. I’ll figure it out. You’re safe now."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8059006211180123
tl	0.5910577971646674
ro	0.4627507163323783
fr	0.4517543859649123
sq	0.3951612903225807
it	0.38524590163934425
cs	0.3267504488330341
lv	0.3181818181818182
hr	0.3093922651933701
sl	0.30167597765363136
da	0.29775280898876405
no	0.2964352720450282
sk	0.2951127819548872
ca	0.28435114503816794
de	0.28435114503816794
es	0.2774566473988439
pt	0.2704280155642024
eu	0.20042643923240938
et	0.19181034482758622
sv	0.19181034482758622
pl	0.19006479481641467
lt	0.1883116883116883
nl	0.18655097613882862
fi	0.1830065359477124
ms	0.17943107221006563
yo	0.16851441241685144
az	0.16666666666666666
hu	0.16666666666666666
tr	0.1610738255033557

reliable

true

passes

true

name

"Hunter"

dialogue

"Hunter here. … Where? … I’m on my way. I have to go. Stay here, finish your coffee. I’ll be in touch—maybe I can find a translator. Keep that safe."

detectedLang

"en"

heavyLang

"en"

scores

en	0.8171103434261329
tl	0.5588235294117647
pl	0.49181253529079616
da	0.460431654676259
yo	0.4350282485875706
it	0.4027869940278699
ro	0.3963782696177062
sq	0.39597315436241615
cs	0.3951612903225807
ca	0.3935309973045822
hr	0.39148073022312374
fr	0.3869209809264305
sk	0.38271604938271603
sl	0.3767313019390581
no	0.36886395511921455
de	0.3635077793493635
sv	0.3562231759656652
lt	0.32228915662650603
nl	0.3176648976497347
et	0.30769230769230765
ms	0.305019305019305
az	0.2817238627294493
tr	0.27768860353130015
pt	0.27652733118971057
hu	0.2741935483870968
lv	0.26350245499181674
vi	0.19714540588760038
fi	0.19137466307277629
es	0.18845807033363388
is	0.13294797687861273
eu	0.13211186113789777
hi	0.08536585365853659
be	0.07216494845360825
uk	0.06542056074766354

reliable

true

passes

true

name

"Isabella"

dialogue

"Arrivederci… detective."

detectedLang

"en"

heavyLang

"fr"

scores

en	0.6835443037974683
fr	0.6753246753246753
it	0.6704331450094161
ca	0.6220302375809936
es	0.5901639344262295
ro	0.5901639344262295
tl	0.56575682382134
sq	0.5320855614973261
pt	0.49275362318840576
cs	0.45987654320987653
eu	0.3371212121212121
pl	0.3320610687022901
da	0.32432432432432434
de	0.32432432432432434
nl	0.31906614785992216
no	0.3137254901960784
hr	0.2768595041322314
sl	0.2768595041322314
sv	0.2768595041322314

reliable

true

passes

false