Run: 2026-06-24-01KVX2EKFWGBB9A8XX898N1CZA

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
19.7s
Cost:
$0.003623
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
**Voice Sheet** Isabella: "Sì, posso aiutarla? Aspetti... lei è un poliziotto?" Hunter: "Ma'am, I'm Detective Hunter with the Alborn Police. I'd like to ask you a few questions about what happened at the apple orchard Tuesday night. Were you there?" Isabella: "Oh, mio Dio... sì, ero lì. Ho visto tutto. È stato... è stato terribile. Quell'uomo è semplicemente scomparso nel nulla. Stavo scattando foto del tramonto e poi... niente. Sparito." Hunter: "I'm sorry, ma'am, I don't understand a word of that. Do you speak English? Even a little?" Isabella: "Inglese? No, no... mi dispiace. Non parlo inglese. Io studio qui, sono in scambio. Mi dispiace tantissimo." Hunter: "Okay... do you have an ID on you? Passaporto?" Isabella: "Passaporto? Sì, sì, certo. Eccolo qui. Sono Isabella. Isabella Conti. Vengo dall'Italia. Per favore, mi creda, ho paura." Hunter: "Italy. Okay. You—camera. You take photos Tuesday? Orchard? Photos?" Isabella: "Fotografie? Sì! Sì, ho delle fotografie! Vuole vedere? Guardi, guardi qui. Queste sono della sera. Ha visto quest'ombra? E quest'uomo qui... chi è? Non l'ho mai visto prima." Hunter: "That's... a shadow. Ma'am, can you show me—hold on." Isabella: "Cosa? Cosa c'è? Non capisco. Vuole le foto? Gliele posso mandare. Ho il computer in ostello. Se viene con me, gliele mostro tutte. Ce ne sono alcune molto strane, sa? Cose che non mi spiegavo." Hunter: *(phone ringing)* "Hang on. Yeah? ...What? ...When? ...I'm on my way. Ma'am, I need to go. Don't leave town. You—stay. Here. Alborn. Capisce? Stay." Isabella: "Andare? No, no, la prego, non mi lasci sola! Ho paura! Quell'uomo al campo... mi ha visto! Mi ha vista con la macchina fotografica! E se torna? E se..." Hunter: "Ma'am. Stay. Town. I come back. Tomorrow." Isabella: "Domani? Va bene... va bene. Ma per favore, faccia in fretta. Non dormo da giorni." Hunter: "Yeah. Tomorrow." Isabella: "Grazie... e per favore, stia attento anche lei. Quella notte... c'era qualcosa di sbagliato in quel posto. Qualcosa di molto sbagliato."
created_at"2026-06-24T15:02:20.426Z" 6/24/2026, 3:02:20 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3859
moderation_latency(null)
generation_time19525
tokens_prompt321
tokens_completion678
native_tokens_prompt275
native_tokens_completion736
native_tokens_completion_images(null)
native_tokens_reasoning110
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
num_fetches(null)
web_search_engine(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
service_tier(null)
usage0.0036234
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"202606242302208723259e42a44593"
is_byokfalse
latency3858
model_permaslug"z-ai/glm-5.2-20260616"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.16.0; linux; x64))"
http_referer(null)
request_id"req-1782313340-tWXoVK12GMNcP2Zo2gCq"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313340-BivFLuzMBCmNDEaAsCNj"
upstream_id"202606242302208723259e42a44593"
total_cost0.0036234
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Sì, posso aiutarla? Aspetti... lei è un poliziotto?"
detectedLang"it"
heavyLang"it"
scores
it0.821337417049515
ca0.609375
pt0.5778045838359469
es0.5673671199011124
ro0.5489690721649484
yo0.5406824146981627
fr0.5358090185676392
tr0.4845360824742268
tl0.4444444444444444
en0.42434210526315785
lv0.42244224422442245
sq0.4195688225538972
az0.33586337760910817
fi0.328214971209213
cs0.317738791423002
ms0.31640625
is0.31237721021611
eu0.21171171171171171
sl0.20634920634920634
da0.20454545454545453
et0.20273348519362186
no0.20273348519362186
sv0.20273348519362186
hr0.2009132420091324
pl0.2009132420091324
lt0.19908466819221968
nl0.19724770642201836
sk0.19724770642201836
de0.18604651162790697
hu0.1764705882352941
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I'm Detective Hunter with the Alborn Police. I'd like to ask you a few questions about what happened at the apple orchard Tuesday night. Were you there?"
