Run: 2026-06-24-01KVX2YJRQKKTYW0BDQ6EECA37

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
31.2s
Cost:
$0.007111
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="Marie"> Marie is a 30-year old college student on a study abroad program. Born in France, she is fluent in French 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 French, 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: Marie 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 French, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Marie and Hunter as a voice sheet: Marie: "..." Hunter: "..."

Model response

AI
Marie: "Oh... mon Dieu. Je... je ne sais pas ce qui s'est passé. C'était tellement effrayant. Il faisait si sombre." Hunter: "Ma'am, I need you to focus. Detective Hunter, Alborn PD. I'm asking you about the incident at the orchard last night. Did you see the man who vanished?" Marie: "Je ne comprends pas l'anglais... je suis désolée. J'étais juste là-bas pour prendre des photos. Regardez, regardez mon appareil. L'homme dans les pommiers... il a juste disparu dans l'obscurité." Hunter: "I don't speak French. Do you speak any English at all? 'English'? Photos? You took photos?" Marie: "Oui, photos. La nuit dernière. Pendant le festival des pommes. Un homme... il a couru dans les bois, et puis... rien. Personne ne l'a vu sortir." Hunter: "Festival. Woods. Okay, I'm getting 'festival' and 'woods'. You saw a man run into the woods? Can you show me the pictures on the camera?" Marie: "Les photos... oui. Mais la police... vous êtes la police, n'est-ce pas ? Il avait l'air si terrifié. J'ai tellement peur. Je veux juste rentrer chez moi à Lyon." Hunter: "Look, I need those pictures for my investigation. I'm going to need you to come down to the precinct. 'Precinct'? We'll get a translator." Marie: "Je ne comprends pas... qu'est-ce que vous dites ? S'il vous plaît, ne me donnez pas d'ennuis. Je n'ai rien fait de mal." Hunter: "Damn it. Hold on. ...Hunter here. ...Right. I'm on my way. Look, ma'am, stay in town. Don't leave Alborn. 'Stay. Here.' I'll be back with someone who speaks French." Marie: "Rester ici ? D'accord... je serai à l'hôtel. S'il vous plaît, trouvez-le. Il avait besoin d'aide." Hunter: "Just... stay put. I'll find you later."
created_at"2026-06-24T15:11:03.972Z" 6/24/2026, 3:11:03 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2924
moderation_latency(null)
generation_time31071
tokens_prompt316
tokens_completion1477
native_tokens_prompt274
native_tokens_completion1529
native_tokens_completion_images(null)
native_tokens_reasoning1048
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)
usage0.0071112
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"2026062423110473fa2e70400044d5"
is_byokfalse
latency2924
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-1782313863-E8P21JkYiSX8CwJr9kvn"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313863-3wZ92hba45eHHFXBSyjp"
upstream_id"2026062423110473fa2e70400044d5"
total_cost0.0071112
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"Marie"
dialogue"Oh... mon Dieu. Je... je ne sais pas ce qui s'est passé. C'était tellement effrayant. Il faisait si sombre."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8056635202665186
ca0.5833333333333334
it0.5241332426920462
ro0.4712990936555891
nl0.45054945054945056
sq0.381078691423519
tl0.3738819320214669
sl0.37050359712230213
cs0.36993699369936994
en0.3346007604562738
yo0.33269780743565297
hr0.3314231136580707
sk0.3210475266731329
no0.2985971943887776
es0.29577464788732394
az0.2842535787321063
lt0.2813141683778234
tr0.279835390946502
hu0.25925925925925924
de0.25531914893617025
da0.24487594390507011
pt0.2
pl0.18414918414918416
et0.17936694021101993
ms0.17550058892815076
sv0.16765755053507728
lv0.12826899128268993
fi0.1116751269035533
hi0.10025706940874037
is0.08496732026143791
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I need you to focus. Detective Hunter, Alborn PD. I'm asking you about the incident at the orchard last night. Did you see the man who vanished?"
