Run: 2026-09-02-01M1H5B8N2VQ7M3AYQ64W20DN3

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
17.3s
Cost:
$0.000143
Provider:
Z.AI

Evaluation summary

Score Evaluator
Details Link
90.91% 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: "*Regarde par la fenêtre en tenant son appareil photo* ... je ne comprends pas... je n'ai rien vu... enfin, peut-être quelque chose... je ne suis pas sûre..." Hunter: "Ma'am, do you know anything about the van by the old mill last night? Did you see anything when you were out taking pictures?" Marie: "Quoi? Je... je ne parle pas anglais. Désolée... Je ne comprends pas ce que vous dites..." Hunter: "Great. Of course. *Sighs* Listen, lady... photos? Pictures? You take pictures, right?" Marie: "Oh! *Hésite, agrippant son appareil photo* Oui, la photo, oui... Mais monsieur, il y avait quelque chose là-bas... près du vieux moulin. Une voiture, je crois... et des voix. Des hommes. Ils se disputaient... J'avais peur, alors je suis partie vite. *Tremble légèrement* Et depuis... j'ai eu l'impression qu'on me suivait..." Hunter: "*Front plissé, regardant l'appareil photo puis Marie* I have no idea what you're saying, ma'am. Are you okay? You look shaken. Are you hurt? Hurt?" Marie: "Non, non, je ne suis pas blessée... Mais vous ne comprenez pas... ces hommes, ils ont mis quelque chose dans la voiture. Quelque chose de grand. Enveloppé dans une bâche... Oh mon Dieu, et je leur ai peut-être pris des photos. *Feuillette ses photos avec des mains tremblantes* Je ne voulais pas de ça... je ne voulais pas de ça..." Hunter: "Okay, photos. Photos! You have photos? Show me. *Fait des gestes vers l'appareil photo* Show me the pictures, ma'am." Marie: "Monsieur, attendez... *Fait défiler les images* Voilà. Regardez. La voiture, les hommes... c'est tout ce que j'ai. Je ne sais pas qui ils sont, je jure..." Hunter: "*Téléphone sonne* Hunter here. ... Yeah. Yeah, I'm on my way. *À Marie* Look, ma'am, I gotta go. Stay here, don't leave town. And for the love of— someone find me a translator!" Marie: "*Le regarde partir, toujours troublée* Attendez! Revenez! Vous n'avez pas compris... ils m'ont vue... ils m'ont vue..."
created_at"2026-09-02T13:36:14.507Z" 9/2/2026, 1:36:14 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1445
moderation_latency(null)
generation_time17257
tokens_prompt303
tokens_completion498
native_tokens_prompt274
native_tokens_completion553
native_tokens_completion_images(null)
native_tokens_reasoning0
native_tokens_cached256
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)
usage0.00014344
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356174-Vw2ChaqaDRMp03aeKfs8"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356174-65drBTH7yfjszoaIVUau"
upstream_id"202609022136147ebcdb74396d4a27"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"202609022136147ebcdb74396d4a27"
is_byokfalse
latency1445
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00014344
cache_discount0.00003072
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
90.91% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Regarde par la fenêtre en tenant son appareil photo ... je ne comprends pas... je n'ai rien vu... enfin, peut-être quelque chose... je ne suis pas sûre..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8031065412382411
en0.49008498583569404
ca0.4863013698630137
es0.4758299359347699
it0.4538834951456311
nl0.412532637075718
ro0.3732590529247911
sl0.3333333333333333
tl0.30928626247122026
lt0.29411764705882354
hr0.28457869634340227
cs0.2604765817584223
sq0.2598684210526316
tr0.25742574257425743
lv0.2227979274611399
yo0.22077922077922074
da0.2112182296231376
sv0.2112182296231376
de0.20704845814977973
no0.1985752448797863
pt0.18552036199095023
ms0.1847826086956522
fi0.16044776119402984
sk0.13875598086124402
is0.12959381044487428
az0.1089108910891089
pl0.09182643794147326
vi0.08536585365853659
hu0.0835030549898167
hi0.07881269191402251
eu0.07692307692307693
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, do you know anything about the van by the old mill last night? Did you see anything when you were out taking pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.8128842555466453
tl0.6106785317018909
nl0.42291838417147576
et0.37275985663082434
fr0.3721973094170404
pl0.3439550140581068
sq0.3433395872420263
cs0.328214971209213
sk0.32627526467757456
no0.3184031158714703
da0.3069306930693069
ca0.3020937188434696
yo0.27007299270072993
pt0.24487594390507011
de0.24406047516198706
sv0.23995656894679696
sl0.2143658810325477
ms0.1822429906542056
ro0.1784037558685446
hu0.15048543689320387
hr0.14634146341463414
vi0.13686806411837238
es0.11054637865311309
tr0.10941475826972011
lv0.10600255427841634
fi0.10256410256410256
is0.0920881971465629
reliabletrue
passestrue
2
name"Marie"
dialogue"Quoi? Je... je ne parle pas anglais. Désolée... Je ne comprends pas ce que vous dites..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8024126455906821
ca0.6203037569944045
es0.5601851851851852
lt0.5501893939393939
it0.5254745254745254
sl0.5230923694779117
ro0.5108135942327497
en0.4774477447744775
pt0.47455752212389374
sq0.44638694638694637
cs0.4391971664698937
nl0.4385342789598109
hr0.4221411192214112
ms0.38471502590673573
de0.3807040417209909
sk0.37582128777923784
lv0.35020519835841313
tl0.26127527216174184
yo0.2554858934169279
pl0.24960505529225907
tr0.24363057324840762
hu0.23878205128205127
et0.22131147540983606
fi0.15630550621669628
az0.12844036697247707
da0.11048689138576778
no0.11048689138576778
sv0.11048689138576778
reliabletrue
passestrue
3
name"Hunter"
dialogue"Great. Of course. Sighs Listen, lady... photos? Pictures? You take pictures, right?"