detectedLang"en"
heavyLang"en"
scores
en0.803921568627451
tl0.6113989637305699
fr0.550513698630137
no0.4747373686843422
it0.444150344097406
de0.4318181818181818
da0.4195688225538972
nl0.37648456057007124
ro0.373508353221957
pt0.370125974805039
es0.3686109440769693
cs0.3617021276595745
ca0.35936546674801706
sl0.32214331826985154
hr0.30601454064771977
sq0.3055555555555556
sv0.29577464788732394
yo0.29388029589778075
sk0.2852280462899932
ms0.25531914893617025
pl0.23802612481857763
lv0.21111945905334337
lt0.20634920634920634
hu0.18032786885245902
tr0.16534181240063595
eu0.13509060955518945
et0.1264559068219634
fi0.12280701754385964
az0.12133891213389122
is0.06666666666666668
vi0.0625
reliabletrue
passestrue
2
name"Isabella"
dialogue"Oh, mio Dio... sì, ero lì. Ho visto tutto. È stato... è stato terribile. Quell'uomo è semplicemente scomparso nel nulla. Stavo scattando foto del tramonto e poi... niente. Sparito."
detectedLang"it"
heavyLang"it"
scores
it0.7938805423231953
es0.5507188498402557
pt0.5080891998250984
ca0.42514052120592744
no0.42514052120592744
fr0.40254912373871476
de0.3909041689225771
da0.3832236842105263
ro0.3626062322946175
sl0.36115843270868825
yo0.34593023255813954
tl0.3390129259694477
sk0.3339253996447602
nl0.32995830851697444
lt0.32915921288014316
fi0.3185947910357359
cs0.296875
sv0.2879746835443038
en0.2857142857142857
sq0.28435114503816794
hr0.2834394904458599
et0.26518615284128016
lv0.2299794661190965
pl0.19181034482758622
az0.19006479481641467
is0.16169895678092397
tr0.15413533834586465
eu0.14448669201520914
ms0.12383177570093458
hu0.11067193675889328
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry, ma'am, I don't understand a word of that. Do you speak English? Even a little?"
detectedLang"en"
heavyLang"en"
scores
en0.8041136141038198
tl0.5753715498938429
no0.5633187772925764
da0.5238095238095238
sv0.4827586206896552
cs0.469964664310954
nl0.45155393053016457
pl0.4296577946768061
hr0.42473633748801537
sk0.41348973607038125
de0.4088669950738916
yo0.3981945837512537
pt0.39759036144578314
ro0.38461538461538464
it0.3617021276595745
sq0.34994582881906827
is0.3340732519422864
ca0.3135011441647597
vi0.2890995260663507
hu0.2709599027946537
sl0.25925925925925924
fr0.24337957124842372
tr0.19678714859437751
lt0.19463087248322147
ms0.1836734693877551
az0.18144611186903137
lv0.18144611186903137
es0.18032786885245902
et0.17355371900826447
be0.1044776119402985
eu0.1044776119402985
fi0.09502262443438914
uk0.09502262443438914
reliabletrue
passestrue
4
name"Isabella"
dialogue"Inglese? No, no... mi dispiace. Non parlo inglese. Io studio qui, sono in scambio. Mi dispiace tantissimo."
