Run: 2026-03-15-01KKS2ZREHYHQYK68T415EAFFR

Run Details

Model:
Z.AI GLM 5 Turbo
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
8.7s
Cost:
$0.002645
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: "..." Hunter: "Excuse me, ma'am. I'm Detective Hunter with the county sheriff's office. Mind if I ask you a few questions?" Marie: "Pardon ? Je ne comprends pas. Parlez-vous français ?" Hunter: "I'm sorry?" Marie: "Mon Dieu... je... je ne parle pas anglais. Je suis française. Je suis ici pour étudier." Hunter: "Look, I don't have time for this. There was a incident at the apple orchard two days ago. A woman went missing. You were seen in the area with your camera. Did you see anything unusual?" Marie: "Au verger ? Oui, j'étais là-bas pour prendre des photos... mais quelque chose... quelque chose de terrible..." Hunter: "What? What was terrible? Just point if you have to." Marie: "Il y avait un homme... grand, avec un manteau sombre. Il traînait quelque chose derrière les arbres. J'ai pris une photo, mais... mais il m'a vue. Il m'a regardée droit dans les yeux et j'ai eu tellement peur..." Hunter: "A man in a dark coat? Near the trees? Ma'am, I really need you to speak English. This is important." Marie: "Je ne peux pas ! Je ne peux pas ! Vous ne comprenez pas... il savait que je l'avais vu. Il sait où je suis. J'ai trop peur pour sortir de ma chambre..." Hunter: "Okay, just... calm down. I can see you're upset. Let me try this another way. Did anyone follow you? Are you in danger right now?" Marie: "En danger ? Oui ! Bien sûr que je suis en danger ! Pourquoi personne ne me comprend dans cette ville ?" Hunter: "I'm going to take that head shake as a no. Look, if you remember anything useful, come by the station. Here's my card." Marie: "Une carte ? Mais qu'est-ce que je suis censée faire avec ça ? Oh non, non, non... s'il vous plaît, écoutez-moi..." Hunter: "Just show that to anyone at the front desk. They'll point you in my direction." Marie: "Vous ne m'écoutez pas ! L'homme du verger, il... il avait les mêmes yeux que... attendez, où allez-vous ?" Hunter: "Hold on. Yeah? Detective Hunter here." Marie: "Non, attendez ! Je vous en supplie !" Hunter: "What do you mean they found another one? Where?" Marie: "S'il vous plaît... ne me laissez pas seule..." Hunter: "I'm on my way. Don't touch anything." Marie: "..." Hunter: "..."
created_at"2026-03-15T15:49:10.232Z" 3/15/2026, 3:49:10 PM
model"z-ai/glm-5-turbo-20260315"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1760
moderation_latency(null)
generation_time8552
tokens_prompt316
tokens_completion771
native_tokens_prompt267
native_tokens_completion754
native_tokens_completion_images(null)
native_tokens_reasoning155
native_tokens_cached31
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.002645312
router(null)
provider_responses
0
endpoint_id"9ce3b132-3a17-4fea-8092-0e8e519ed32b"
id"202603152349102e884c3b8ca2447f"
is_byokfalse
latency1760
model_permaslug"z-ai/glm-5-turbo-20260315"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.0; linux; x64))"
http_referer(null)
api_type"completions"
id"gen-1773589750-qVo1v2vNN2cpZkbdRJUb"
upstream_id"202603152349102e884c3b8ca2447f"
total_cost0.002645312
cache_discount0.00002976
upstream_inference_cost0
provider_name"Z.AI"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. I'm Detective Hunter with the county sheriff's office. Mind if I ask you a few questions?"