detectedLang"en"
heavyLang"en"
scores
en0.7763653483992466
tl0.6889325474787164
fr0.5991561181434599
de0.5057232049947971
no0.46808510638297873
ro0.45776255707762553
nl0.4476744186046512
da0.4010088272383354
ca0.3365921787709497
lv0.3356643356643356
sv0.33286516853932585
fi0.2835595776772248
yo0.2824773413897281
sq0.25196850393700787
is0.250788643533123
es0.2313915857605178
pt0.2313915857605178
cs0.22889610389610393
sl0.2238562091503268
eu0.19763513513513514
et0.17102966841186737
hu0.14414414414414414
lt0.14414414414414414
hi0.1394927536231884
hr0.13636363636363635
pl0.12361623616236161
tr0.12361623616236161
it0.11048689138576778
sk0.11048689138576778
reliabletrue
passestrue
4
name"Marie"
dialogue"Oh! Hésite, agrippant son appareil photo Oui, la photo, oui... Mais monsieur, il y avait quelque chose là-bas... près du vieux moulin. Une voiture, je crois... et des voix. Des hommes. Ils se disputaient... J'avais peur, alors je suis partie vite. Tremble légèrement Et depuis... j'ai eu l'impression qu'on me suivait..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8109324143212714
en0.49745547073791346
ca0.48176331671477296
it0.4438186426358772
ro0.3872168786844555
es0.36290322580645157
de0.34144714904968326
pt0.33658045011756804
nl0.305311290889905
sq0.3038420867113148
no0.2986505681818182
tl0.2773508964507867
da0.2741639103270856
sl0.2647058823529412
hr0.2572395637457691
yo0.24560733384262795
cs0.24387442572741197
fi0.2140867489056904
az0.21000000000000002
sv0.20202020202020204
et0.19780666125101545
sk0.19288925214548427
vi0.18151678408619976
tr0.17294807370184254
lt0.15090283748925193
pl0.14428076256499134
hu0.1337719298245614
ms0.11395244504262
eu0.10104688211197087
lv0.07623947614593078
hi0.03752436647173489
reliabletrue
passestrue
5
name"Hunter"
dialogue"Front plissé, regardant l'appareil photo puis Marie I have no idea what you're saying, ma'am. Are you okay? You look shaken. Are you hurt? Hurt?"
