Run: 2026-03-15-01KKS2RNCBG2BBTF8HGCT2YK4Q

Run Details

Model:
Z.AI GLM 5 Turbo
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
37.1s
Cost:
$0.008401
Provider:
Z.AI

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: "Io... io non capisco. Parla inglese? No, aspetti, non parlo inglese. L'orchard? Il posto con le mele? C'era un uomo laggiù, ma... ma poi è sparito. L'ho visto nella mia macchina fotografica!" Hunter: "Ma'am, I don't speak... whatever language that is. Spanish? Look, did you see anyone near the apple bins around three o'clock?" Isabella: "No, non spagnolo! Italiano! Sono italiana. Guardi, guardi qui! Nel mirino. C'era un'ombra, ed era terrificante. Ho visto tutto!" Hunter: "Italian. Right. Just... slow down. Point to the orchard if you were there today. Were you taking pictures?" Isabella: "Sì, sì! Fotografie! Paesaggi. Ma poi l'ho visto. Quell'uomo che trascinava qualcosa nel bosco. Per favore, deve credermi, ero così spaventata che sono corsa via!" Hunter: "Hey, calm down. I can't help you if I don't know what you're saying. You were at the festival grounds, you saw something, and you took a picture of it?" Isabella: "Una foto! Sì, una foto! Ma è sfocata. L'ho cancellata per sbaglio perché tremavo troppo! Oh Dio, quel pover'uomo... chi lo ha preso? Chi fa queste cose qui?" Hunter: "Look, lady, I don't have a translator on standby in a town of three thousand people. If you're a tourist, where is your group?" Isabella: "Non sono una turista! Studio qui! Il mio programma di scambio... nessuno mi capisce. Polizia... lei è la polizia? Mi aiuti, la prego. Non posso stare qui da sola." Hunter: "Yes, police. Detective. Here, look. Did you see a man? Like this?" Isabella: "Un uomo! Sì, esatto! Ma non camminava. Lo trascinava. C'era del sangue sull'erba, vicino ai meli. Ho delle foto dell'erba, del sangue!" Hunter: "Blood? Is that what you're saying? Just... stay right there. Don't touch anything. Hold on. Detective Hunter. ...Yeah? Right now? I'm in the middle of an interview. ...Fine. I'm on my way." Isabella: "Aspetti! Non me ne vado, ma per favore, non se ne vada lei! Quell'uomo è pericoloso, lo giuro sulla mia macchina fotografica!" Hunter: "I have to go. Don't leave town. Actually, just stay right here at this table. I'll find someone who speaks... Italian, was it? Don't move." Isabella: "Ma mi ascolti! C'è un assassino nel frutteto! La prego!" Hunter: "I'll be back. Just... stay put."
created_at"2026-03-15T15:45:17.717Z" 3/15/2026, 3:45:17 PM
model"z-ai/glm-5-turbo-20260315"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2374
moderation_latency(null)
generation_time37018
tokens_prompt321
tokens_completion2496
native_tokens_prompt268
native_tokens_completion2545
native_tokens_completion_images(null)
native_tokens_reasoning1902
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"
usage0.00840128
router(null)
provider_responses
0
endpoint_id"9ce3b132-3a17-4fea-8092-0e8e519ed32b"
id"202603152345189947cd66a12c4e4a"
is_byokfalse
latency2374
model_permaslug"z-ai/glm-5-turbo-20260315"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.0; linux; x64))"
http_referer(null)
api_type"completions"
id"gen-1773589517-IrCczqxNrsU3u4ZWX8ML"
upstream_id"202603152345189947cd66a12c4e4a"
total_cost0.00840128
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Io... io non capisco. Parla inglese? No, aspetti, non parlo inglese. L'orchard? Il posto con le mele? C'era un uomo laggiù, ma... ma poi è sparito. L'ho visto nella mia macchina fotografica!"
