Run: 2026-06-24-01KVX3BCM0HA3A6KP172VW5Q2B

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
47.1s
Cost:
$0.011520
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: "Je... je suis désolée, je ne parle pas anglais. C'était effrayant, vous ne trouvez pas? Les bruits dans le verger la nuit dernière..." Hunter: "English? Do you speak any English at all? I'm Detective Hunter, I need to ask you about the incident at the apple orchard last night." Marie: "Anglais? Non, non. Français. Je suis ici pour mes études. S'il vous plaît, j'ai vu quelque chose. Sur mon appareil photo." Hunter: "Appareil... camera? You saw something on your camera?" Marie: "Oui, oui! La caméra! Regardez, cette silhouette près des pommiers. C'est là que les gens disparaissent, n'est-ce pas?" Hunter: "People disappearing? You know about the disappearances? Point to the screen. Who is that in the picture?" Marie: "Je ne sais pas qui c'est! C'est pour ça que je suis terrifiée. Il portait un chapeau, il marchait bizarrement. Et puis plus rien. Il a juste disparu." Hunter: "A hat? Weird walking? Look, miss, I can't understand a word you're saying, but if you saw something down by the cider press, I need to know. Did you see a man in a red jacket?" Marie: "Quoi? Je ne comprends pas vos mots. 'Red jacket'? Non, non. Un homme... grand. Il est entré dans les arbres. J'ai pris la photo, mais le flash... il ne s'est pas allumé à temps. Je n'ai que cette ombre." Hunter: "I can't get a read on this. You're pointing at the trees, saying 'non'... You didn't see the guy in the red jacket? God, I need a translator. Look, I'm going to need to take that camera as evidence." Marie: "Ma caméra? Non, non, non! C'est mon projet d'études! C'est ma vie! Je ne peux pas vous la donner! S'il vous plaît, comprenez-moi, j'ai peur!" Hunter: "Calm down. Just—stay calm. I'll figure this out. I'm going to get someone from the station who speaks French. Just stay right here." Marie: "Vous partez? Mais nous devons trouver cet homme! Les journaux locaux disent qu'il y en a eu d'autres! S'il vous plaît, ne me laissez pas seule avec ces photos. Elles me font peur." Hunter: "I have to go. Someone needs to—" [Phone ringing] Hunter: "Detective Hunter. ...What? ...Damn it. How many? ...I'm on my way. ...Listen, I have an emergency. Do not leave this cafe. Don't touch anything on that camera. I'll be back." Marie: "Quoi? Mais vous partez? S'il vous plaît, aidez-moi! Je ne sais pas quoi faire!"
created_at"2026-06-24T15:18:03.659Z" 6/24/2026, 3:18:03 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2784
moderation_latency(null)
generation_time46943
tokens_prompt316
tokens_completion2513
native_tokens_prompt274
native_tokens_completion2531
native_tokens_completion_images(null)
native_tokens_reasoning1877
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)
usage0.01152
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"20260624231803a11ea9e2ac0644a7"
is_byokfalse
latency2784
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-1782314283-yznSmukxLMGIXrgMpGcR"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782314283-pzVK6TFXMOKqFAhhlg1G"
upstream_id"20260624231803a11ea9e2ac0644a7"
total_cost0.01152
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"Je... je suis désolée, je ne parle pas anglais. C'était effrayant, vous ne trouvez pas? Les bruits dans le verger la nuit dernière..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.810021372595583
nl0.4838709677419355
ca0.4747209455022981
sl0.44367176634214184
it0.43741209563994377
es0.40298507462686567
ro0.39209726443769
sq0.3655828707375099
lt0.34587080948487325
yo0.32030586236193714
cs0.3174061433447099
en0.3127147766323024
tr0.3097497842968076
hr0.3025283347863993
de0.300087489063867
no0.27927927927927926
sk0.26335174953959484
lv0.24242424242424243
hu0.23591212989493793
da0.23224568138195778
tl0.18699186991869918
pl0.1649269311064718
ms0.15522703273495247
az0.1543340380549683
sv0.14255091103965703
fi0.0990990990990991
vi0.09502262443438914
et0.07300115874855156
pt0.07300115874855156
reliabletrue
passestrue
1
name"Hunter"
dialogue"English? Do you speak any English at all? I'm Detective Hunter, I need to ask you about the incident at the apple orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.8098859315589354
tl0.6551724137931034
no0.5789473684210527
da0.5375722543352601
fr0.5221027479091995
de0.4801819363222872
ca0.47540983606557374
ro0.46524064171123
sq0.45615227736233854
nl0.4497936726272352
it0.44865609924190214
cs0.4463667820069204
sv0.4421199442119944
hr0.41733430444282593
pt0.3930197268588771
et0.38271604938271603
sl0.38271604938271603
yo0.3764614185502728
pl0.37205651491365777
es0.3700787401574803
sk0.3675889328063241
lt0.2202729044834308
ms0.20713577799801783
az0.20634920634920634
lv0.18781725888324874
vi0.17864476386036962
tr0.13885898815931108
hu0.13606911447084233
be0.08045977011494253
is0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
2
name"Marie"
dialogue"Anglais? Non, non. Français. Je suis ici pour mes études. S'il vous plaît, j'ai vu quelque chose. Sur mon appareil photo."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8112732762959235
en0.5167525773195877
ca0.4292237442922375
it0.3775933609958506
cs0.33920704845814975
sl0.3042671614100185
es0.30362116991643456
sk0.2774566473988439
nl0.2704280155642024
lt0.26035502958579887
sq0.258160237388724
hr0.24849699398797598
yo0.24471299093655588
de0.23935091277890466
pt0.237029501525941
tl0.22839506172839508
eu0.18211559432933477
pl0.17672886937431392
hi0.1712707182320442
lv0.16943521594684383
da0.16201117318435754
ro0.15824915824915825
et0.10820451843043996
no0.09090909090909091
hu0.08536585365853659
sv0.08200734394124846
az0.07749077490774908
tr0.07749077490774908
is0.07292954264524104
ms0.07292954264524104
reliabletrue
passestrue
3
name"Hunter"
dialogue"Appareil... camera? You saw something on your camera?"