detectedLang"en"
heavyLang"en"
scores
en0.725
fr0.6060171919770774
ca0.492619926199262
tl0.48145820238843495
it0.4186046511627907
ro0.40347071583514105
no0.4008714596949891
da0.375
sv0.34936908517350157
es0.3436754176610978
cs0.3248772504091653
pt0.3008474576271187
tr0.29906542056074764
sq0.2918454935622317
hr0.2763157894736842
pl0.24519670631290025
lv0.23469387755102045
sk0.21503330161750714
lt0.19980601357904945
nl0.18397626112759644
hu0.16834677419354838
az0.1641337386018237
fi0.16158536585365854
yo0.15384615384615385
ms0.14507772020725387
de0.13612565445026178
et0.13249211356466878
hi0.08536585365853659
sl0.0802675585284281
be0.0782122905027933
eu0.07094594594594594
is0.07094594594594594
uk0.07094594594594594
vi0.07094594594594594
reliabletrue
passestrue
6
name"Marie"
dialogue"Non, non, je ne suis pas blessée... Mais vous ne comprenez pas... ces hommes, ils ont mis quelque chose dans la voiture. Quelque chose de grand. Enveloppé dans une bâche... Oh mon Dieu, et je leur ai peut-être pris des photos. Feuillette ses photos avec des mains tremblantes Je ne voulais pas de ça... je ne voulais pas de ça..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8134549330806585
en0.45482866043613707
ca0.44833625218914186
it0.44168734491315137
nl0.4364937388193202
da0.42622950819672134
es0.38572542901716067
ro0.36312171451678127
de0.3553008595988539
tl0.3537135822732868
no0.3442964196502914
pt0.3432026688907423
sq0.31432303003918155
sv0.2681226765799256
yo0.2653917910447761
fi0.2581252943947244
sl0.25531914893617025
et0.24928503336510963
lt0.24278846153846156
hr0.21719681908548708
tr0.2164179104477612
hu0.21171171171171171
cs0.18856259659969088
lv0.184360435007768
eu0.1591030432461292
ms0.1298342541436464
sk0.11467116357504216
vi0.10764872521246459
pl0.09274193548387095
hi0.08959537572254335
is0.047186932849364795
az0.038461538461538464
reliabletrue
passestrue
7
name"Hunter"
dialogue"Okay, photos. Photos! You have photos? Show me. Fait des gestes vers l'appareil photo Show me the pictures, ma'am."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7395833333333334
en0.6828143021914649
ca0.542809642560266
tl0.5291095890410958
nl0.4670542635658915
de0.4570582428430405
pt0.4387755102040817
es0.3792325056433409
da0.35064935064935066
et0.3460166468489893
no0.3193069306930693
it0.30730478589420657
lv0.301143583227446
sq0.2912371134020619
ro0.28848641655886154
fi0.2413793103448276
cs0.23184357541899442
ms0.22752808988764048
sv0.21428571428571427
yo0.1628614916286149
sl0.13793103448275862
is0.12698412698412698
lt0.12698412698412698
hi0.12280701754385964
reliabletrue
passesfalse
8
name"Marie"
dialogue"Monsieur, attendez... Fait défiler les images Voilà. Regardez. La voiture, les hommes... c'est tout ce que j'ai. Je ne sais pas qui ils sont, je jure..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8191946833463645
ca0.5542168674698795
es0.4574780058651026
it0.45266272189349116
en0.41082802547770697
ro0.40932311621966794
nl0.336441893830703
de0.33357348703170026
no0.30398796087283675
sq0.29496951219512196
tl0.29496951219512196
sl0.2917304747320061
hr0.2857142857142857
pt0.27165354330708663
da0.2623604465709729
yo0.26059152677857716
fi0.24918831168831165
tr0.23236514522821577
cs0.19844020797227038
lt0.17923691215616683
lv0.1621376811594203
et0.14667896678966788
sk0.13551401869158877
is0.10194174757281553
pl0.08956692913385828
ms0.08325074331020813
vi0.08325074331020813
hu0.0814299900695134
sv0.06565656565656565
reliabletrue
passestrue
9
name"Hunter"
dialogue"Téléphone sonne Hunter here. ... Yeah. Yeah, I'm on my way. À Marie Look, ma'am, I gotta go. Stay here, don't leave town. And for the love of— someone find me a translator!"
detectedLang"en"
heavyLang"en"
scores
en0.7684187850064628
fr0.563894523326572
tl0.5425531914893618
no0.4819277108433735
da0.47458455522971654
it0.4559716599190284
yo0.4444444444444444
pt0.42697228144989335
sq0.42697228144989335
pl0.4007803790412486
de0.3987695749440716
nl0.3926553672316384
sv0.3902439024390244
ro0.36876100998238404
cs0.3559017375674056
ca0.349273607748184
et0.3417023882424985
hr0.33353998760074394
sk0.3126598465473146
ms0.3028534370946822
fi0.29921773142112124
es0.29784454604833444
sl0.28523936170212766
hu0.28045515394912984
lt0.20605612998522896
tr0.2001488095238095
lv0.19415292353823088
is0.17434715821812594
vi0.1705246913580247
eu0.1568627450980392
az0.15153906866614048
hi0.0724762726488352
be0.061135371179039305
uk0.05536028119507908
reliabletrue
passestrue
10
name"Marie"
dialogue"Le regarde partir, toujours troublée Attendez! Revenez! Vous n'avez pas compris... ils m'ont vue... ils m'ont vue..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8020103563813585
es0.5631720430107527
en0.5367070563079116
ca0.5252008765522279
it0.48859166011014943
pt0.46852003270645953
ro0.46852003270645953
nl0.4391716997411561
no0.35960591133004927
tl0.33127572016460904
sl0.28414096916299564
da0.2737430167597766
eu0.2537313432835821
sq0.2316784869976359
yo0.21780986762936222
de0.2073170731707317
lt0.2034313725490196
hu0.19852034525277434
ms0.19154228855721395
lv0.18546365914786966
hr0.17825537294563845
sv0.17721518987341772
et0.17197452229299362
tr0.16879795396419436
az0.10958904109589042
is0.10468319559228649
pl0.09722222222222222
cs0.08835904628330996
sk0.08835904628330996
reliabletrue
passestrue