detectedLang"it"
heavyLang"it"
scores
it0.7906976744186046
es0.6299342105263158
ca0.534931789995866
pt0.5261162594776748
fr0.5087336244541485
ro0.4874715261958998
en0.4286439817166074
tl0.4280630401626843
yo0.3626062322946175
lt0.35493119266055045
tr0.3485813549507817
sl0.3382352941176471
no0.33706540954625813
lv0.3287589498806683
pl0.3275552898983861
sq0.3251349730053989
de0.3247298919567827
et0.31983071342200725
sk0.31900726392251816
hr0.3051266213712168
cs0.3046971569839308
sv0.2694805194805195
az0.2647058823529412
da0.25742574257425743
nl0.2569352708058124
fi0.24496644295302009
ms0.2378048780487805
is0.21548117154811713
hu0.18002915451895046
vi0.15667166416791606
eu0.07178217821782178
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I don't speak... whatever language that is. Spanish? Look, did you see anyone near the apple bins around three o'clock?"
detectedLang"en"
heavyLang"en"
scores
en0.8064663023679416
tl0.57221942627076
nl0.4022503516174402
no0.37037037037037035
da0.3545937737281701
sv0.3501529051987768
fr0.3128536782538399
yo0.30725346373268136
ro0.29577464788732394
de0.276595744680851
et0.2678725236864771
hu0.25569176882662
sq0.25569176882662
is0.2194674012855831
it0.18893129770992365
cs0.1771539206195547
ms0.1625615763546798
es0.15169660678642716
hr0.14054600606673406
ca0.13967611336032387
lt0.1290983606557377
pl0.1290983606557377
eu0.08405172413793104
pt0.07809110629067245
sk0.07809110629067245
be0.07608695652173912
tr0.07608695652173912
az0.06900328587075576
lv0.06900328587075576
uk0.06900328587075576
vi0.06900328587075576
reliabletrue
passestrue
2
name"Isabella"
dialogue"No, non spagnolo! Italiano! Sono italiana. Guardi, guardi qui! Nel mirino. C'era un'ombra, ed era terrificante. Ho visto tutto!"
detectedLang"it"
heavyLang"it"
scores
it0.8017348203221809
es0.6078431372549019
pt0.5912110373019929
ca0.5565410199556541
en0.4747209455022981
fr0.4546693933197001
ro0.40564635958395245
no0.37839937839937837
sk0.3579454253611557
tl0.33444259567387685
sq0.32829554995801846
hr0.2805755395683453
pl0.26538108356290174
lv0.26335174953959484
fi0.26199261992619927
sl0.23591212989493793
lt0.22254616132167152
et0.21414538310412573
de0.2047713717693837
da0.19517102615694165
eu0.1794871794871795
cs0.17098445595854922
tr0.15522703273495247
ms0.14070891514500536
nl0.13978494623655913
az0.13232104121475055
sv0.13232104121475055
is0.08256880733944955
yo0.08045977011494253
hu0.07300115874855156
reliabletrue
passestrue
3
name"Hunter"
dialogue"Italian. Right. Just... slow down. Point to the orchard if you were there today. Were you taking pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.8121995192307693
tl0.6520044543429844
fr0.5477568740955138
no0.47873227689741454
de0.4644387317909169
da0.46351931330472107
sv0.43541102077687444
yo0.4318181818181818
nl0.38785504407443677
sq0.3743743743743744
pl0.3475991649269311
ro0.3265086206896552
et0.3024553571428571
cs0.30011198208286677
sl0.29537767756482525
ca0.28325688073394495
pt0.2707117852975496
ms0.2672919109026964
fi0.2550655542312277
lv0.24698795180722888
sk0.24516908212560387
hr0.21875
es0.21185372005044137
lt0.21085858585858586
tr0.1883116883116883
it0.12095639943741208
is0.10201149425287356
az0.08625730994152046
reliabletrue
passestrue
4
name"Isabella"
dialogue"Sì, sì! Fotografie! Paesaggi. Ma poi l'ho visto. Quell'uomo che trascinava qualcosa nel bosco. Per favore, deve credermi, ero così spaventata che sono corsa via!"