detectedLang"en"
heavyLang"en"
scores
en0.7876620473848905
tl0.6193910256410257
no0.5401742497579864
da0.533627884143348
de0.46897708216880934
nl0.45150115473441105
fr0.45023148148148145
ro0.4324970131421744
sv0.39258312020460356
it0.3902439024390244
ca0.38391699092088194
et0.3782722513089006
cs0.35020519835841313
sq0.3365921787709497
pt0.31308749096167754
yo0.2988929889298893
hr0.28625093914350114
sl0.2835595776772248
sk0.25954793452844893
pl0.258391881342701
lt0.25196850393700787
es0.250788643533123
lv0.23572003218020918
az0.17962003454231434
ms0.12603495860165592
is0.12361623616236161
tr0.1195551436515292
hu0.1171003717472119
be0.06862745098039216
uk0.06219151036525173
vi0.06219151036525173
reliabletrue
passestrue
2
name"Marie"
dialogue"Je ne comprends pas l'anglais... je suis désolée. J'étais juste là-bas pour prendre des photos. Regardez, regardez mon appareil. L'homme dans les pommiers... il a juste disparu dans l'obscurité."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7874601487778958
ca0.5818815331010453
it0.4809688581314879
en0.4545454545454546
es0.4152046783625731
ro0.4137762579384465
nl0.3924050632911393
pt0.38837920489296635
lt0.35135135135135137
de0.3474714518760196
da0.34065934065934067
sl0.31662870159453305
tl0.30835734870317
cs0.30151338766006985
lv0.2998833138856476
sk0.29906542056074764
et0.29865575686732904
hr0.2840095465393795
no0.27184466019417475
sq0.240025332488917
yo0.23566878980891717
tr0.21363040629095675
ms0.2073976221928666
pl0.18864097363083165
hu0.16550764951321278
vi0.1590749824807288
sv0.15254237288135594
az0.1335740072202166
hi0.1143911439114391
fi0.11176905995558846
eu0.10514541387024609
is0.058823529411764705
reliabletrue
passestrue
3
name"Hunter"
dialogue"I don't speak French. Do you speak any English at all? 'English'? Photos? You took photos?"
detectedLang"en"
heavyLang"en"
scores
en0.8
tl0.5894554883318928
no0.49360341151385934
da0.4483159117305459
ca0.4186046511627907
hr0.41066997518610426
pt0.4092039800995025
sq0.40476190476190477
cs0.3994943109987357
sv0.3725231175693527
pl0.36155913978494625
it0.3572395128552098
de0.3115942028985507
sk0.3004418262150221
fr0.2770167427701674
es0.2725880551301685
vi0.26810477657935283
yo0.2578125
ro0.2543171114599686
et0.24121405750798725
lt0.2313915857605178
lv0.22003284072249588
sl0.20168067226890754
hi0.1394927536231884
ms0.1316270566727605
nl0.13003663003663005
be0.12844036697247707
tr0.12844036697247707
hu0.12361623616236161
az0.1171003717472119
is0.1171003717472119
uk0.1171003717472119
reliabletrue
passestrue
4
name"Marie"
dialogue"Oui, photos. La nuit dernière. Pendant le festival des pommes. Un homme... il a couru dans les bois, et puis... rien. Personne ne l'a vu sortir."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8208561191778239
ca0.6435272045028143
it0.5758928571428571
es0.5577281191806331
ro0.5007882291119284
da0.4701617401003904
en0.4401885680612846
no0.4378698224852071
et0.41610325752919486
pt0.40883634100808963
sq0.3960584869675779
de0.37623112278397897
tl0.37376400791034936
lv0.36624416277518346
lt0.36539746158984643
sl0.3546195652173913
nl0.3452791178497588
hr0.33797909407665505
hu0.3290960451977401
cs0.326241134751773
ms0.3248045486851457
tr0.31752873563218387
yo0.31605471562275017
sv0.30453879941434847
az0.2759146341463415
sk0.24423229912490055
fi0.2351046698872786
pl0.19286321155480035
is0.18384879725085912
eu0.16225749559082892
vi0.1394927536231884
hi0.07497565725413825
reliabletrue
passestrue
5
name"Hunter"
dialogue"Festival. Woods. Okay, I'm getting 'festival' and 'woods'. You saw a man run into the woods? Can you show me the pictures on the camera?"
detectedLang"en"
heavyLang"en"
scores
en0.7821514423076923
tl0.6677360219981668
nl0.5684523809523809
fr0.5373324824505424
ca0.5214521452145215
it0.5010323468685478
no0.4887165021156558
ms0.4791666666666667
ro0.46651949963208245
sv0.46096654275092935
pt0.4414483821263482
da0.42596991290577996
et0.4232299124900557
es0.41579371474617244
yo0.4076797385620915
de0.39683860232945084
cs0.3943191311612364
hr0.39228834870075435
sq0.3712055507372073
sl0.3348623853211009
fi0.3262081784386617
lv0.30886558627264066
sk0.308206106870229
lt0.29406037000973706
az0.2676767676767676
pl0.2579324462640737
hu0.2352320675105485
tr0.1751990898748578
is0.17142857142857143
hi0.103831891223733
eu0.0880503144654088
vi0.0880503144654088
reliabletrue
passestrue
6
name"Marie"
dialogue"Les photos... oui. Mais la police... vous êtes la police, n'est-ce pas ? Il avait l'air si terrifié. J'ai tellement peur. Je veux juste rentrer chez moi à Lyon."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8246402877697842
ca0.549445471349353
ro0.5068285280728376
en0.4903293256664924
es0.459234608985025
it0.44381061038220193
pt0.4357638888888889
nl0.43115519253208867
tl0.3887147335423198
no0.38485804416403785
yo0.365234375
sq0.359395532194481
cs0.34387617765814266
de0.34210526315789475
sk0.33356117566643884
sl0.31386347642505275
et0.3055555555555556
hr0.2919389978213508
lt0.25287356321839083
az0.2447714949651433
pl0.23828125
da0.22372611464968153
sv0.22062350119904073
tr0.20408163265306126
ms0.19288079470198677
hu0.1709183673469388
eu0.14473684210526316
lv0.1409691629955947
fi0.12790697674418602
vi0.07932011331444759
hi0.07319391634980989
reliabletrue
passestrue
7
name"Hunter"
dialogue"Look, I need those pictures for my investigation. I'm going to need you to come down to the precinct. 'Precinct'? We'll get a translator."
