Run: 2026-09-02-01M1H5DCA9X0CKP6B9FTT19EW9

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
15.9s
Cost:
$0.000130
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
**Voice Sheet — Scene: The Apple Blossom Café, Alborn, MN** Marie: "Oh non... non, non, non. Les photos ont disparu. Toutes mes photos du lac !" Hunter: "Ma'am? Excuse me, ma'am. Detective Hunter. Do you mind if I ask you a few questions? You were near Miller's Pond on Tuesday evening, weren't you? Anyone else out there with you?" Marie: "Quoi ? Je ne comprends pas... Monsieur, je parle français. Je ne parle pas anglais." Hunter: "Okay... ma'am, I'm going to need you to speak English for me. Do you speak English? This is important. Two people have gone missing out there this month." Marie: "Ce n'est pas possible... J'ai vu quelque chose. Au bord de l'eau. Quelque chose de... de sombre. Mes photos — elles prouvent ce que j'ai vu ! Et maintenant elles ont disparu de mon appareil. Toutes. Sauf celle-ci, regardez—" Hunter: "Ma'am, I don't understand a word you're saying. You're shaking. Look, do you know anyone who speaks English? A teacher, a friend? I just need five minutes." Marie: "Attendez, attendez ! *Elle feuillette son appareil photo frénétiquement.* Ici ! Regardez la photo ! C'était... c'était près du verger de pommes, à minuit. Une lumière. Et une silhouette qui portait quelque chose... quelqu'un ? Mon Dieu, je n'aurais jamais dû revenir ici seule..." Hunter: "*En tirant son téléphone de sa poche* Alright, hold that thought, whatever it was. Hunter here. ...Yeah? You're sure? Both tire tracks this time? ...I'm on my way. Don't touch anything." Marie: "Monsieur ? Attendez ! Vous ne comprenez pas, j'ai—" Hunter: "Sorry, ma'am. Duty calls. We'll do this again — maybe with a translator. Stay in town, alright? Don't go near that pond." Marie: "Le verger... c'était près du verger... Il ne m'a pas écoutée. Il ne m'écoutera jamais..."
created_at"2026-09-02T13:37:23.788Z" 9/2/2026, 1:37:23 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3230
moderation_latency(null)
generation_time15925
tokens_prompt303
tokens_completion476
native_tokens_prompt274
native_tokens_completion501
native_tokens_completion_images(null)
native_tokens_reasoning13
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)
usage0.00013044
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356243-vEXV1woNHYvvawDokMj9"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356243-nV2EQP3jdR5CbQaVqNRY"
upstream_id"20260902213723ae749351840b4ae7"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902213723ae749351840b4ae7"
is_byokfalse
latency3230
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00013044
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
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Oh non... non, non, non. Les photos ont disparu. Toutes mes photos du lac !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7874427730542839
ca0.6002460024600246
en0.5666666666666667
es0.5323741007194245
de0.4992295839753467
lt0.4645799011532125
it0.4328097731239092
eu0.4133574007220217
sv0.3981481481481482
no0.37739463601532564
nl0.37619961612284064
pt0.3564356435643564
sq0.34210526315789475
da0.2793791574279379
vi0.23349056603773585
ro0.22802850356294538
hi0.19154228855721395
tl0.19154228855721395
et0.18952618453865336
lv0.1792929292929293
cs0.1751269035532995
sk0.1751269035532995
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am? Excuse me, ma'am. Detective Hunter. Do you mind if I ask you a few questions? You were near Miller's Pond on Tuesday evening, weren't you? Anyone else out there with you?"