detectedLang"it"
heavyLang"it"
scores
it0.7953615279672579
ca0.4516971279373368
pt0.44089456869009586
ro0.3955094991364421
sk0.358974358974359
no0.34863523573200994
fr0.34660858742999384
en0.34210526315789475
es0.3341788205453392
sq0.3324856961220598
nl0.33035714285714285
sl0.29765886287625415
da0.2818057455540356
lt0.27436074637180374
et0.26419060967063773
de0.2595204513399154
yo0.25426136363636365
sv0.25213675213675213
hr0.2227979274611399
pl0.2222222222222222
cs0.21230307576894225
tr0.18667699457784664
ms0.1758241758241758
lv0.15594855305466235
tl0.13223140495867766
fi0.07732864674868191
hu0.07243816254416961
vi0.06914893617021277
is0.0641711229946524
az0.053201082055906214
reliabletrue
passestrue
5
name"Hunter"
dialogue"Hey, calm down. I can't help you if I don't know what you're saying. You were at the festival grounds, you saw something, and you took a picture of it?"
detectedLang"en"
heavyLang"en"
scores
en0.8203234178478738
tl0.6267109083367897
no0.45288753799392095
yo0.42748091603053434
da0.41972920696324956
fr0.3979933110367893
sv0.3898305084745763
sq0.38817131203263083
hr0.37413073713490963
it0.3679775280898876
cs0.3580599144079886
ms0.3562231759656652
ca0.34782608695652173
nl0.34065934065934067
ro0.32075471698113206
pt0.3176648976497347
es0.30394431554524365
sl0.2840095465393795
sk0.26229508196721313
pl0.24623115577889448
de0.24433249370277077
hu0.24369747899159663
lv0.23857868020304565
lt0.2314261315115286
az0.21807124239791487
et0.21602787456445993
tr0.2153443766346992
is0.20141969831410825
vi0.1287512100677638
fi0.12280701754385964
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
6
name"Isabella"
dialogue"Una foto! Sì, una foto! Ma è sfocata. L'ho cancellata per sbaglio perché tremavo troppo! Oh Dio, quel pover'uomo... chi lo ha preso? Chi fa queste cose qui?"
detectedLang"it"
heavyLang"it"
scores
it0.7903075489282386
es0.5562130177514794
ca0.5459132189707366
fr0.5084653194975423
ro0.4830557151062607
yo0.43396226415094336
pt0.4249201277955271
no0.40119760479041916
sk0.366643209007741
hr0.34258582907231555
sl0.3298585256887565
tl0.3258426966292135
en0.3227990970654628
lt0.3227990970654628
nl0.3227990970654628
et0.305019305019305
sq0.29411764705882354
sv0.2879746835443038
de0.27884615384615385
eu0.2524916943521595
vi0.25124792013311154
hu0.24114671163575044
cs0.23076923076923078
da0.20283436669619131
ms0.20141969831410825
pl0.15887850467289721
fi0.13793103448275862
lv0.12280701754385964
az0.06152241918665276
reliabletrue
passestrue
7
name"Hunter"
dialogue"Look, lady, I don't have a translator on standby in a town of three thousand people. If you're a tourist, where is your group?"
detectedLang"en"
heavyLang"en"
scores
en0.8171649817164981
tl0.6240601503759399
de0.4606598984771573
nl0.4554772581678411
no0.4426229508196721
ro0.4389438943894389
sv0.43745863666446066
da0.4225543478260869
pl0.4213750850918993
hr0.4197952218430034
yo0.41460055096418735
fr0.4039270687237027
it0.3795620437956204
sl0.37454010301692425
et0.36661698956780925
sq0.3656716417910448
is0.3531202435312024
ca0.34514637904468415
cs0.3441358024691358
sk0.3264659270998415
ms0.3172690763052209
hu0.30725346373268136
az0.2851135407905803
pt0.24845269672855883
tr0.24578527062999111
lt0.24174843889384479
vi0.20634920634920634
fi0.20037629350893696
es0.19735599622285174
lv0.1904761904761905
eu0.1388044579533941
hi0.08993576017130622
be0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
8
name"Isabella"
dialogue"Non sono una turista! Studio qui! Il mio programma di scambio... nessuno mi capisce. Polizia... lei è la polizia? Mi aiuti, la prego. Non posso stare qui da sola."
