Run: 2026-09-02-01M1H5905B6X78P11JE8KFJQGR

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
19.7s
Cost:
$0.000177
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: "Che macchina meravigliosa..." *(murmuring to herself, turning the camera over in her hands)* Hunter: "Ma'am? Excuse me, ma'am. Detective Hunter. I'm investigating the disappearances here in Alborn. You were at the apple festival grounds yesterday evening, correct? We have you on a security camera near the old mill." Isabella: "Scusi... non capisco. Non parlo inglese. Che cosa sta succedendo in questa città? Perché tutti spariscano? Ieri sera ho visto una luce vicino al vecchio mulino... ho fatto delle foto, ma... *madonna santa*... c'era una figura. Una figura nell'immagine che non ricordo di aver visto." Hunter: "Ma'am, I need you to slow down. Are you saying you saw something at the mill? Just— yes or no. Shake or nod your head." Isabella: "Sì! Sì... Ho delle foto. Ecco, guardi— no, aspetti... questa figura qui, vicino all'albero. Non c'era nessuno lì quando ho scattato. Nessuno! E poi i miei amici... Marco e Chiara non rispondono al telefono da ieri. Spariti anche loro. Ho molta paura, capisce? Molta paura." Hunter: *(rubbing his forehead)* "Okay, I'm getting nothing out of this. Marco? Chiara? Those names match two of the missing persons reports. So she knows the victims. That's something. Ma'am—do you have photos? A camera? Anything?" Isabella: "Sì, la macchina fotografica! Ecco... le foto sono qui dentro. Perché non capisce? Devo mostrargliele. Guardi... guardi qui. La figura. L'uomo con il cappello. È in tutte le foto. In tutte! Come se... come si dice... come se mi seguisse. Come se mi avesse vista." Hunter: *(his radio crackling)* "Hold that thought—whatever you're saying, hold it. Hunter here. ... Yeah, I'm on my way. Another one? Where?" *(stands abruptly)* "Ma'am, I have to go. Stay in town. Stay where people can see you. Don't—just stay put." Isabella: "Aspetti! Aspetti! Non va via! Le foto— prenda le foto! Per favore! Non mi lascia sola... non mi lasci sola!" Hunter: *(already halfway to his truck)* "Sheriff's department will send someone who speaks Italian. Stay inside!" Isabella: "Non capisce... nessuno capisce. E quella figura... oggi non l'ho vista solo nelle foto. L'ho vista *qui*." *(clutching the camera to her chest, staring out the window)*
created_at"2026-09-02T13:35:00.275Z" 9/2/2026, 1:35:00 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3228
moderation_latency(null)
generation_time19714
tokens_prompt308
tokens_completion587
native_tokens_prompt275
native_tokens_completion625
native_tokens_completion_images(null)
native_tokens_reasoning16
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)
usage0.000176875
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356100-CkLk6wnYexOQiV1PWPOJ"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356100-rEsPzoHrhSS8fvvdugSr"
upstream_id"202609022135008b6000e260564bfb"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"202609022135008b6000e260564bfb"
is_byokfalse
latency3228
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.000176875
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"
workspace_id"97e315e5-d303-487d-83c1-83180e8a13d4"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Che macchina meravigliosa..."
detectedLang"it"
heavyLang"it"
scores
it0.7624703087885986
ms0.6
en0.45054945054945056
de0.42528735632183906
es0.42363112391930835
pt0.42363112391930835
tl0.42363112391930835
ca0.2779783393501805
lt0.2779783393501805
tr0.2779783393501805
nl0.25925925925925924
ro0.25925925925925924
sq0.25925925925925924
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am? Excuse me, ma'am. Detective Hunter. I'm investigating the disappearances here in Alborn. You were at the apple festival grounds yesterday evening, correct? We have you on a security camera near the old mill."
detectedLang"en"
heavyLang"en"
scores
en0.7743983957219251
tl0.632952691680261
fr0.5819139052338185
nl0.5750708215297451
ro0.5297805642633229
it0.527806925498426
es0.5003700962250185
pt0.4936234058514629
ca0.4655581947743468
da0.460431654676259
no0.45956765412329864
sv0.458700882117081
de0.4143167028199566
ms0.38969258589511757
sq0.3715083798882682
sl0.3635077793493635
cs0.3574488338886245
hr0.33234421364985167
et0.32160804020100503
sk0.2849576271186441
pl0.24538848518725542
fi0.23295454545454544
az0.22413793103448276
yo0.22369177688326625
lt0.1983372921615202
is0.19306634787806337
lv0.1702519975414874
hu0.1417673235855054
tr0.09152086137281293
hi0.058577405857740586
eu0.04929577464788732
vi0.04929577464788732
reliabletrue
passestrue
2
name"Isabella"
dialogue"Scusi... non capisco. Non parlo inglese. Che cosa sta succedendo in questa città? Perché tutti spariscano? Ieri sera ho visto una luce vicino al vecchio mulino... ho fatto delle foto, ma... madonna santa... c'era una figura. Una figura nell'immagine che non ricordo di aver visto."