detectedLang"en"
heavyLang"en"
scores
en0.7878286069136825
tl0.5671452702702703
fr0.49828683308859517
it0.4751664106502816
pt0.4622245540398741
ca0.452457264957265
nl0.4195922989807474
no0.41827468785471056
sq0.40614136732329087
da0.3902439024390244
es0.3884248210023867
sv0.3854916067146283
ro0.37953995157384984
cs0.3672839506172839
de0.35655994978028877
et0.3537200504413619
hr0.3391360412637009
pl0.30883344571813887
sl0.29261559696342304
sk0.28521617852161785
hu0.2807017543859649
fi0.26152737752161387
yo0.25939306358381503
is0.24687729610580456
tr0.21934501142421936
ms0.21695951107715813
vi0.19227738376674547
az0.17802726543704894
lt0.12393162393162394
lv0.11485319516407601
ja0.08888888888888889
hi0.07574391343552751
be0.0639269406392694
eu0.0639269406392694
uk0.057904411764705885
reliabletrue
passestrue
2
name"Marie"
dialogue"Quoi ? Je ne comprends pas... Monsieur, je parle français. Je ne parle pas anglais."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8097582811101164
ca0.6248896734333627
sl0.5837414299706171
it0.5540398740818467
lt0.5449678800856531
sq0.5186862967157418
nl0.5120551090700345
cs0.5098039215686274
es0.5
ro0.5
hr0.49941107184923444
en0.49644549763033174
sk0.4572158365261813
pt0.44661458333333337
lv0.4256756756756757
de0.4121715076071923
yo0.36377245508982037
tl0.356060606060606
pl0.3491577335375191
hu0.34006211180124224
tr0.3369734789391576
ms0.3264659270998415
no0.23971377459749554
az0.23835125448028674
da0.22867513611615245
sv0.22867513611615245
fi0.17153996101364524
eu0.15841584158415842
et0.1290983606557377
is0.121900826446281
reliabletrue
passestrue
3
name"Hunter"
dialogue"Okay... ma'am, I'm going to need you to speak English for me. Do you speak English? This is important. Two people have gone missing out there this month."
detectedLang"en"
heavyLang"en"
scores
en0.8197115384615384
tl0.6056405353728489
da0.4978697504564821
no0.46601941747572817
pt0.4440700808625337
fr0.39604685212298685
nl0.3726235741444867
sq0.36244204018547144
ca0.3462757527733756
it0.3319838056680162
ro0.3298131600324939
yo0.3232157506152584
de0.3181818181818182
hr0.30788590604026844
es0.30730478589420657
cs0.2930591259640103
sl0.2850953206239168
sk0.28135888501742157
et0.26601423487544484
sv0.26273458445040215
pl0.25203989120580234
ms0.2438130155820348
is0.2282507015902713
fi0.20443587270973965
lt0.175
hu0.15730337078651685
tr0.1441908713692946
lv0.12882787750791974
vi0.1185897435897436
az0.07303370786516854
reliabletrue
passestrue
4
name"Marie"
dialogue"Ce n'est pas possible... J'ai vu quelque chose. Au bord de l'eau. Quelque chose de... de sombre. Mes photos — elles prouvent ce que j'ai vu ! Et maintenant elles ont disparu de mon appareil. Toutes. Sauf celle-ci, regardez—"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8040626999360204
ca0.5752427184466019
en0.5660644704215374
it0.4883040935672514
es0.4439400817067635
ro0.39773844641101286
tl0.39296333002973244
da0.3765903307888041
no0.3662700465597517
nl0.3504772004241781
de0.34245840042941494
pt0.3342391304347826
et0.301994301994302
lt0.2290748898678414
sq0.22517394054395953
sv0.21474358974358973
lv0.1838774150566289
hu0.1522491349480969
fi0.1445530726256983
az0.12437455325232309
hi0.11231884057971016
ms0.10714285714285714
cs0.10649161196207148
sk0.10518626734842952
tr0.07407407407407407
pl0.07196969696969696
yo0.0712661106899166
hr0.059139784946236555
eu0.05405405405405406
reliabletrue
passestrue
5
name"Hunter"
dialogue"Ma'am, I don't understand a word you're saying. You're shaking. Look, do you know anyone who speaks English? A teacher, a friend? I just need five minutes."
detectedLang"en"
heavyLang"en"
scores
en0.8055735580038886
tl0.5603321934538349
sv0.47521865889212833
de0.4588093806374023
no0.453551912568306
da0.44547134935304994
nl0.42711648631444943
et0.4189799870884442
cs0.4027869940278699
pl0.36395759717314485
hr0.3617021276595745
ca0.35668334524660467
sk0.3562231759656652
fr0.3348115299334811
ro0.33085501858736055
pt0.32330827067669177
sq0.3001555209953344
it0.29632525410476934
yo0.2398648648648649
is0.23922231614539302
sl0.23857868020304565
tr0.2153443766346992
vi0.21328671328671328
hu0.1985752448797863
lt0.18772563176895307
es0.18107370336669698
ms0.1773308957952468
fi0.13043478260869565
az0.1287512100677638
lv0.1287512100677638
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
6
name"Marie"
dialogue"Attendez, attendez ! Elle feuillette son appareil photo frénétiquement. Ici ! Regardez la photo ! C'était... c'était près du verger de pommes, à minuit. Une lumière. Et une silhouette qui portait quelque chose... quelqu'un ? Mon Dieu, je n'aurais jamais dû revenir ici seule..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7952110901071203
ca0.4663382594417077
nl0.44746684801088066
en0.4417725867399519
no0.4105912223431266
it0.4097348347257537
da0.4056327724945135
es0.3771559984668455
de0.3604879968516332
pt0.35770750988142297
ro0.35025989604158336
tr0.29623213512343005
tl0.27713523131672596
yo0.268018018018018
sv0.2562929061784897
et0.2179980750721848
cs0.21001458434613515
sq0.20808966861598438
lt0.19474727452923687
az0.18587174348697394
hr0.1830065359477124
sk0.17554540842212074
hu0.173868835790544
sl0.16323377960865088
lv0.15977249224405377
pl0.1505488761108207
ms0.14742917103882477
fi0.12067099567099566
eu0.11540555253130104
vi0.10121681415929204
hi0.08707865168539326
is0.07879818594104308
reliabletrue
passestrue
7
name"Hunter"
dialogue"En tirant son téléphone de sa poche Alright, hold that thought, whatever it was. Hunter here. ...Yeah? You're sure? Both tire tracks this time? ...I'm on my way. Don't touch anything."