detectedLang"it"
heavyLang"it"
scores
it0.8128509045539614
ro0.6280991735537189
ca0.5892286627110909
fr0.576271186440678
es0.5756718528995757
pt0.5637421231216675
tl0.49972206781545303
hr0.49636261891438166
sl0.49181253529079616
no0.45520581113801456
en0.45288753799392095
sv0.44168734491315137
pl0.43785134291068084
sq0.4102228047182176
da0.4003997335109927
de0.3955674949630624
cs0.39475453934095495
sk0.38817131203263083
tr0.3805918788713007
eu0.375
yo0.3684210526315789
nl0.3675333801827126
lv0.36619718309859156
lt0.3571428571428572
et0.3055555555555556
hu0.2907801418439716
az0.28514694201747415
ms0.2647058823529412
vi0.21328671328671328
is0.2
fi0.18032786885245902
reliabletrue
passestrue
9
name"Hunter"
dialogue"Yes, police. Detective. Here, look. Did you see a man? Like this?"
detectedLang"en"
heavyLang"en"
scores
en0.8259860788863108
tl0.6639784946236559
ro0.6019108280254777
fr0.5572609208972845
cs0.5530393325387366
it0.5530393325387366
no0.5498199279711885
ca0.508519003931848
es0.506578947368421
pt0.5033112582781457
da0.5
de0.4806094182825485
hr0.4806094182825485
sq0.4806094182825485
sv0.4798890429958391
nl0.47405329593267886
et0.46197991391678617
sl0.4596541786743516
sk0.4335347432024169
lv0.41588785046728977
lt0.41222570532915365
hu0.3811881188118812
pl0.3397887323943662
eu0.3042671614100185
tr0.28435114503816794
fi0.2816091954022989
az0.27884615384615385
ms0.27884615384615385
yo0.24089068825910928
is0.16666666666666666
vi0.15730337078651685
reliabletrue
passestrue
10
name"Isabella"
dialogue"Un uomo! Sì, esatto! Ma non camminava. Lo trascinava. C'era del sangue sull'erba, vicino ai meli. Ho delle foto dell'erba, del sangue!"
detectedLang"it"
heavyLang"it"
scores
it0.7957171034094112
es0.5364450127877237
ca0.5279947916666666
fr0.46136701337295694
no0.45652173913043476
ro0.4250594766058684
et0.4076797385620915
yo0.40280065897858325
sq0.36846689895470386
da0.3640350877192982
tl0.36010591350397175
pt0.3330266789328427
sk0.318609022556391
ms0.31279620853080564
sl0.30355427473583096
pl0.30019305019305015
cs0.28921568627450983
vi0.275
eu0.24242424242424243
de0.24083769633507857
lv0.24083769633507857
en0.1807909604519774
sv0.1807909604519774
lt0.15005861664712777
hr0.14403778040141677
nl0.14403778040141677
fi0.14099526066350712
hu0.10161090458488227
az0.07525510204081631
tr0.07525510204081631
reliabletrue
passestrue
11
name"Hunter"
dialogue"Blood? Is that what you're saying? Just... stay right there. Don't touch anything. Hold on. Detective Hunter. ...Yeah? Right now? I'm in the middle of an interview. ...Fine. I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.822380106571936
tl0.5757809487080602
de0.4789199431549029
nl0.4749403341288783
fr0.44247339077546877
da0.42767950052029136
no0.39890710382513656
ro0.39560439560439564
yo0.37888198757763975
it0.3699885452462772
ca0.342498505678422
sv0.3401319736052789
sq0.3081761006289308
ms0.28432010409889397
sl0.24657534246575344
pl0.23717059639389734
es0.23611111111111113
pt0.23076923076923078
et0.2286115007012623
cs0.2198581560283688
tr0.21540656205420827
hr0.17787742899850523
sk0.17664670658682635
hu0.1691842900302115
eu0.14463452566096424
is0.141295862607338
vi0.13522012578616352
az0.12070343725019984
lv0.12070343725019984
fi0.12
hi0.07094594594594594
lt0.06542056074766354
reliabletrue
passestrue
12
name"Isabella"
dialogue"Aspetti! Non me ne vado, ma per favore, non se ne vada lei! Quell'uomo è pericoloso, lo giuro sulla mia macchina fotografica!"