detectedLang"en"
heavyLang"en"
scores
en0.7833622183708839
tl0.5888157894736842
fr0.5851769911504424
no0.5219885277246654
it0.511400651465798
sq0.4769874476987448
ca0.46619217081850534
pt0.45848375451263534
ro0.4513533284564741
sv0.43946188340807174
nl0.4296577946768061
da0.4126859827721222
es0.39418416801292405
de0.36332767402376914
cs0.3403693931398417
ms0.32553956834532377
hr0.29775280898876405
yo0.2944496707431797
hu0.293119698397738
et0.2917847025495751
sl0.28842504743833014
pl0.23547400611620795
tr0.21548117154811713
sk0.21218487394957983
lt0.16201117318435754
fi0.15540540540540537
is0.15540540540540537
az0.1506228765571914
lv0.1506228765571914
vi0.1506228765571914
be0.08536585365853659
eu0.08536585365853659
uk0.07749077490774908
reliabletrue
passestrue
2
name"Marie"
dialogue"Pardon ? Je ne comprends pas. Parlez-vous français ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7811131957473421
ca0.6453900709219859
lt0.5788206979542719
cs0.5689655172413793
it0.5630461922596754
nl0.5603015075376884
sl0.5564005069708492
hr0.5478036175710594
sq0.515235457063712
ro0.5028409090909091
en0.49856733524355296
pt0.494949494949495
tl0.49275362318840576
es0.4912790697674419
de0.45987654320987653
sk0.45054945054945056
yo0.40978077571669475
pl0.3944636678200692
lv0.38704028021015763
hu0.3848857644991213
tr0.38162544169611307
ms0.37050359712230213
no0.2768595041322314
az0.2753623188405797
da0.2647058823529412
sv0.2647058823529412
fi0.2009132420091324
eu0.18604651162790697
et0.15254237288135594
is0.14425427872860636
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry?"
detectedLang"en"
heavyLang"en"
scores
en0.7321428571428571
it0.5714285714285714
pt0.5714285714285714
tl0.5714285714285714
reliabletrue
passestrue
4
name"Marie"
dialogue"Mon Dieu... je... je ne parle pas anglais. Je suis française. Je suis ici pour étudier."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8072805139186295
sl0.5697896749521989
ca0.5292887029288702
sq0.5044052863436124
cs0.4955156950672646
hr0.4851258581235698
lt0.4845360824742268
sk0.44306930693069313
nl0.4409937888198758
it0.4178525226390685
lv0.4117647058823529
ro0.4102228047182176
da0.39759036144578314
en0.38271604938271603
yo0.35064935064935066
pl0.336283185840708
de0.3293591654247392
pt0.3293591654247392
hu0.3273542600896861
es0.3263473053892215
tr0.32432432432432434
no0.31921331316187596
ms0.31402439024390244
sv0.3108728943338438
et0.23857868020304565
az0.22813036020583194
fi0.16356877323420074
eu0.15094339622641512
hi0.14772727272727273
tl0.12959381044487428
is0.11591355599214145
reliabletrue
passestrue
5
name"Hunter"
dialogue"Look, I don't have time for this. There was a incident at the apple orchard two days ago. A woman went missing. You were seen in the area with your camera. Did you see anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.8149975333004441
tl0.6143297908810422
nl0.49776785714285715
da0.4957418198117436
no0.48323380799265037
de0.4715829027712541
it0.4487996080352768
ro0.42514052120592744
fr0.4155844155844156
ms0.38658669574700105
sv0.3838992332968237
ca0.37080536912751677
sq0.36655405405405406
es0.34782608695652173
et0.34593023255813954
pt0.34056271981242675
cs0.3127672571777642
yo0.30254184748915064
hr0.29245283018867924
az0.27512886597938147
pl0.2549668874172185
sl0.24899866488651537
sk0.22733516483516483
is0.2049469964664311
hu0.20042643923240938
fi0.16419019316493313
lt0.15349887133182843
tr0.11556603773584906
lv0.10572337042925278
vi0.10572337042925278
be0.058577405857740586
eu0.058577405857740586
uk0.05303030303030303
reliabletrue
passestrue
6
name"Marie"
dialogue"Au verger ? Oui, j'étais là-bas pour prendre des photos... mais quelque chose... quelque chose de terrible..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8051948051948052
ca0.5447647951441578
en0.5440729483282675
pt0.5145631067961165
de0.5077932731747333
es0.45155393053016457
nl0.4434137291280148
it0.4214079074252652
da0.3939393939393939
no0.3858751279426817
sv0.3637327677624602
ro0.3582887700534759
tr0.2982456140350877
tl0.2753623188405797
az0.2518703241895262
lt0.2518703241895262
yo0.23273657289002556
lv0.22380336351875807
ms0.21363040629095675
hu0.21052631578947367
vi0.2073976221928666
sq0.18144611186903137
sl0.13169319826338638
hr0.11764705882352942
sk0.11764705882352942
hi0.1137370753323486
eu0.1044776119402985
et0.09502262443438914
fi0.08952959028831564
pl0.08952959028831564
reliabletrue
passestrue
7
name"Hunter"
dialogue"What? What was terrible? Just point if you have to."