detectedLang"it"
heavyLang"it"
scores
it0.8095986460348163
es0.563953488372093
pt0.5040931989924433
ro0.4996823379923761
ca0.4829284307288247
tl0.43810203353549765
fr0.43324937027707805
en0.39259544928654067
ms0.35185185185185186
no0.3407283382168271
da0.3371212121212121
fi0.3055555555555556
sl0.2895805142083897
de0.28409090909090906
et0.2818057455540356
sk0.27015755329008345
sv0.25426136363636365
lt0.2442418426103647
yo0.2387626872885452
nl0.23580786026200873
sq0.23170731707317074
lv0.20050761421319796
cs0.19272168118913377
pl0.16930379746835442
hr0.14309031556039173
hu0.12790697674418602
is0.125
tr0.11317567567567569
eu0.10409556313993173
vi0.09999999999999999
az0.08906882591093118
reliabletrue
passestrue
3
name"Hunter"
dialogue"Ma'am, I need you to slow down. Are you saying you saw something at the mill? Just— yes or no. Shake or nod your head."
detectedLang"en"
heavyLang"en"
scores
en0.7948328267477204
tl0.6266592920353983
no0.47058823529411764
da0.4235695986336465
et0.3673851921274602
hr0.3452958292919496
ca0.34146341463414637
pl0.33234421364985167
ms0.33102081268582756
yo0.3290258449304175
sv0.3202416918429003
lv0.31886982845610495
cs0.31749241658240646
sk0.3041237113402062
tr0.27652733118971057
ro0.2606790799561884
pt0.24242424242424243
es0.24157303370786518
sq0.23900789177001125
it0.22413793103448276
lt0.1983372921615202
fr0.18772563176895307
sl0.1520100502512563
nl0.11067193675889328
be0.09395973154362416
hu0.09029649595687331
az0.08536585365853659
is0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
4
name"Isabella"
dialogue"Sì! Sì... Ho delle foto. Ecco, guardi— no, aspetti... questa figura qui, vicino all'albero. Non c'era nessuno lì quando ho scattato. Nessuno! E poi i miei amici... Marco e Chiara non rispondono al telefono da ieri. Spariti anche loro. Ho molta paura, capisce? Molta paura."
detectedLang"it"
heavyLang"it"
scores
it0.8147041243275552
pt0.5584045584045585
ca0.5378652355396542
ro0.5283018867924528
es0.5118110236220472
fr0.45879888268156427
en0.42357753811825954
no0.39759036144578314
hr0.3770096463022508
da0.3605610561056106
tl0.33873720136518776
de0.32047347654537484
sq0.31838170624450307
sl0.2902930402930403
et0.2827394724664507
yo0.27127409496944055
sk0.26644581164221487
pl0.2604961832061069
tr0.2597898758357211
sv0.25516578567996157
lv0.25012094823415576
fi0.2493946731234867
cs0.23305294408708563
is0.21914357682619648
lt0.21439432336543335
ms0.2002063983488132
eu0.19564089257913855
nl0.19564089257913855
hu0.19228764981761332
az0.18975431259801356
vi0.1267605633802817
be0.04320987654320988
uk0.03905765654060756
reliabletrue
passestrue
5
name"Hunter"
dialogue"Okay, I'm getting nothing out of this. Marco? Chiara? Those names match two of the missing persons reports. So she knows the victims. That's something. Ma'am—do you have photos? A camera? Anything?"
detectedLang"en"
heavyLang"en"
scores
en0.7940830391662465
tl0.6131986106725608
fr0.5372119380430677
it0.4844276094276094
sv0.46295484436650586
de0.4509188704616764
nl0.4496855345911949
pt0.43704044117647056
ro0.4307620817843866
ca0.4240714621532675
es0.3971456692913386
yo0.3606471816283925
no0.3508214096449391
sq0.3445692883895131
ms0.32132963988919666
da0.3183082915971063
sl0.3047673098751419
sk0.28737638161721935
cs0.27898763978811064
is0.2703990470518166
hr0.26160337552742613
pl0.23533083645443198
lv0.23052763819095476
vi0.18604651162790697
et0.17341430499325236
lt0.16038382453735436
hu0.15166204986149584
az0.13671599718111346
tr0.10518626734842952
fi0.10322108345534407
hi0.059139784946236555
eu0.05405405405405406
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì, la macchina fotografica! Ecco... le foto sono qui dentro. Perché non capisce? Devo mostrargliele. Guardi... guardi qui. La figura. L'uomo con il cappello. È in tutte le foto. In tutte! Come se... come si dice... come se mi seguisse. Come se mi avesse vista."