detectedLang"it"
heavyLang"it"
scores
it0.8015122873345936
es0.6462264150943396
fr0.5717781402936378
en0.5539507221750212
ca0.5120817843866171
pt0.5102611940298507
de0.4902912621359223
sk0.4728915662650602
ro0.46862348178137647
hr0.4268558951965066
pl0.4140625
sl0.4120940649496081
nl0.4074492099322799
tl0.3667068757539204
et0.36594202898550726
yo0.36053593179049936
cs0.35503685503685506
lv0.3312101910828026
sv0.3101182654402102
no0.3027888446215139
tr0.29435483870967744
sq0.2837653478854025
az0.22680412371134018
hu0.22451994091580502
ms0.2081447963800905
lt0.20212765957446807
da0.18856259659969088
eu0.14215686274509806
reliabletrue
passestrue
5
name"Hunter"
dialogue"Okay... do you have an ID on you? Passaporto?"
detectedLang"en"
heavyLang"en"
scores
en0.7514910536779323
pt0.5881383855024712
da0.5495495495495496
fr0.5344506517690875
cs0.5335820895522388
tl0.5164410058027079
yo0.4969818913480885
pl0.47589098532494756
vi0.46808510638297873
et0.4669509594882729
de0.4600431965442765
ca0.45652173913043476
hr0.4541484716157206
sk0.4529540481400437
it0.44812362030905084
fi0.375
ms0.3670886075949367
sl0.32432432432432434
sq0.31880108991825606
eu0.2937853107344633
lt0.2795389048991354
ro0.2795389048991354
hi0.251497005988024
no0.2378048780487805
sv0.2378048780487805
es0.2331288343558282
nl0.22360248447204967
tr0.22118380062305293
is0.20634920634920634
reliabletrue
passestrue
6
name"Isabella"
dialogue"Passaporto? Sì, sì, certo. Eccolo qui. Sono Isabella. Isabella Conti. Vengo dall'Italia. Per favore, mi creda, ho paura."
detectedLang"it"
heavyLang"it"
scores
it0.7815321875910283
ca0.590387766247952
es0.5330012453300125
pt0.49664429530201337
ro0.49118046132971505
fr0.47735191637630664
en0.4440326167531504
sq0.40191387559808617
nl0.3877551020408163
sv0.355116079105761
no0.35008665511265163
tl0.34782608695652173
lt0.32915921288014316
yo0.3081180811808118
hr0.30362116991643456
sl0.29111531190926276
sk0.2647058823529412
da0.2291880781089414
ms0.22118380062305293
et0.21956295525494277
fi0.21135646687697163
cs0.20042643923240938
de0.18032786885245902
eu0.1289198606271777
hu0.10179640718562875
pl0.09420289855072464
tr0.08759124087591241
is0.07975460122699386
reliabletrue
passestrue
7
name"Hunter"
dialogue"Italy. Okay. You—camera. You take photos Tuesday? Orchard? Photos?"
detectedLang"en"
heavyLang"en"
scores
en0.7450980392156863
tl0.6505376344086021
fr0.5492371705963939
nl0.4672131147540984
de0.46369636963696376
it0.42882249560632685
es0.4268077601410935
cs0.4217081850533808
ro0.40909090909090906
ca0.34738955823293177
sl0.3128964059196617
lt0.3055555555555556
sv0.30257510729613735
pt0.2995689655172413
no0.29805615550755943
ms0.2872807017543859
hi0.19154228855721395
sq0.181360201511335
lv0.1792929292929293
yo0.17721518987341772
az0.15364583333333331
da0.15364583333333331
fi0.15364583333333331
hr0.15364583333333331
tr0.15364583333333331
reliabletrue
passestrue
8
name"Isabella"
dialogue"Fotografie? Sì! Sì, ho delle fotografie! Vuole vedere? Guardi, guardi qui. Queste sono della sera. Ha visto quest'ombra? E quest'uomo qui... chi è? Non l'ho mai visto prima."