detectedLang"en"
heavyLang"en"
scores
en0.824150058616647
da0.6088657105606258
tl0.588477366255144
fr0.5620437956204379
pl0.48805460750853247
sv0.4690265486725664
ca0.4633273703041145
yo0.42748091603053434
cs0.4106090373280943
nl0.40119760479041916
de0.3775933609958506
es0.3670886075949367
no0.3644067796610169
et0.3548387096774194
sk0.3055555555555556
lv0.2890995260663507
sl0.28741092636579574
hr0.27884615384615385
lt0.25742574257425743
it0.20634920634920634
pt0.1935483870967742
sq0.1891891891891892
az0.17355371900826447
hu0.17355371900826447
fi0.16434540389972147
reliabletrue
passestrue
8
name"Marie"
dialogue"Il y avait un homme... grand, avec un manteau sombre. Il traînait quelque chose derrière les arbres. J'ai pris une photo, mais... mais il m'a vue. Il m'a regardée droit dans les yeux et j'ai eu tellement peur..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8103965871385684
ca0.5224830879426979
en0.4791666666666667
es0.4650022291573785
it0.39879759519038077
ro0.39148073022312374
pt0.3880673125956145
no0.37791601866251945
da0.375
nl0.318955732122588
et0.2878338278931751
tl0.2831541218637993
de0.23518164435946462
sv0.2302758178319436
yo0.20948616600790515
cs0.18973666441593517
tr0.17412250516173433
lv0.1729841488628532
pl0.1678224687933426
hr0.14590747330960854
sk0.13232104121475055
az0.12917271407837447
fi0.11045218680504076
hu0.09774436090225565
sl0.09774436090225565
sq0.09502262443438914
vi0.07550077041602464
hi0.060297572435395456
lt0.04686258935663225
reliabletrue
passestrue
9
name"Hunter"
dialogue"A man in a dark coat? Near the trees? Ma'am, I really need you to speak English. This is important."
detectedLang"en"
heavyLang"en"
scores
en0.8118123914302258
tl0.6511003757380568
ro0.5495495495495496
no0.5492371705963939
da0.5489243580846634
ca0.5337159253945482
nl0.5181616011860637
yo0.5030581039755352
it0.5026778882938026
sv0.500768049155146
pl0.44301628106255353
cs0.4391716997411561
hr0.4357638888888889
fr0.43231441048034935
lt0.42324755989352264
de0.41704035874439455
sl0.3970315398886827
lv0.3959107806691449
pt0.3930905695611578
sq0.3930905695611578
es0.3879472693032015
sk0.38154138915318747
hu0.3670886075949367
et0.35960591133004927
ms0.34804413239719156
az0.3010752688172043
is0.26136363636363635
tr0.2588369441277081
vi0.1698595146871009
be0.09722222222222222
eu0.09722222222222222
fi0.08835904628330996
uk0.08835904628330996
reliabletrue
passestrue
10
name"Marie"
dialogue"Je ne peux pas ! Je ne peux pas ! Vous ne comprenez pas... il savait que je l'avais vu. Il sait où je suis. J'ai trop peur pour sortir de ma chambre..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8236331569664903
ca0.6258685195082844
it0.5823389021479713
es0.5175740868366644
pt0.4992846924177396
lt0.4466403162055335
nl0.4318181818181818
ro0.4318181818181818
tl0.38162544169611307
tr0.3482309124767225
sq0.3433395872420263
yo0.32367149758454106
eu0.3170731707317073
sl0.3006993006993007
de0.29292929292929293
hr0.2886178861788618
en0.2768595041322314
az0.27461139896373055
hu0.27159209157127995
sv0.26854754440961337
cs0.24650161463939718
sk0.24487594390507011
ms0.2324561403508772
lv0.2265193370165746
pl0.22048997772828507
da0.2143658810325477
no0.20454545454545453
et0.125
fi0.1116751269035533
vi0.10025706940874037
is0.0979381443298969
reliabletrue
passestrue
11
name"Hunter"
dialogue"Okay, just... calm down. I can see you're upset. Let me try this another way. Did anyone follow you? Are you in danger right now?"