detectedLang"en"
heavyLang"en"
scores
en0.7672614429790535
tl0.5750708215297451
fr0.563953488372093
ms0.5222929936305732
it0.460431654676259
ca0.40119760479041916
es0.3710691823899371
ro0.34497816593886466
et0.33920704845814975
cs0.33774834437086093
nl0.33774834437086093
fi0.3333333333333333
hr0.22680412371134018
hi0.21875
pl0.21875
sv0.21465968586387435
pt0.20634920634920634
sk0.2
yo0.2
de0.1935483870967742
reliabletrue
passestrue
4
name"Marie"
dialogue"Oui, oui! La caméra! Regardez, cette silhouette près des pommiers. C'est là que les gens disparaissent, n'est-ce pas?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8116997238262617
ca0.6639784946236559
es0.48735475051264526
ro0.4608195542774982
it0.4390426327599103
en0.3578767123287671
no0.34895833333333337
de0.33095450490633366
nl0.32493249324932494
pt0.32432432432432434
sq0.2654260528893242
vi0.24318869828456105
tl0.23469387755102045
da0.19527896995708155
yo0.1935483870967742
cs0.1730981256890849
sk0.1730981256890849
hu0.13693901035673187
et0.12280701754385964
lt0.10820451843043996
ms0.10071942446043164
pl0.09963985594237695
tr0.0985576923076923
lv0.08980582524271845
sl0.08980582524271845
reliabletrue
passestrue
5
name"Hunter"
dialogue"People disappearing? You know about the disappearances? Point to the screen. Who is that in the picture?"
detectedLang"en"
heavyLang"en"
scores
en0.8269177513154251
tl0.6689618644067796
nl0.5342771982116244
fr0.5307807807807808
yo0.4555749128919861
da0.421831637372803
no0.3896484375
sl0.36224489795918363
ms0.3543388429752066
it0.33862433862433866
pl0.33226495726495725
de0.32432432432432434
sv0.3235930735930736
ro0.26035502958579887
cs0.25059952038369304
hr0.24425634824667475
lv0.23873325213154686
es0.20785804816223066
pt0.20483460559796438
hu0.19768934531450577
ca0.19458762886597938
sq0.1925064599483204
sk0.17437252311756934
lt0.14266117969821673
is0.12831241283124128
az0.11847672778561354
fi0.11847672778561354
reliabletrue
passestrue
6
name"Marie"
dialogue"Je ne sais pas qui c'est! C'est pour ça que je suis terrifiée. Il portait un chapeau, il marchait bizarrement. Et puis plus rien. Il a juste disparu."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8093624232154205
ca0.6381182147165259
it0.5327102803738317
ro0.5317377731529657
pt0.5140388768898488
es0.5041322314049587
en0.47976878612716767
sq0.43431803896920174
nl0.433606041535557
da0.42820838627700125
sl0.40318302387267907
de0.4007989347536618
hr0.39475453934095495
yo0.3935309973045822
cs0.38016528925619836
sk0.3736951983298539
no0.371946964410328
et0.3710691823899371
pl0.33774834437086093
sv0.33085501858736055
hu0.32177844762622454
lv0.30928626247122026
az0.2913385826771654
tl0.2822966507177033
lt0.27594529364440873
tr0.25864909390444807
eu0.2518703241895262
ms0.23273657289002556
fi0.1891891891891892
is0.07692307692307693
vi0.07216494845360825
reliabletrue
passestrue
7
name"Hunter"
dialogue"A hat? Weird walking? Look, miss, I can't understand a word you're saying, but if you saw something down by the cider press, I need to know. Did you see a man in a red jacket?"