detectedLang"it"
heavyLang"it"
scores
it0.801632282929041
ca0.5565129244804866
ro0.5517418032786885
fr0.5372818614489688
es0.5050904977375565
no0.5017084282460137
pt0.49971412235563173
sk0.4541484716157206
et0.4186046511627907
sl0.4131455399061033
da0.41156691324815065
de0.37855113636363635
hr0.3736578382247674
fi0.35233160621761656
cs0.3504083147735709
en0.349925705794948
nl0.3406179351921628
sq0.32795698924731176
yo0.32432432432432434
lt0.31959564541213065
sv0.31426332288401254
tl0.28977272727272724
lv0.279835390946502
tr0.27506213753106873
vi0.20382165605095542
pl0.18906394810009267
hu0.18528864059590316
eu0.18071161048689138
ms0.16267942583732056
is0.13708086785009863
az0.12236710130391174
reliabletrue
passestrue
9
name"Hunter"
dialogue"That's... a shadow. Ma'am, can you show me—hold on."
detectedLang"en"
heavyLang"en"
scores
en0.7670250896057348
tl0.5083207261724659
sq0.496124031007752
fr0.49376947040498437
ca0.4897959183673469
et0.4897959183673469
pt0.48412698412698413
fi0.4698205546492659
cs0.4672131147540984
es0.4186046511627907
nl0.41546762589928055
it0.38679245283018865
sk0.38679245283018865
hr0.38095238095238093
yo0.3737957610789981
pl0.367704280155642
da0.36149312377210213
sl0.3538767395626242
no0.33127572016460904
hu0.32432432432432434
tr0.32150313152400833
az0.3114406779661017
ms0.3114406779661017
ro0.2995689655172413
hi0.20537897310513448
lt0.20147420147420148
is0.1875
eu0.17721518987341772
lv0.17721518987341772
vi0.17721518987341772
de0.1709183673469388
sv0.16237113402061853
reliabletrue
passestrue
10
name"Isabella"
dialogue"Cosa? Cosa c'è? Non capisco. Vuole le foto? Gliele posso mandare. Ho il computer in ostello. Se viene con me, gliele mostro tutte. Ce ne sono alcune molto strane, sa? Cose che non mi spiegavo."
detectedLang"it"
heavyLang"it"
scores
it0.7962648556876061
fr0.6069439895185064
ro0.5677233429394812
es0.5667870036101084
ca0.49958298582151794
sl0.4766681203663323
pt0.469964664310954
en0.45725915875169604
no0.4363550962893377
hr0.4263862332695985
tl0.4191674733785092
nl0.4137762579384465
sk0.4020926756352765
de0.38556067588325654
cs0.3640699523052464
sq0.35553168635875404
sv0.336283185840708
et0.3284834918858422
yo0.3119266055045872
da0.30675909878682844
ms0.3059572006940428
pl0.285288862418106
lv0.2727272727272727
fi0.2665036674816626
lt0.24290220820189273
tr0.24290220820189273
hu0.22330097087378642
az0.17695473251028807
eu0.13106444605358436
vi0.09842223891810668
is0.05288082083662194
reliabletrue
passestrue
11
name"Hunter"
dialogue"Hang on. Yeah? ...What? ...When? ...I'm on my way. Ma'am, I need to go. Don't leave town. You—stay. Here. Alborn. Capisce? Stay."
detectedLang"en"
heavyLang"en"
scores
en0.7805536799459825
tl0.4583333333333333
pl0.45606694560669453
cs0.4222222222222222
yo0.36647173489278756
sk0.35960591133004927
et0.3538767395626242
it0.3512974051896207
hr0.34541792547834843
ca0.32920536635706915
no0.2809734513274336
da0.27211646136618145
sq0.2647058823529412
fr0.23258559622195982
lv0.2215568862275449
ro0.21875
lt0.20440636474908203
fi0.1875
sv0.1751269035532995
sl0.15693904020752272
es0.12398921832884095
pt0.11924119241192413
hi0.11444141689373298
be0.09722222222222222
tr0.09722222222222222
hu0.09344490934449094
az0.08835904628330996
is0.08835904628330996
uk0.08835904628330996
vi0.08835904628330996
reliabletrue
passestrue
12
name"Isabella"
dialogue"Andare? No, no, la prego, non mi lasci sola! Ho paura! Quell'uomo al campo... mi ha visto! Mi ha vista con la macchina fotografica! E se torna? E se..."