detectedLang"en"
heavyLang"en"
scores
en0.8095355124109118
tl0.575109649122807
da0.38880126182965297
sv0.36631234668847096
no0.3605610561056106
nl0.358974358974359
et0.3568464730290456
it0.35146443514644354
ro0.329004329004329
sl0.3092691622103387
fr0.2999096657633243
de0.29800724637681164
cs0.2757009345794392
ca0.2736644798500469
sq0.2667928098391675
yo0.24316406250000003
az0.22422422422422422
pl0.2131979695431472
es0.20675537359263052
fi0.18848167539267016
ms0.1702355460385439
lt0.16306695464362853
tr0.1594360086767896
hr0.1520787746170678
pt0.10196987253765932
sk0.08500590318772137
be0.08284023668639054
hu0.07957244655581948
is0.07517899761336516
lv0.07517899761336516
uk0.07517899761336516
vi0.07517899761336516
reliabletrue
passestrue
12
name"Marie"
dialogue"En danger ? Oui ! Bien sûr que je suis en danger ! Pourquoi personne ne me comprend dans cette ville ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8278711098870833
es0.6006389776357828
nl0.557991513437058
da0.5506829618979152
ca0.54644412191582
no0.5447924253459577
it0.5342771982116244
en0.49186991869918695
de0.48601973684210525
sv0.4469026548672566
sl0.4260789715335169
pt0.41806331471135944
fi0.41259398496240596
hr0.40076701821668265
sq0.3961352657004831
lt0.3635437881873727
tr0.3609406952965235
hu0.3434873949579832
et0.3365180467091295
tl0.33226495726495725
ro0.3228602383531961
cs0.3154435925520263
sk0.3086283185840708
is0.2937853107344633
lv0.22166874221668745
ms0.21580928481806777
yo0.20685279187817257
pl0.1935483870967742
eu0.10714285714285714
fa0.10714285714285714
az0.08625730994152046
reliabletrue
passestrue
13
name"Hunter"
dialogue"I'm going to take that head shake as a no. Look, if you remember anything useful, come by the station. Here's my card."
detectedLang"en"
heavyLang"en"
scores
en0.823672029975755
tl0.6460176991150443
sk0.5139732685297691
yo0.49906073888541014
da0.4875080076873799
no0.4666666666666667
cs0.46524064171123
pl0.42363112391930835
sv0.41690962099125367
nl0.41262848751835535
ms0.4052044609665427
fr0.38791124713083397
sl0.375
it0.3700787401574803
pt0.34372436423297786
hu0.34210526315789475
de0.33993399339933994
sq0.33665008291873966
hr0.3288590604026846
lv0.3254637436762226
es0.3006993006993007
ro0.2907801418439716
et0.2647058823529412
ca0.2530345471521942
lt0.24599434495758718
is0.22254616132167152
tr0.21875
fi0.15343915343915343
az0.14255091103965703
zh0.08779931584948689
eu0.08045977011494253
vi0.08045977011494253
reliabletrue
passestrue
14
name"Marie"
dialogue"Une carte ? Mais qu'est-ce que je suis censée faire avec ça ? Oh non, non, non... s'il vous plaît, écoutez-moi..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8229847494553377
pt0.4468085106382979
ca0.4217081850533808
nl0.3953488372093023
it0.3930905695611578
es0.3564356435643564
ro0.34210526315789475
en0.2737430167597766
eu0.2243436754176611
sl0.21020656136087487
hr0.20828258221680876
yo0.2004920049200492
de0.19254658385093168
cs0.18444165621079048
sk0.18238993710691823
tl0.18238993710691823
pl0.12280701754385964
no0.11444141689373298
da0.09344490934449094
sq0.09344490934449094
reliabletrue
passestrue
15
name"Hunter"
dialogue"Just show that to anyone at the front desk. They'll point you in my direction."
