Run: 2026-06-24-01KVX31VCHCX1SSYD25WFQ8T0T

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
18.3s
Cost:
$0.003697
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 — CAFÉ SCENE** --- Hunter: "Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I wanted to ask you a few questions about what happened at the orchard two nights ago. I heard you were in the area." Marie: "Je... je ne comprends pas. Vous êtes... la police? Oh mon Dieu, c'était horrible. Cet homme, il a juste... disparu. J'étais en train de prendre des photos du coucher de soleil et puis... rien. Il n'était plus là. Je n'ai jamais rien vu de tel." Hunter: "I'm sorry, I don't... do you speak English at all?" Marie: "Anglais? Non, non, je ne parle pas anglais. Je suis ici pour mes études. S'il vous plaît, il faut me comprendre. Quelque chose ne va pas dans cette ville. Les pommes, les gens... tout est... étrange. J'ai des photos! Regardez, regardez mon appareil!" Hunter: "Photos? You have photos? Okay, that's... can I see the camera?" Marie: "Oui! Oui, les photos! Regardez!" *(turns the camera screen toward him, pointing frantically)* "Là! Vous voyez? L'homme dans le verger. Et cette lumière derrière les arbres. Ce n'est pas normal, non?" Hunter: "I see... someone in the orchard. And what is that — some kind of light source? When was this taken?" Marie: *(gesturing with her hands)* "Le soir. La nuit. Deux... deux jours? Two days?" *(holds up two fingers)* Hunter: "Two days. Okay. Two nights ago, at night. Were there other people around?" Marie: *(shaking her head)* "Non. Seulement moi. Et l'homme. Mais il... il marchait et puis..." *(makes a vanishing gesture with her hands)* "Pouf." Hunter: "He vanished? Just — vanished?" Marie: "Oui! Oui, vanished! Pouf! Vous comprenez?" Hunter: "I'm starting to. Did you see anyone else? Any vehicles? Anything unusual before this happened?" Marie: *(hesitating, looking down)* "Il y avait... un camion. Un vieux camion. Près de la grange. Mais... je ne sais pas. C'était loin." Hunter: "A truck. Old truck near the barn. Okay, that's helpful. Did you —" *(Hunter's phone rings)* Hunter: *(answering)* "Hunter here. ...What? ...When? ...I'm on my way." *(to Marie)* "I have to go. Miss, don't leave Alborn. I'm going to need to look at those photos properly. Can you stay at your current lodging?" Marie: *(confused, then understanding the urgency in his voice)* "Je... je reste ici. Ici. Mais s'il vous plaît... soyez prudent. Be careful." Hunter: *(pausing at the door)* "I will. Stay safe."
created_at"2026-06-24T15:12:51.102Z" 6/24/2026, 3:12:51 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3063
moderation_latency(null)
generation_time18167
tokens_prompt316
tokens_completion746
native_tokens_prompt274
native_tokens_completion753
native_tokens_completion_images(null)
native_tokens_reasoning78
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)
usage0.0036968
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"202606242312517c38767a88484262"
is_byokfalse
latency3063
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-1782313971-jpRdnr9ZvKfJqb2HfFUD"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313971-z0H0TtRxErvKSDpi2ihI"
upstream_id"202606242312517c38767a88484262"
total_cost0.0036968
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"Hunter"
dialogue"Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I wanted to ask you a few questions about what happened at the orchard two nights ago. I heard you were in the area."
detectedLang"en"
heavyLang"en"
scores
en0.8103965871385684
tl0.6652719665271967
fr0.5117982099267697
it0.494949494949495
no0.48320413436692505
ro0.4587280108254398
ca0.4323557237464522
da0.4261119081779053
nl0.4230769230769231
sq0.40059940059940063
pt0.39209726443769
cs0.3886907794192562
sl0.38176197836166925
sv0.36
hr0.35656836461126007
es0.34497816593886466
de0.33920704845814975
ms0.33554817275747506
pl0.33518005540166207
yo0.3337034980566352
sk0.31584948688711517
az0.26108374384236455
lt0.2523364485981308
hu0.2312620115310698
lv0.2227979274611399
et0.2052980132450331
tr0.1880920162381597
fi0.15611814345991562
eu0.12023460410557184
is0.1031390134529148
vi0.099774943735934
be0.05511811023622047
uk0.0498812351543943
reliabletrue
passestrue
1
name"Marie"
dialogue"Je... je ne comprends pas. Vous êtes... la police? Oh mon Dieu, c'était horrible. Cet homme, il a juste... disparu. J'étais en train de prendre des photos du coucher de soleil et puis... rien. Il n'était plus là. Je n'ai jamais rien vu de tel."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8032311516155758
ca0.576271186440678
es0.4850018070112035
en0.471830985915493
ro0.4710467706013363
it0.4646882043576258
da0.46226415094339623
nl0.45506692160611856
no0.43407466243050036
pt0.4297719087635054
de0.42002442002442
tl0.3977176669484362
lt0.3744512730465321
sv0.37279929577464793
eu0.36666666666666664
sl0.33535447761194026
tr0.33098591549295775
et0.31948424068767906
hr0.3112614789753504
cs0.3004418262150221
sq0.29699062654168723
sk0.2896311066799601
yo0.28066633013629483
lv0.27035330261136714
ms0.24363057324840762
hu0.223433242506812
vi0.223433242506812
fi0.21789242590559824
az0.1847826086956522
is0.16764018691588786
pl0.16617905207723815
hi0.09810126582278482
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, I don't... do you speak English at all?"