detectedLang"en"
heavyLang"en"
scores
en0.793488824101069
tl0.5863746958637469
da0.5367847411444141
no0.5324532453245324
fr0.5261984392419176
ro0.5089543616406702
sv0.4766009852216749
ca0.46741854636591484
cs0.4589433481858689
it0.45267224726336125
sk0.4501940491591203
hr0.4498381877022654
pt0.44948186528497414
lv0.44152431011826543
sq0.43295530353569045
nl0.42876344086021506
et0.4186046511627907
pl0.4117647058823529
yo0.38980617372577175
sl0.38892882818116464
de0.37774524158125916
es0.34565050038491146
lt0.34210526315789475
ms0.27597955706984667
az0.2672413793103448
is0.26151172893136404
hu0.20782851817334574
vi0.20634920634920634
tr0.19811320754716982
fi0.1935483870967742
eu0.1388044579533941
zh0.08306364617044228
be0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
8
name"Marie"
dialogue"Je ne comprends pas... qu'est-ce que vous dites ? S'il vous plaît, ne me donnez pas d'ennuis. Je n'ai rien fait de mal."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7928176795580111
ca0.6166950596252129
es0.5414402173913043
pt0.5
it0.4791666666666667
nl0.44672131147540983
sq0.43561872909699
ro0.42748091603053434
de0.4196044711951848
en0.4005328596802842
sl0.3656015037593985
ms0.36079545454545453
lt0.34782608695652173
hr0.2961418143899896
tr0.281150159744409
yo0.2757510729613734
sk0.26789587852494573
tl0.2647058823529412
cs0.25331858407079644
no0.2285714285714286
hu0.20960187353629978
et0.1983372921615202
fi0.1945107398568019
da0.14987405541561713
sv0.14448669201520914
lv0.13239074550128535
pl0.11879895561357702
eu0.09395973154362416
az0.08536585365853659
reliabletrue
passestrue
9
name"Hunter"
dialogue"Damn it. Hold on. ...Hunter here. ...Right. I'm on my way. Look, ma'am, stay in town. Don't leave Alborn. 'Stay. Here.' I'll be back with someone who speaks French."
detectedLang"en"
heavyLang"en"
scores
en0.7892458418774209
tl0.513157894736842
yo0.31379821958456966
de0.2504051863857374
et0.24055829228243022
it0.2367986798679868
da0.22464375523889354
pl0.21940928270042195
fr0.21610169491525424
sq0.2094017094017094
pt0.2018981880931838
nl0.19143356643356643
sl0.18717047451669597
ms0.1864555848724714
ro0.17850799289520428
sv0.1606170598911071
es0.15985467756584923
cs0.14825046040515655
sk0.14825046040515655
ca0.1458910433979686
no0.14113277623026926
fi0.13953488372093023
hu0.11228406909788868
lt0.10800385728061716
hr0.08687068114511352
lv0.0850642927794263
az0.08325074331020813
hi0.08325074331020813
tr0.059959349593495935
reliabletrue
passestrue
10
name"Marie"
dialogue"Rester ici ? D'accord... je serai à l'hôtel. S'il vous plaît, trouvez-le. Il avait besoin d'aide."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8085106382978724
it0.560546875
ca0.5076586433260394
en0.3885869565217392
nl0.3829981718464351
sl0.38130155820348305
ro0.3795955882352941
yo0.375
de0.32432432432432434
es0.32160804020100503
ms0.3112244897959183
hr0.299792531120332
tr0.29467084639498436
pt0.27961579509071505
sk0.24157303370786518
cs0.23728813559322032
tl0.23556058890147225
sq0.23382519863791143
az0.2049469964664311
hu0.19258373205741627
pl0.18967587034813926
da0.18772563176895307
no0.18576598311218334
lt0.1837968561064087
sv0.1818181818181818
et0.16769420468557336
lv0.08038147138964578
reliabletrue
passestrue
11
name"Hunter"
dialogue"Just... stay put. I'll find you later."
detectedLang"en"
heavyLang"en"
scores
en0.7997997997997998
nl0.511002444987775
da0.49238578680203043
sv0.4845360824742268
de0.43820224719101125
tl0.4269340974212034
hr0.38461538461538464
et0.33774834437086093
no0.3127147766323024
cs0.2805755395683453
ca0.2779783393501805
hi0.2753623188405797
pl0.2753623188405797
fr0.26199261992619927
pt0.26199261992619927
reliabletrue
passestrue