detectedLang"it"
heavyLang"it"
scores
it0.7947080291970803
es0.6901893287435457
ca0.6537129665255867
pt0.6262458471760797
ro0.572039942938659
no0.5210218201170835
fr0.4607549430796884
sl0.453551912568306
hr0.45188794153471373
tl0.43001899936668775
sv0.4289340101522843
sq0.4015957446808511
en0.3885869565217392
sk0.37888198757763975
pl0.37716262975778553
cs0.366643209007741
lv0.3338267949666914
nl0.33135215453194655
tr0.3258426966292135
da0.32177844762622454
de0.31921331316187596
yo0.3082244427363567
fi0.2896606156274665
hu0.2822966507177033
lt0.2741935483870968
ms0.2549668874172185
eu0.2248062015503876
et0.21602787456445993
vi0.19282511210762332
is0.18330308529945552
az0.11937377690802348
reliabletrue
passestrue
13
name"Hunter"
dialogue"Ma'am. Stay. Town. I come back. Tomorrow."
detectedLang"en"
heavyLang"en"
scores
en0.7306034482758621
it0.52561669829222
tl0.4117647058823529
no0.3670886075949367
da0.3573264781491003
hr0.3573264781491003
ca0.3556701030927836
sv0.3556701030927836
sq0.34895833333333337
pl0.33510638297872336
cs0.29577464788732394
ro0.2647058823529412
yo0.258160237388724
sk0.22360248447204967
be0.21875
tr0.21875
hu0.21135646687697163
az0.20127795527156547
et0.20127795527156547
is0.20127795527156547
lt0.20127795527156547
lv0.20127795527156547
uk0.20127795527156547
vi0.20127795527156547
reliabletrue
passestrue
14
name"Isabella"
dialogue"Domani? Va bene... va bene. Ma per favore, faccia in fretta. Non dormo da giorni."
detectedLang"it"
heavyLang"it"
scores
it0.799662589624631
sl0.5585501858736059
ro0.551039697542533
en0.5026178010471204
sv0.4836956521739131
fr0.4820065430752454
ca0.44638694638694637
hr0.4424882629107981
yo0.40846824408468246
nl0.3964421855146125
sq0.39567430025445294
de0.39413265306122447
pt0.38946015424164526
pl0.3484224965706447
tl0.33936022253129344
es0.3365921787709497
no0.3300423131170663
eu0.30758017492711365
az0.2857142857142857
lt0.27811550151975684
sk0.250788643533123
da0.24603174603174602
vi0.22889610389610393
ms0.22764227642276424
is0.22003284072249588
fi0.18524871355060035
tr0.1753472222222222
et0.1739130434782609
hu0.14721723518850988
lv0.13479052823315119
reliabletrue
passestrue
15
name"Hunter"
dialogue"Yeah. Tomorrow."
detectedLang"en"
heavyLang"en"
scores
en0.5121951219512195
reliablefalse
passestrue
16
name"Isabella"
dialogue"Grazie... e per favore, stia attento anche lei. Quella notte... c'era qualcosa di sbagliato in quel posto. Qualcosa di molto sbagliato."
detectedLang"it"
heavyLang"it"
scores
it0.8258035513598563
fr0.5101137800252844
pt0.4805630026809652
ro0.46881425633995893
ca0.45499296765119546
en0.4511331444759207
es0.4424460431654676
de0.4388124547429399
sl0.4074923547400612
nl0.39688715953307396
tl0.39167974882260603
sv0.3854084060269627
sq0.367862969004894
no0.3509212730318258
lt0.3481917577796467
hr0.3067978533094812
pl0.3030575539568345
yo0.3011722272317403
da0.2633079847908745
sk0.25265188042430087
fi0.24610894941634243
cs0.24242424242424243
ms0.2357001972386588
et0.2288557213930348
az0.20998980632008157
lv0.1520787746170678
tr0.14647577092511013
vi0.11123853211009174
hu0.0903755868544601
is0.07957244655581948
reliabletrue
passestrue