Run: 2026-02-11-01KH7GW9Q1ZYAK0CKWP36KRT28

Run Details

Model:
Z.AI GLM 5
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
1m 40s
Cost:
$0.007577
Provider:
Novita

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

AI
Isabella: "Queste foto... non dovrebbero essere così. C'è qualcosa che non va in questo posto." (These photos... they shouldn't be like this. There is something wrong with this place.) Hunter: "Excuse me, miss. I’m Detective Hunter. I need to ask you a few questions about the incident down by the orchard last night." Isabella: (Gasps, clutching the camera to her chest) "Cosa? Non capisco. L'ombra... era lì, mi stava guardando. Io volevo solo fare delle foto al tramonto!" (What? I don't understand. The shadow... it was there, watching me. I just wanted to take photos of the sunset!) Hunter: (Furrows brow, scratching the back of his neck) "I... look, I don't speak Italian. Do you understand 'Detective'? I need to know what you saw. Last night. Orchard." (He points to his badge, then gestures toward the window). Isabella: (Trembling, she points shakily at her camera lens) "Le foto... guardi le foto! Qualcuno mi seguiva. È successo tutto così in fretta. Ho avuto così tanta paura che sono scappata via." (The photos... look at the photos! Someone was following me. It all happened so fast. I was so scared I ran away.) Hunter: "Camera? Photos?" (He leans in, trying to decipher her hand gestures) "Did you take a picture of the suspect?" Isabella: (Tears welling up, she speaks rapidly) "Non so chi sia! Era un'ombra alta, quasi senza volto. Per favore, deve credermi. Non sono pazza. La mia macchina fotografica ha catturato tutto." (I don't know who it was! It was a tall shadow, almost faceless. Please, you have to believe me. I'm not crazy. My camera captured everything.) Hunter: "Slow down, I can't—" Hunter: (Phone rings sharply, cutting him off. He holds up a hand) "Hold on. Detective Hunter. ... What? ... Another one? ... I'm on my way." Isabella: "Cosa succede? Devo venire con lei?" (What is happening? Do I need to come with you?) Hunter: (Standing up abruptly, grabbing his jacket) "I have to go. Stay here. Don't leave town. I'll find a translator." (He taps the table emphatically, hoping she understands the command to stay put). Isabella: "Aspetti! Non mi lasci sola! La prego!" (Wait! Don't leave me alone! Please!) Hunter: "Just... stay." Isabella: (Watching him rush out the door) "Dio mio, che posto terribile." (My God, what a terrible place.)
created_at"2026-02-11T23:35:54.130124+00:00" 2/11/2026, 11:35:54 PM
model"z-ai/glm-5-20260211"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency537
moderation_latency(null)
generation_time100223
tokens_prompt321
tokens_completion2252
native_tokens_prompt268
native_tokens_completion2284
native_tokens_completion_images(null)
native_tokens_reasoning1653
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.0075768
router(null)
provider_responses
0
id"21db3a5ae5b4487afe3619213ecc75e3"
status200
is_byokfalse
latency537
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b"
provider_name"Novita"
model_permaslug"z-ai/glm-5-20260211"
api_type"completions"
id"gen-1770852853-MOblyyjO3MMPQ5KXPFHo"
upstream_id"21db3a5ae5b4487afe3619213ecc75e3"
total_cost0.0075768
cache_discount(null)
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Queste foto... non dovrebbero essere così. C'è qualcosa che non va in questo posto."
detectedLang"it"
heavyLang"it"
scores
it0.8326426522154925
pt0.5650372825186413
fr0.5438748913987836
de0.5337477797513321
en0.5227272727272727
sl0.518348623853211
hr0.4961612284069098
ro0.4947064485081809
es0.4696969696969697
ca0.4664634146341463
nl0.4020501138952164
sk0.38739789964994165
no0.38524590163934425
tl0.375
da0.37200956937799046
lt0.362089914945322
cs0.3581907090464548
pl0.29906542056074764
et0.2981283422459893
yo0.2827868852459016
eu0.26880222841225626
ms0.25
sv0.2402315484804631
az0.21407185628742514
lv0.10714285714285714
tr0.10714285714285714
fi0.10102739726027396
sq0.10102739726027396
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. I’m Detective Hunter. I need to ask you a few questions about the incident down by the orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.8066424021838033
tl0.6593186372745492
fr0.5977283483199243
no0.5259341885108756
it0.5224719101123595
ca0.5058139534883721
da0.4973388527498521
nl0.495249406175772
cs0.4769230769230769
pt0.47335811648079307
ro0.4730316181029139
sq0.452319587628866
es0.42489851150202973
sk0.4133885438233264
et0.3997175141242938
pl0.39458689458689455
sl0.39458689458689455
yo0.3813682678311499
de0.375
hr0.3670886075949367
sv0.36042136945071485
lt0.2659758203799654
ms0.2504409171075838
hu0.24911660777385158
az0.24645390070921988
lv0.23076923076923078
tr0.19507575757575757
fi0.13967611336032387
is0.13967611336032387
vi0.1353001017293998
be0.07608695652173912
eu0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
2
name"Isabella"
dialogue"Cosa? Non capisco. L'ombra... era lì, mi stava guardando. Io volevo solo fare delle foto al tramonto!"