detectedLang"en"
heavyLang"en"
scores
en0.8074511911158876
tl0.6070906432748538
sv0.5362381363244176
da0.5274725274725275
no0.5113636363636364
de0.4686109738012852
nl0.43922796035472095
cs0.42266380236305046
pl0.4160782183595872
yo0.38606510565391206
sk0.37281213535589264
ro0.3559017375674056
et0.3520192887281495
fr0.3476941747572816
sl0.3272841051314143
hr0.3234738829452486
it0.3108974358974359
ms0.30375647668393785
es0.29830287206266315
lv0.2838107928047968
az0.2770679219905851
tr0.26820966643975497
pt0.26319396847155585
ca0.2565698478561549
sq0.24877707896575824
lt0.24188998589562766
hu0.22438672438672438
is0.20839469808541974
eu0.12672623883021933
fi0.11009933774834438
vi0.11009933774834438
be0.061135371179039305
uk0.05536028119507908
reliabletrue
passestrue
8
name"Marie"
dialogue"Quoi? Je ne comprends pas vos mots. 'Red jacket'? Non, non. Un homme... grand. Il est entré dans les arbres. J'ai pris la photo, mais le flash... il ne s'est pas allumé à temps. Je n'ai que cette ombre."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8068254990341274
ca0.619892302819132
it0.5786516853932584
es0.5404059747223287
ro0.45725915875169604
pt0.44598337950138506
en0.44108057755006985
tl0.40059940059940063
yo0.38524590163934425
sl0.3798449612403101
da0.36
no0.35656836461126007
nl0.329608938547486
lt0.3047508690614137
sq0.30313588850174217
de0.3011065812463599
hr0.2546583850931677
sv0.2518703241895262
cs0.23857868020304565
hu0.19946631087391595
lv0.1836734693877551
tr0.1780821917808219
et0.16666666666666666
pl0.15492957746478872
sk0.1452991452991453
az0.12663755458515283
ms0.12663755458515283
fi0.12152269399707175
eu0.0675990675990676
vi0.06542056074766354
hi0.060297572435395456
reliabletrue
passestrue
9
name"Hunter"
dialogue"I can't get a read on this. You're pointing at the trees, saying 'non'... You didn't see the guy in the red jacket? God, I need a translator. Look, I'm going to need to take that camera as evidence."
detectedLang"en"
heavyLang"en"
scores
en0.8162914321450907
tl0.6371216800494133
da0.44575471698113206
no0.4452313503305005
ro0.43509615384615385
sv0.42458374142997063
it0.41484063745019917
et0.4077620967741936
hr0.4038559107052258
yo0.3955761316872428
pl0.3937048503611971
nl0.392764857881137
fr0.39056016597510373
cs0.38513867085295656
ca0.3806009488666315
sl0.3776483050847458
pt0.3746673762639702
ms0.33540723981900455
sq0.33314415437003403
es0.3188405797101449
sk0.31646305991855733
de0.2985074626865672
lv0.28353658536585363
lt0.25491439441978436
tr0.24291237113402062
is0.2103494623655914
hu0.20661715057393654
az0.19021364576154376
vi0.15830945558739254
fi0.15345821325648418
eu0.10442073170731707
hi0.06671961874503574
be0.05622489959839357
uk0.050888529886914384
reliabletrue
passestrue
10
name"Marie"
dialogue"Ma caméra? Non, non, non! C'est mon projet d'études! C'est ma vie! Je ne peux pas vous la donner! S'il vous plaît, comprenez-moi, j'ai peur!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8160863168219715
ca0.5548961424332344
it0.5232040686586141
sq0.4204018547140649
sk0.39271255060728744
en0.3822075782537067
es0.3775933609958506
ro0.3755203996669442
nl0.3713327745180218
lt0.36332767402376914
tl0.35233160621761656
cs0.34497816593886466
sl0.33095450490633366
hr0.32493249324932494
yo0.30747922437673125
de0.30619796484736356
pt0.2697176241480039
pl0.2647058823529412
et0.25595238095238093
da0.237029501525941
eu0.2331288343558282
ms0.22760041194644695
no0.20212765957446807
lv0.19614147909967844
tr0.18566775244299674
sv0.18032786885245902
hu0.17943107221006563
vi0.17763157894736845
fi0.10501193317422433
hi0.09420289855072464
reliabletrue
passestrue
11
name"Hunter"
dialogue"Calm down. Just—stay calm. I'll figure this out. I'm going to get someone from the station who speaks French. Just stay right here."