detectedLang"en"
heavyLang"en"
scores
en0.8085339168490154
tl0.6335078534031413
no0.5694956949569495
da0.5244565217391305
hr0.48604992657856094
sq0.47994056463595847
cs0.47447447447447455
it0.45054945054945056
sv0.44620253164556967
pl0.4345718901453958
pt0.42244224422442245
sk0.36823104693140796
vi0.3320610687022901
yo0.32038834951456313
ro0.31640625
et0.3013972055888224
de0.29149797570850206
ca0.2827868852459016
sl0.25531914893617025
ms0.17061611374407584
be0.16666666666666666
tr0.16666666666666666
hu0.1606714628297362
az0.15254237288135594
is0.15254237288135594
lt0.15254237288135594
lv0.15254237288135594
uk0.15254237288135594
reliabletrue
passestrue
3
name"Marie"
dialogue"Anglais? Non, non, je ne parle pas anglais. Je suis ici pour mes études. S'il vous plaît, il faut me comprendre. Quelque chose ne va pas dans cette ville. Les pommes, les gens... tout est... étrange. J'ai des photos! Regardez, regardez mon appareil!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8131487889273356
ca0.5758718190386428
en0.5115774240231549
it0.5099818511796733
es0.43703085904920774
da0.3951612903225807
nl0.39298561151079137
no0.37354988399071926
ro0.35927859515899385
sq0.34210526315789475
lt0.33985330073349634
de0.3339911198815984
sl0.3108728943338438
et0.27691483663631494
pt0.2722371967654987
tl0.25783397471137987
sv0.22724670864338864
cs0.21602787456445993
fi0.20821114369501467
hr0.20447849145550973
hu0.1969066032123736
lv0.1949910554561717
tr0.19113241461953265
sk0.17481662591687042
ms0.14611005692599618
az0.12052117263843648
yo0.10773298083278256
pl0.10477453580901856
hi0.10299003322259136
eu0.060542797494780795
is0.0445859872611465
reliabletrue
passestrue
4
name"Hunter"
dialogue"Photos? You have photos? Okay, that's... can I see the camera?"
detectedLang"en"
heavyLang"en"
scores
en0.805505685218432
tl0.6112440191387559
ca0.544179523141655
da0.5283018867924528
fr0.5083207261724659
sq0.4897959183673469
sv0.47833065810593905
it0.45652173913043476
ro0.4328097731239092
no0.4247787610619469
et0.417562724014337
nl0.41546762589928055
yo0.3737957610789981
cs0.3602362204724409
es0.3551587301587301
ms0.3157894736842105
tr0.3114406779661017
de0.3055555555555556
lt0.3055555555555556
az0.3010752688172043
hr0.2995689655172413
lv0.2919389978213508
pl0.2793791574279379
pt0.19753086419753088
hi0.19154228855721395
sk0.181360201511335
be0.17721518987341772
hu0.1709183673469388
is0.16237113402061853
uk0.16237113402061853
vi0.16237113402061853
reliabletrue
passestrue
5
name"Marie"
dialogue"Là! Vous voyez? L'homme dans le verger. Et cette lumière derrière les arbres. Ce n'est pas normal, non?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8199588477366255
ca0.5566814439518682
nl0.46929492039423804
it0.4668697638994669
da0.46605644546147984
no0.4552529182879378
es0.43273905996758516
ro0.4057724957555179
de0.37555753791257807
tr0.30624380574826565
en0.3055555555555556
et0.2950654582074521
pt0.2907801418439716
sq0.2805755395683453
hu0.2366412213740458
tl0.2349726775956284
ms0.23329682365826945
yo0.23076923076923078
az0.2299229922992299
sl0.2009132420091324
vi0.18319719953325553
eu0.18032786885245902
lt0.18032786885245902
fi0.16567342073897498
sv0.15966386554621848
lv0.08735332464146023
cs0.077733860342556
hr0.077733860342556
pl0.077733860342556
sk0.077733860342556
reliabletrue
passestrue
6
name"Hunter"
dialogue"I see... someone in the orchard. And what is that — some kind of light source? When was this taken?"
detectedLang"en"
heavyLang"en"
scores
en0.8354360943499725
tl0.6577296063890474
nl0.6091205211726385
yo0.5636363636363636
no0.4919559695173582
de0.4897959183673469
sv0.40594059405940597
fr0.3993993993993994
da0.3265993265993266
it0.30394431554524365
is0.2890995260663507
et0.2797118847539016
ro0.27884615384615385
sl0.27884615384615385
hu0.269183922046285
sq0.26108374384236455
pl0.25925925925925924
ms0.20318725099601595
sk0.2
az0.19678714859437751
hr0.1880920162381597
ca0.18699186991869918
cs0.14893617021276595
es0.11504424778761062
pt0.11504424778761062
be0.1044776119402985
tr0.1044776119402985
lt0.09502262443438914
lv0.09502262443438914
uk0.09502262443438914
vi0.09502262443438914
reliabletrue
passestrue
7
name"Marie"
dialogue"Le soir. La nuit. Deux... deux jours? Two days?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8135874067937034
en0.6753246753246753
it0.5738636363636364
es0.5647969052224371
ro0.5481927710843374
yo0.4874715261958998
tl0.4498777506112469
ca0.43324937027707805
no0.4260204081632653
sl0.34210526315789475
hu0.303405572755418
vi0.27184466019417475
sq0.25742574257425743
da0.2474916387959866
de0.2474916387959866
nl0.2474916387959866
sv0.2474916387959866
reliabletrue
passestrue
8
name"Hunter"
dialogue"Two days. Okay. Two nights ago, at night. Were there other people around?"
detectedLang"en"
heavyLang"en"
scores
en0.8400451637184795
tl0.7017543859649124
da0.4348404255319149
de0.3722304283604136
no0.3491577335375191
sq0.1550695825049702
fr0.14829659318637273
yo0.14829659318637273
reliabletrue
passestrue
9
name"Marie"
dialogue"Pouf."
detectedLang""
heavyLang"fr"
scores
reliablefalse
passestrue
10
name"Hunter"
dialogue"He vanished? Just — vanished?"
detectedLang"en"
heavyLang"en"
scores
en0.8025276461295419
ca0.5733788395904437
et0.44933920704845814
sv0.44933920704845814
yo0.44933920704845814
da0.4444444444444444
fi0.4212962962962963
es0.40191387559808617
tl0.375
reliabletrue
passestrue
11
name"Marie"
dialogue"Oui! Oui, vanished! Pouf! Vous comprenez?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7215346534653465
en0.6317512274959083
es0.4791666666666667
it0.47674418604651164
ca0.4730679156908665
eu0.38524590163934425
pt0.3515850144092219
ro0.33234421364985167
da0.30769230769230765
nl0.2879746835443038
tl0.2879746835443038
lt0.27652733118971057
reliabletrue
passestrue
12
name"Hunter"
dialogue"I'm starting to. Did you see anyone else? Any vehicles? Anything unusual before this happened?"