detectedLang"it"
heavyLang"it"
scores
it0.7990105132962276
es0.6520342612419701
ca0.6002460024600246
pt0.5616992582602832
sk0.47538337368845845
fr0.4645799011532125
ro0.45561139028475717
cs0.4247787610619469
no0.4133574007220217
sl0.391955098222638
tl0.37977099236641226
en0.3374108053007136
hr0.3271221532091097
lv0.3092454835281615
eu0.2942453854505972
et0.28884026258205686
da0.2809734513274336
de0.2753623188405797
fi0.2520138089758343
nl0.2215568862275449
ms0.20537897310513448
yo0.20147420147420148
pl0.17825537294563845
hu0.11564625850340135
sq0.10714285714285714
tr0.09972299168975068
reliabletrue
passestrue
3
name"Hunter"
dialogue"I... look, I don't speak Italian. Do you understand 'Detective'? I need to know what you saw. Last night. Orchard."
detectedLang"en"
heavyLang"en"
scores
en0.803030303030303
tl0.5967741935483871
no0.5646349631614199
da0.5393338058114812
cs0.47580645161290325
hr0.4352736750651607
sq0.43032427695004377
de0.4293239683933275
pl0.4257950530035336
ro0.42528735632183906
sv0.4222222222222222
yo0.40693430656934304
sk0.3953488372093023
nl0.37679769894535
fr0.37560038424591735
sl0.367704280155642
it0.30997876857749473
et0.30032292787944026
ms0.2777777777777778
lt0.26136363636363635
pt0.24855491329479767
lv0.2215568862275449
vi0.2111650485436893
ca0.1751269035532995
is0.17407878017789072
fi0.1709183673469388
tr0.16559691912708602
az0.15803108808290156
be0.09722222222222222
hu0.09344490934449094
es0.08835904628330996
uk0.08835904628330996
reliabletrue
passestrue
4
name"Isabella"
dialogue"Le foto... guardi le foto! Qualcuno mi seguiva. È successo tutto così in fretta. Ho avuto così tanta paura che sono scappata via."
detectedLang"it"
heavyLang"it"
scores
it0.813922942206655
ca0.5435016111707841
pt0.5046620046620046
ro0.4448073154800784
fr0.44152431011826543
en0.43333333333333335
es0.43333333333333335
sv0.3722304283604136
sl0.37176644493717664
yo0.33903576982892686
nl0.3156199677938808
de0.3078175895765472
da0.25893635571054924
et0.2537313432835821
hr0.24578527062999111
sk0.23971377459749554
no0.236983842010772
fi0.2314647377938517
cs0.2251595259799453
tl0.222323879231473
pl0.20930232558139533
hu0.1771539206195547
ms0.17073170731707318
is0.1361788617886179
lv0.1290983606557377
eu0.10242872228088702
az0.08993576017130622
tr0.07809110629067245
lt0.06900328587075576
sq0.06900328587075576
reliabletrue
passestrue
5
name"Hunter"
dialogue"Did you take a picture of the suspect?"
detectedLang"en"
heavyLang"en"
scores
en0.8308525033829498
tl0.7406639004149378
fr0.6458923512747876
yo0.6212121212121212
ro0.6044303797468354
nl0.5881383855024712
no0.5088408644400786
sl0.497991967871486
pt0.4769874476987448
de0.4692144373673036
sq0.4692144373673036
ms0.4600431965442765
it0.4577006507592191
cs0.45652173913043476
ca0.4541484716157206
es0.44933920704845814
hr0.44196428571428575
is0.3961352657004831
hu0.3842364532019704
da0.375
sv0.36061381074168797
sk0.34210526315789475
pl0.29577464788732394
lt0.24698795180722888
tr0.23547400611620795
az0.21875
eu0.21875
lv0.21875
vi0.21875
et0.20127795527156547
fi0.20127795527156547
reliabletrue
passestrue
6
name"Isabella"
dialogue"Non so chi sia! Era un'ombra alta, quasi senza volto. Per favore, deve credermi. Non sono pazza. La mia macchina fotografica ha catturato tutto."
detectedLang"it"
heavyLang"it"
scores
it0.8042286609240408
ca0.5631280034949759
pt0.5471014492753623
es0.5378927911275416
ro0.49899799599198397
en0.4499449944994499
sq0.3718592964824121
no0.35691318327974275
sl0.34167215273206053
sk0.3297587131367293
fr0.32432432432432434
de0.32249322493224936
tl0.28876244665718354
sv0.28212491026561376
nl0.258160237388724
lv0.24528301886792453
lt0.24242424242424243
vi0.2401215805471125
ms0.23954372623574144
eu0.21813917122752147
hr0.1830065359477124
pl0.18166939443535188
hu0.18032786885245902
yo0.17898193760262726
et0.16666666666666666
da0.15469146238377007
cs0.11816578483245149
tr0.11426040744021257
fi0.07235621521335807
az0.05571293673276676
reliabletrue
passestrue
7
name"Hunter"
dialogue"Slow down, I can't—"
detectedLang"en"
heavyLang"en"
scores
en0.7795414462081128
no0.5370370370370371
da0.5265151515151516
hr0.5265151515151516
ca0.5247148288973384
sv0.5247148288973384
sq0.5173745173745175
pl0.50199203187251
it0.4791666666666667
cs0.45652173913043476
ro0.4186046511627907
yo0.410377358490566
tl0.375
sk0.3654822335025381
be0.358974358974359
tr0.358974358974359
hu0.34895833333333337
az0.33510638297872336
et0.33510638297872336
is0.33510638297872336
lt0.33510638297872336
lv0.33510638297872336
uk0.33510638297872336
vi0.33510638297872336
reliabletrue
passestrue
8
name"Hunter"
dialogue"Hold on. Detective Hunter. ... What? ... Another one? ... I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8223350253807106
tl0.6468213925327952
fr0.5165745856353591
da0.5042492917847025
ca0.4912790697674419
ro0.47049924357034795
es0.44267515923566875
pl0.4290375203915171
hr0.40878378378378377
it0.40273037542662116
cs0.3996569468267582
pt0.3996569468267582
de0.32950191570881227
sk0.3150684931506849
no0.3110236220472441
et0.3055555555555556
sq0.3027888446215139
fi0.3
nl0.29292929292929293
sv0.2813141683778234
sl0.2647058823529412
hi0.1935483870967742
yo0.1764705882352941
ms0.14425427872860636
tr0.14425427872860636
reliabletrue
passestrue
9
name"Isabella"
dialogue"Cosa succede? Devo venire con lei?"
detectedLang"it"
heavyLang"it"
scores
it0.7804610318331504
ro0.66996699669967
es0.6598639455782312
ca0.5555555555555556
da0.43977591036414565
fr0.43977591036414565
vi0.3957703927492447
pt0.3197278911564626
en0.3150684931506849
nl0.2907801418439716
tr0.2805755395683453
sv0.2647058823529412
reliabletrue
passestrue
10
name"Hunter"
dialogue"I have to go. Stay here. Don't leave town. I'll find a translator."
detectedLang"en"
heavyLang"en"
scores
en0.8126928162185985
da0.6174617461746176
pl0.5897683397683398
hr0.5360262008733625
sq0.5159453302961275
no0.5131729667812142
tl0.5098039215686274
cs0.5011737089201878
yo0.49704142011834324
sk0.48296836982968366
ro0.4785276073619632
ca0.4509043927648579
sl0.4378306878306878
lv0.4310575635876841
sv0.43029490616621985
lt0.4264507422402159
it0.4162087912087912
pt0.39801699716713884
et0.36661698956780925
hu0.3441358024691358
vi0.34210526315789475
tr0.33070866141732286
es0.32965299684542587
de0.3210862619808307
nl0.32
fr0.3167202572347267
az0.3111831442463533
ms0.30098684210526316
is0.24511545293072823
eu0.24377224199288253
be0.1414141414141414
fi0.1290983606557377
uk0.1290983606557377
reliabletrue
passestrue
11
name"Isabella"
dialogue"Aspetti! Non mi lasci sola! La prego!"
detectedLang"it"
heavyLang"it"
scores
it0.7852233676975945
es0.6274217585692996
ro0.6206373292867982
fr0.619482496194825
ca0.6136012364760433
pl0.44812362030905084
pt0.42263279445727486
sl0.419953596287703
yo0.4186046511627907
en0.3961352657004831
hr0.39172749391727496
no0.3872549019607844
sq0.3734335839598998
tr0.3734335839598998
eu0.258160237388724
fi0.258160237388724
hu0.2537313432835821
tl0.251497005988024
vi0.251497005988024
cs0.24698795180722888
sk0.24698795180722888
ms0.24242424242424243
is0.23547400611620795
reliabletrue
passestrue
12
name"Hunter"
dialogue"Just... stay."
detectedLang"en"
heavyLang"en"
scores
en0.8127340823970037
et0.6710526315789473
sv0.6710526315789473
ca0.6062992125984252
reliablefalse
passestrue
13
name"Isabella"
dialogue"Dio mio, che posto terribile."
detectedLang"it"
heavyLang"it"
scores
it0.7896950578338591
es0.6705107084019769
hr0.648506151142355
de0.5780590717299579
sl0.5495495495495496
pt0.5402298850574713
da0.5294117647058824
fr0.5192307692307693
en0.504950495049505
ro0.45054945054945056
cs0.4350282485875706
et0.42363112391930835
ca0.41348973607038125
pl0.40476190476190477
lt0.3957703927492447
tl0.3957703927492447
sq0.39209726443769
nl0.38650306748466257
az0.37888198757763975
no0.37888198757763975
sv0.37888198757763975
fi0.3710691823899371
eu0.358974358974359
ms0.3333333333333333
sk0.2907801418439716
hu0.23954372623574144
tr0.23954372623574144
reliabletrue
passestrue