detectedLang"en"
heavyLang"en"
scores
en0.7756777395952653
fr0.5868495077355836
tl0.537219377707759
da0.4191794364804745
nl0.3902439024390244
ca0.38897555902236086
no0.3792921288959324
es0.3409983174425126
sq0.3391451068616423
de0.3308656036446469
it0.3112543962485346
sv0.30017867778439544
pt0.27424336009882644
ro0.2619346733668342
sk0.2582070707070707
yo0.2567994939911449
tr0.24193548387096775
cs0.2228835978835979
hr0.1918844566712517
pl0.18628808864265928
et0.16843595187544233
fi0.1660752306600426
ms0.14545454545454545
hu0.13602941176470587
az0.12833827893175073
eu0.10984848484848486
is0.10236822001527884
sl0.10236822001527884
lv0.06819984139571769
hi0.06671961874503574
reliabletrue
passestrue
8
name"Marie"
dialogue"Monsieur ? Attendez ! Vous ne comprenez pas, j'ai—"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8196448390677026
ca0.6140142517814726
it0.59375
es0.536376604850214
en0.4857594936708861
lt0.4698205546492659
nl0.4444444444444444
sq0.4227353463587922
ro0.3970315398886827
pt0.3890977443609023
lv0.3551587301587301
tl0.34077079107505076
tr0.3285123966942149
eu0.30257510729613735
no0.30257510729613735
sl0.282560706401766
hr0.25799086757990863
de0.21686746987951808
fi0.21307506053268765
ms0.20537897310513448
cs0.20147420147420148
da0.20147420147420148
hu0.20147420147420148
et0.16666666666666666
sv0.16666666666666666
reliabletrue
passestrue
9
name"Hunter"
dialogue"Sorry, ma'am. Duty calls. We'll do this again — maybe with a translator. Stay in town, alright? Don't go near that pond."
detectedLang"en"
heavyLang"en"
scores
en0.7780005729017473
tl0.523370233702337
de0.4359534206695779
pl0.4267751479289941
nl0.4177310293012772
pt0.4092987804878049
sl0.3844320889594917
ro0.36318816762530814
yo0.3600330305532618
it0.359504132231405
hr0.31476569407603894
ms0.30243024302430244
sq0.30243024302430244
sk0.29545454545454547
cs0.29481346678798903
es0.28107606679035246
ca0.2783985102420857
sv0.27230046948356806
fr0.2590822179732314
da0.25837320574162675
vi0.25766283524904215
no0.2569511025886865
az0.21558704453441296
et0.19102296450939457
hu0.16756176154672395
lt0.16125541125541126
tr0.15300546448087432
eu0.15021929824561403
lv0.15021929824561403
is0.08823529411764706
fi0.07517899761336516
reliabletrue
passestrue
10
name"Marie"
dialogue"Le verger... c'était près du verger... Il ne m'a pas écoutée. Il ne m'écoutera jamais..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7955390334572491
it0.5027124773960217
ca0.4940202391904324
lt0.4186046511627907
ms0.39560439560439564
sv0.3949394939493949
no0.3721461187214612
sl0.36416184971098264
de0.358974358974359
ro0.3582263710618437
nl0.3357487922705314
tr0.32432432432432434
eu0.3176178660049628
sq0.30203045685279184
da0.2753623188405797
es0.2637215528781794
lv0.26273458445040215
az0.25775978407557354
hr0.24965893587994542
hu0.24657534246575344
yo0.18154761904761904
vi0.15254237288135594
pt0.14463452566096424
fi0.13793103448275862
cs0.12974683544303797
en0.1185897435897436
reliabletrue
passestrue