detectedLang"en"
heavyLang"en"
scores
en0.8147620404673697
tl0.5409604519774012
no0.40693430656934304
ca0.3862134088762984
et0.3394308943089431
cs0.3077742279020234
ro0.3077742279020234
lt0.29577464788732394
da0.2857142857142857
hr0.28414096916299564
ms0.27455357142857145
sv0.2647058823529412
fr0.2571428571428571
pl0.24681344148319811
sk0.24330616996507565
lv0.23529411764705882
sl0.23439340400471145
nl0.20924574209245742
is0.19950738916256158
de0.19454770755885997
pt0.181360201511335
yo0.17407878017789072
it0.16237113402061853
sq0.13333333333333333
es0.10591471801925723
hu0.10468319559228649
reliabletrue
passestrue
13
name"Marie"
dialogue"Il y avait... un camion. Un vieux camion. Près de la grange. Mais... je ne sais pas. C'était loin."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8258850841555427
ca0.6447602131438721
es0.5774647887323944
it0.5686556434219986
ro0.5652173913043478
yo0.46524064171123
nl0.4633273703041145
pt0.4530537830446673
sq0.42196531791907516
da0.38650306748466257
no0.3839835728952772
en0.3756503642039542
sl0.375
hr0.36908517350157727
tr0.3684210526315789
de0.3333333333333333
tl0.3333333333333333
cs0.32432432432432434
lv0.3103448275862069
pl0.3071593533487298
lt0.30313588850174217
sk0.2537313432835821
vi0.23273657289002556
sv0.23175416133162616
hu0.22978177150192552
az0.22879177377892032
ms0.19678714859437751
fi0.12790697674418602
eu0.1044776119402985
reliabletrue
passestrue
14
name"Hunter"
dialogue"A truck. Old truck near the barn. Okay, that's helpful. Did you —"
detectedLang"en"
heavyLang"en"
scores
en0.7916666666666666
tl0.6373056994818653
no0.42434210526315785
sq0.41666666666666663
sv0.40978077571669475
nl0.40878378378378377
da0.40374787052810895
yo0.39236111111111116
ca0.3794326241134752
cs0.375
fr0.35779816513761464
fi0.31640625
de0.3150684931506849
hu0.308300395256917
is0.3027888446215139
ms0.28716904276985744
pt0.2857142857142857
ro0.2842535787321063
es0.2738589211618257
sk0.27083333333333337
it0.2631578947368421
hr0.24242424242424243
pl0.23076923076923078
sl0.20454545454545453
lt0.1898148148148148
tr0.18032786885245902
az0.16666666666666666
eu0.16666666666666666
lv0.16666666666666666
vi0.16666666666666666
et0.15254237288135594
reliabletrue
passestrue
15
name"Hunter"
dialogue"I have to go. Miss, don't leave Alborn. I'm going to need to look at those photos properly. Can you stay at your current lodging?"
detectedLang"en"
heavyLang"en"
scores
en0.8054474708171206
tl0.538638985005767
da0.43820224719101125
no0.41944847605224966
fr0.3745113369820172
ca0.3665874901029295
pl0.35275080906148865
cs0.32432432432432434
hr0.28888888888888886
yo0.27338782924613986
sq0.2707383773928897
sk0.24741298212605833
nl0.24670433145009416
et0.24599434495758718
pt0.24528301886792453
ms0.24457034938621341
lv0.24242424242424243
ro0.2409867172675522
lt0.23591212989493793
it0.20318725099601595
sv0.19759277833500502
sl0.1836734693877551
es0.1683991683991684
tr0.15522703273495247
az0.14893617021276595
hi0.08779931584948689
eu0.08256880733944955
de0.08151549942594719
be0.08045977011494253
hu0.07727797001153403
is0.07300115874855156
uk0.07300115874855156
vi0.07300115874855156
reliabletrue
passestrue
16
name"Marie"
dialogue"Je... je reste ici. Ici. Mais s'il vous plaît... soyez prudent. Be careful."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7512437810945274
en0.550561797752809
ro0.5163240628778718
pt0.453551912568306
nl0.4520547945205479
sl0.42775393419170243
sk0.4227994227994228
hr0.4211287988422576
ca0.4108983799705449
cs0.4091580502215657
yo0.40564635958395245
de0.4020926756352765
lt0.3730407523510972
no0.36507936507936506
da0.35691318327974275
tl0.34959349593495936
et0.34318555008210183
es0.34102141680395387
hu0.3055555555555556
pl0.28698752228163993
it0.27927927927927926
az0.250936329588015
sv0.23954372623574144
sq0.2277992277992278
eu0.20948616600790515
lv0.12854030501089325
ms0.12854030501089325
tr0.12854030501089325
reliabletrue
passestrue
17
name"Hunter"
dialogue"I will. Stay safe."
detectedLang"en"
heavyLang"en"
scores
en0.8175182481751825
tl0.6047430830039525
no0.5918367346938775
da0.5815899581589958
hr0.5815899581589958
ca0.5798319327731093
sv0.5798319327731093
sq0.5726495726495726
pl0.5575221238938053
it0.5348837209302325
de0.5145631067961165
cs0.5121951219512195
ro0.47368421052631576
yo0.46524064171123
sk0.4186046511627907
be0.4117647058823529
tr0.4117647058823529
hu0.40119760479041916
az0.38650306748466257
et0.38650306748466257
is0.38650306748466257
lt0.38650306748466257
lv0.38650306748466257
uk0.38650306748466257
vi0.38650306748466257
reliabletrue
passestrue