detectedLang"it"
heavyLang"it"
scores
it0.8014386332983665
es0.6409214092140921
fr0.5943049601959584
ca0.5793650793650793
pt0.569525666016894
ro0.5535714285714286
en0.4269031141868512
yo0.41137272323411816
sl0.40099457504520797
no0.395529197080292
de0.39136426274689945
sq0.3767638758231421
tl0.36572522738152224
cs0.36175337186897877
sk0.351126346718903
da0.34112381899552463
nl0.3232890704800817
hr0.3212090163934426
et0.3177136972193615
pl0.27871529667936856
fi0.2707760044028619
sv0.2543612830613393
hu0.2385057471264368
lt0.2084826762246117
lv0.19452887537993924
ms0.1871165644171779
tr0.17701863354037267
eu0.16509136735979835
az0.16298168035375868
vi0.1396103896103896
is0.09246575342465753
reliabletrue
passestrue
7
name"Hunter"
dialogue"Ma'am, I have to go. Stay in town. Stay where people can see you. Don't—just stay put."
detectedLang"en"
heavyLang"en"
scores
en0.8241912798874825
tl0.5054401582591495
pl0.4753410283315845
da0.43820224719101125
yo0.4375703037120359
hr0.4318181818181818
sv0.40968122786304606
et0.40119760479041916
cs0.3857493857493857
ca0.3686868686868687
sl0.3548387096774194
it0.3438320209973753
no0.3368700265251989
ro0.3169398907103825
de0.3103448275862069
az0.3093922651933701
sq0.29775280898876405
sk0.28977272727272724
lv0.27007299270072993
lt0.25037481259370314
nl0.2378048780487805
tr0.22720247295208654
ms0.13043478260869565
be0.12280701754385964
hu0.11816578483245149
is0.11190053285968028
uk0.11190053285968028
vi0.11190053285968028
reliabletrue
passestrue
8
name"Isabella"
dialogue"Aspetti! Aspetti! Non va via! Le foto— prenda le foto! Per favore! Non mi lascia sola... non mi lasci sola!"
detectedLang"it"
heavyLang"it"
scores
it0.7984826932195354
ca0.6567043618739904
fr0.6401354784081287
es0.6139872842870118
ro0.587378640776699
sl0.5779543197616683
en0.5175936435868331
pt0.5005875440658049
nl0.46741854636591484
hr0.46338383838383834
sk0.42489851150202973
sq0.4201909959072306
no0.4121715076071923
sv0.35703479576399394
tr0.3410852713178295
yo0.33070866141732286
da0.3264659270998415
hu0.30098684210526316
is0.28087986463620984
ms0.2672413793103448
de0.2517605633802817
cs0.24911660777385158
pl0.24911660777385158
et0.2328519855595668
lt0.21731123388581952
eu0.169921875
fi0.169921875
lv0.1290983606557377
tl0.1290983606557377
reliabletrue
passestrue
9
name"Hunter"
dialogue"Sheriff's department will send someone who speaks Italian. Stay inside!"
detectedLang"en"
heavyLang"en"
scores
en0.7854077253218884
tl0.5810055865921787
sq0.4597839135654262
ro0.45848375451263534
de0.44512946979038226
ms0.4063324538258575
es0.3844049247606019
pt0.38101788170563966
no0.38016528925619836
ca0.3644067796610169
fr0.3626062322946175
et0.3343195266272189
da0.3108728943338438
az0.29797191887675506
it0.2822966507177033
nl0.24114671163575044
fi0.22945205479452058
yo0.22813036020583194
lt0.22680412371134018
cs0.21328671328671328
hr0.21328671328671328
sv0.21328671328671328
sl0.1346153846153846
pl0.12959381044487428
hu0.12280701754385964
sk0.12280701754385964
tr0.11591355599214145
reliabletrue
passestrue
10
name"Isabella"
dialogue"Non capisce... nessuno capisce. E quella figura... oggi non l'ho vista solo nelle foto. L'ho vista qui."
detectedLang"it"
heavyLang"it"
scores
it0.8180076628352492
es0.6175523349436393
fr0.6054817275747508
pt0.6054817275747508
ca0.5908699397071491
ro0.4994731296101159
sq0.4831338411316649
fi0.47339246119733924
no0.4558991981672394
et0.45023148148148145
de0.44959443800695253
da0.4418331374853114
en0.40401505646173147
tl0.38788659793814434
lv0.3546195652173913
sv0.3300423131170663
sl0.30758017492711365
pl0.30453879941434847
is0.2983751846381093
hr0.2899850523168909
eu0.2578125
hu0.23633440514469453
sk0.22512234910277326
lt0.2096505823627288
nl0.2096505823627288
cs0.20435510887772196
yo0.1935483870967742
tr0.12844036697247707
az0.1171003717472119
reliabletrue
passestrue