detectedLang"it"
heavyLang"it"
scores
it0.7846515270164448
sq0.5723172628304821
ro0.5506535947712418
ca0.5255894192064404
fr0.5192307692307693
pt0.5147058823529412
es0.512987012987013
en0.45901639344262296
sl0.4318181818181818
et0.3947175348495965
fi0.39338235294117646
hr0.3906942392909897
no0.37876506024096385
sv0.3764172335600907
nl0.375
lt0.36733128834355827
yo0.35797665369649806
ms0.35496481626270526
de0.3436754176610978
tr0.3032094594594595
cs0.29906542056074764
da0.29062768701633707
pl0.2850953206239168
sk0.25942549371633755
lv0.2560865644724977
tl0.20825335892514396
vi0.17002012072434608
hu0.16582406471183014
az0.1397288842544317
eu0.09539473684210525
is0.08536585365853659
reliabletrue
passestrue
13
name"Hunter"
dialogue"I have to go. Don't leave town. Actually, just stay right here at this table. I'll find someone who speaks... Italian, was it? Don't move."
detectedLang"en"
heavyLang"en"
scores
en0.8235671514114629
tl0.6014492753623188
da0.49168207024029575
yo0.42428471737613405
no0.3978102189781022
sq0.3614551083591331
ca0.3426294820717132
fr0.33841218925421007
es0.336283185840708
ro0.32926829268292684
hr0.3176178660049628
pl0.30904522613065327
nl0.29245283018867924
de0.28323197219808866
et0.2692648361381754
sv0.26601423487544484
cs0.26339285714285715
lv0.24726277372262775
sl0.2403314917127072
lt0.21800947867298578
pt0.21052631578947367
tr0.20520231213872833
sk0.19825072886297376
it0.19590643274853803
ms0.15384615384615385
fi0.1397288842544317
az0.12882787750791974
be0.0782122905027933
hu0.07511210762331838
is0.07094594594594594
uk0.07094594594594594
vi0.07094594594594594
reliabletrue
passestrue
14
name"Isabella"
dialogue"Ma mi ascolti! C'è un assassino nel frutteto! La prego!"
detectedLang"it"
heavyLang"it"
scores
it0.7844827586206896
fr0.6051332675222113
es0.5918367346938775
ro0.5841995841995842
ca0.5807127882599581
pt0.5354239256678281
yo0.47643979057591623
pl0.43661971830985913
sl0.41262848751835535
sq0.3548387096774194
lt0.30675909878682844
tl0.3006993006993007
hu0.2945326278659612
lv0.2945326278659612
sk0.2907801418439716
vi0.28825622775800713
hr0.28698752228163993
no0.2831541218637993
et0.2
is0.2
cs0.17012448132780084
az0.15789473684210525
en0.15789473684210525
tr0.15254237288135594
ms0.13978494623655913
reliabletrue
passestrue
15
name"Hunter"
dialogue"I'll be back. Just... stay put."
detectedLang"en"
heavyLang"en"
scores
en0.8031496062992126
hr0.4545454545454546
hu0.43820224719101125
lt0.42748091603053434
yo0.4230769230769231
et0.40476190476190477
sv0.40476190476190477
tl0.39999999999999997
ca0.33920704845814975
reliabletrue
passestrue