detectedLang"en"
heavyLang"en"
scores
en0.823321554770318
tl0.6071829405162739
da0.42196531791907516
fr0.42196531791907516
no0.4186046511627907
yo0.40374787052810895
sv0.34024505183788883
de0.3217054263565891
sq0.3150684931506849
et0.3
it0.2623814541622761
es0.25925925925925924
pt0.25531914893617025
nl0.24812030075187969
ro0.24242424242424243
pl0.22048997772828507
cs0.21700223713646533
sk0.2143658810325477
lv0.20903954802259886
sl0.2081447963800905
hr0.20364050056882824
lt0.20364050056882824
ca0.18032786885245902
ms0.16367980884109917
is0.125
fi0.10485933503836317
zh0.0990990990990991
az0.08256880733944955
tr0.077733860342556
reliabletrue
passestrue
12
name"Marie"
dialogue"Vous partez? Mais nous devons trouver cet homme! Les journaux locaux disent qu'il y en a eu d'autres! S'il vous plaît, ne me laissez pas seule avec ces photos. Elles me font peur."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8162627052384674
ca0.5617306975009325
es0.4993608862377503
en0.4749776586237712
no0.461996336996337
nl0.44020962363030014
pt0.43726053639846746
da0.39588688946015427
it0.37863564251718673
sq0.3395165823496346
lt0.32432432432432434
sv0.3212016175621028
de0.3160651920838184
ro0.3084167157151266
sl0.3063754427390791
et0.299761620977354
hu0.29471788715486197
fi0.28090575275397794
ms0.26332288401253917
tl0.2572692793931732
hr0.23800259403372243
cs0.2284963887065003
tr0.2284963887065003
lv0.2119382964453387
pl0.1924398625429553
sk0.17774667599720081
eu0.16071428571428573
is0.1510115606936416
yo0.13155949741315595
vi0.12509307520476545
az0.11320754716981131
hi0.06150159744408946
reliabletrue
passestrue
13
name"Hunter"
dialogue"I have to go. Someone needs to—"
detectedLang"en"
heavyLang"en"
scores
en0.8322147651006712
da0.6610169491525424
pl0.648506151142355
yo0.6007984031936128
hr0.5604395604395604
no0.5594713656387665
tl0.5454545454545454
cs0.5412844036697247
sk0.504950495049505
lv0.4805194805194805
lt0.4550408719346049
ca0.40828402366863903
sv0.40828402366863903
sq0.40119760479041916
nl0.3993993993993994
sl0.37694704049844235
it0.36507936507936506
ro0.3103448275862069
es0.2805755395683453
pt0.2805755395683453
be0.25925925925925924
tr0.25925925925925924
hu0.250936329588015
az0.23954372623574144
et0.23954372623574144
is0.23954372623574144
uk0.23954372623574144
vi0.23954372623574144
reliabletrue
passestrue
14
name"Hunter"
dialogue"Detective Hunter. ...What? ...Damn it. How many? ...I'm on my way. ...Listen, I have an emergency. Do not leave this cafe. Don't touch anything on that camera. I'll be back."
detectedLang"en"
heavyLang"en"
scores
en0.8065307663269158
tl0.5608397600685519
fr0.43213296398891965
it0.41562143671607754
ro0.4122706422018349
da0.40545243619489557
sq0.3887895050685748
pl0.36845348120764015
ca0.3605739238927012
de0.35249526216045485
cs0.3425272610647851
pt0.33998712169993567
sv0.3374272786037492
yo0.3365695792880259
es0.3238786279683378
hr0.3229854689564069
no0.3193891102257636
sk0.29261559696342304
nl0.28670842032011135
tr0.25182481751824815
fi0.24798239178283202
sl0.2293233082706767
ms0.2199391171993912
vi0.21636085626911314
hu0.2048099301784329
lv0.1865079365079365
eu0.17736757624398075
et0.1747181964573269
lt0.14583333333333334
is0.11485319516407601
hi0.07574391343552751
be0.0639269406392694
az0.057904411764705885
uk0.057904411764705885
reliabletrue
passestrue
15
name"Marie"
dialogue"Quoi? Mais vous partez? S'il vous plaît, aidez-moi! Je ne sais pas quoi faire!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8021415270018623
ca0.5246085011185682
nl0.480440097799511
sl0.46406052963430017
hr0.452319587628866
pt0.4487678339818417
sq0.42176870748299317
cs0.4072524407252441
lt0.39458689458689455
yo0.3431221020092735
sk0.3285939968404423
ro0.3167202572347267
eu0.3078175895765472
it0.3078175895765472
es0.2916666666666667
lv0.2916666666666667
en0.28330522765598654
pl0.2747440273037543
tr0.2747440273037543
de0.2735042735042735
tl0.27101200686106347
ms0.2659758203799654
hu0.25438596491228066
fi0.17153996101364524
az0.15841584158415842
da0.15
sv0.15
no0.1448692152917505
et0.1414141414141414
reliabletrue
passestrue