detectedLang"en"
heavyLang"en"
scores
en0.8154008438818564
tl0.7245540398740818
fr0.6031746031746031
da0.5908028059236166
no0.518348623853211
nl0.5098039215686274
sv0.46862348178137647
yo0.4473684210526315
pl0.43426724137931033
de0.4312026002166848
ca0.42934782608695654
ro0.42052980132450335
cs0.4081172491544532
sl0.3944636678200692
pt0.37275985663082434
it0.37050359712230213
es0.3009320905459388
sk0.29340511440107675
ms0.28765264586160105
sq0.279835390946502
lv0.2647058823529412
hr0.25426136363636365
lt0.24892703862660948
et0.2391304347826087
az0.21407185628742514
eu0.15322580645161288
fi0.13509060955518945
zh0.12790697674418602
tr0.10714285714285714
reliabletrue
passestrue
16
name"Marie"
dialogue"Vous ne m'écoutez pas ! L'homme du verger, il... il avait les mêmes yeux que... attendez, où allez-vous ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8048094940662087
ca0.5779878460499662
it0.4914564686737185
no0.48728465955701394
de0.4512730465320456
da0.44395017793594305
nl0.4292237442922375
en0.4191449814126394
es0.4191449814126394
tr0.3448637316561845
lt0.3228602383531961
pt0.2913832199546485
sv0.2889647326507395
sq0.27578215527230593
et0.26556991774383076
ro0.23594132029339854
az0.23406862745098037
lv0.22263681592039805
fi0.20178799489144317
tl0.19041450777202074
eu0.18513689700130379
sl0.1699867197875166
hr0.15311653116531165
vi0.1367403314917127
ms0.11847672778561354
cs0.11598302687411598
hu0.11598302687411598
reliabletrue
passestrue
17
name"Hunter"
dialogue"Hold on. Yeah? Detective Hunter here."
detectedLang"en"
heavyLang"en"
scores
en0.7899159663865546
tl0.6274834437086093
fr0.6243739565943239
ca0.6003552397868561
ro0.5802238805970149
da0.5526838966202784
sq0.5283018867924528
it0.5119305856832972
pt0.5087336244541485
es0.44168734491315137
de0.43324937027707805
no0.412532637075718
hr0.40789473684210525
et0.4063324538258575
fi0.39999999999999997
cs0.3951612903225807
nl0.39189189189189183
sv0.3784530386740331
sl0.358974358974359
hi0.27184466019417475
pl0.27184466019417475
sk0.25
yo0.25
ms0.2077464788732394
tr0.2077464788732394
reliabletrue
passestrue
18
name"Marie"
dialogue"Non, attendez ! Je vous en supplie !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7945205479452054
nl0.6559633027522936
it0.6434231378763867
en0.6311475409836066
no0.6100519930675911
es0.5938628158844765
da0.5730550284629982
ca0.5714285714285714
sv0.5588235294117647
sl0.5243128964059197
tr0.4375
hr0.4318181818181818
de0.43037974683544306
yo0.4201030927835051
eu0.4186046511627907
tl0.4140625
cs0.3951612903225807
sk0.39189189189189183
is0.3732590529247911
pl0.2879746835443038
pt0.2741935483870968
fi0.27184466019417475
lv0.2524916943521595
et0.22413793103448276
reliabletrue
passestrue
19
name"Hunter"
dialogue"What do you mean they found another one? Where?"
detectedLang"en"
heavyLang"en"
scores
en0.8448008277289187
tl0.6197718631178707
pl0.43396226415094336
cs0.4129158512720157
hr0.40828402366863903
sq0.3939393939393939
pt0.34210526315789475
sk0.3055555555555556
sl0.2857142857142857
vi0.27007299270072993
es0.25
da0.20634920634920634
de0.20634920634920634
yo0.20634920634920634
reliabletrue
passestrue
20
name"Marie"
dialogue"S'il vous plaît... ne me laissez pas seule..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8165443629086058
sq0.583963691376702
lt0.5431893687707641
ca0.5115452930728241
sl0.439918533604888
nl0.3888888888888889
it0.3792325056433409
ms0.3792325056433409
fi0.3721461187214612
hr0.2912371134020619
lv0.2724867724867725
es0.27055702917771884
ro0.27055702917771884
et0.25675675675675674
tr0.25474254742547425
no0.2486338797814208
en0.24242424242424243
pt0.24242424242424243
cs0.22969187675070027
hu0.22969187675070027
reliabletrue
passestrue
21
name"Hunter"
dialogue"I'm on my way. Don't touch anything."
detectedLang"en"
heavyLang"en"
scores
en0.8217757615035646
tl0.48015122873345933
fr0.4455645161290322
pl0.3902439024390244
cs0.3692660550458715
sk0.3692660550458715
et0.358974358974359
fi0.3529411764705882
sq0.26666666666666666
ca0.2647058823529412
hr0.24242424242424243
hi0.233983286908078
ms0.22096317280453256
yo0.21428571428571427
reliabletrue
passestrue
22
name"Marie"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
23
name"Hunter"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue