Run: 2026-09-02-01M1H5FPTMEH155JGG5FQP3QBN

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
28.8s
Cost:
$0.000159
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: "C'est affreux... je n'arrive pas à croire ce qui s'est passé." Hunter: "Ma'am, I'm Detective Hunter. I'm looking into the disappearances. Did you see anything near the orchard last night?" Marie: "Je... je prenais des photos des pommiers au crépuscule. Il y avait un homme près de la grange, mais je pensais qu'il était juste un employé..." Hunter: "Ma'am, I don't— Are you saying you were at the orchard? The orchard?" Marie: "Oui, l' verger ! J'ai photographié l'homme. Attendez... attendez, je vais vous montrer." *fumbles with camera, hands trembling* "Voici. Regardez. Il portait quelque chose, je ne sais pas quoi... une bâche ? Il portait quelque chose de grand sur son épaule." Hunter: "You're going to have to slow down. I have no idea what you just said. Do you speak English? Anyone here speak English?" Marie: "Je parle un peu... très peu. Non. Je suis désolée. Je suis ici pour étudier, seulement pour le festival de la pomme. Les photos... regardez les photos, s'il vous plaît. Il y a quelque chose dans les photos." Hunter: "Photos? You said photos? You've got pictures? Show me—no, wait. Stay here. Don't leave town. Can you understand me? Don't leave town." Marie: "Quoi ? Pourquoi ?... Mon Dieu. S'il vous plaît, prenez l'appareil. Regardez les photos. La dernière, près de la grange—il regarde vers moi. Il me regarde, monsieur." Hunter: *phone ringing* "Hunter. ...Yeah, I'm on my way. Got a lead, maybe." *to Marie* "Ma'am—madame—stay here. I'll be back with a translator. Don't show anyone else those pictures. You hear me? Don't show anyone." Marie: "Attendez ! Monsieur ! Attendez ! ...Il me regardait. Il me regardait à travers l'objectif... Et je le sais, parce que je l'ai entendu. Derrière moi. Il marchait derrière moi." Hunter: "One of my guys will be here in ten minutes, okay? Ten minutes." *exits quickly, phone pressed to ear*
created_at"2026-09-02T13:38:40.091Z" 9/2/2026, 1:38:40 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1406
moderation_latency(null)
generation_time28817
tokens_prompt303
tokens_completion512
native_tokens_prompt274
native_tokens_completion555
native_tokens_completion_images(null)
native_tokens_reasoning19
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)
usage0.0001593
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356320-jeAyxPhs0xrajYrea8lO"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356320-CIybMMa4NZkpGCMi1az0"
upstream_id"20260902213840302af70536b6442e"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902213840302af70536b6442e"
is_byokfalse
latency1406
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.0001593
cache_discount(null)
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"C'est affreux... je n'arrive pas à croire ce qui s'est passé."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8304070231444534
it0.5213963963963963
ca0.49704142011834324
nl0.40476190476190477
yo0.3997175141242938
pt0.3580060422960725
sq0.3285939968404423
sl0.2892976588628763
hr0.2869127516778523
da0.28087986463620984
en0.28087986463620984
de0.2796610169491525
no0.27597955706984667
ms0.2595818815331011
cs0.256993006993007
sk0.25438596491228066
ro0.24911660777385158
hu0.1904761904761905
lt0.17635658914728683
pl0.17635658914728683
sv0.1550695825049702
et0.1326530612244898
is0.1326530612244898
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I'm Detective Hunter. I'm looking into the disappearances. Did you see anything near the orchard last night?"
detectedLang"en"
heavyLang"en"
scores
en0.7964626614261651
tl0.6110515021459226
fr0.547158026233604
nl0.4478293983244478
no0.40230832646331405
pt0.3907563025210084
de0.3561278863232682
ca0.34977578475336324
sq0.31279620853080564
it0.308206106870229
da0.30488974113135187
ms0.3015414258188825
ro0.30019305019305015
sv0.2828882294757666
es0.2691532258064516
et0.25411522633744854
yo0.1997792494481236
cs0.17142857142857143
sl0.14806110458284372
lv0.09261576971214018
is0.08919597989949749
hr0.0845959595959596
tr0.07525510204081631
reliabletrue
passestrue
2
name"Marie"
dialogue"Je... je prenais des photos des pommiers au crépuscule. Il y avait un homme près de la grange, mais je pensais qu'il était juste un employé..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8161071293851376
ca0.5797413793103449
es0.5533669262482821
ro0.5330459770114943
pt0.49974345818368393
it0.45132245357343836
en0.44029850746268656
nl0.4206773618538324
de0.3985194324491055
da0.38485804416403785
no0.3765984654731458
et0.3547319655857048
tl0.35258964143426297
yo0.3486973947895792
lv0.33035714285714285
sl0.2893586005830903
lt0.2872807017543859
pl0.263595166163142
hr0.2459396751740139
sv0.23708920187793428
sk0.22557585385226367
tr0.2060260586319218
az0.1968698517298188
cs0.17442845046570704
sq0.17021276595744683
ms0.16380789022298456
vi0.15730337078651685
eu0.12634408602150538
hu0.09048507462686567
fi0.07407407407407407
hi0.07319391634980989
reliabletrue
passestrue
3
name"Hunter"
dialogue"Ma'am, I don't— Are you saying you were at the orchard? The orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.8063087991145546
tl0.6399176954732511
no0.5726495726495726
da0.5283018867924528
ro0.40476190476190477
sv0.38162544169611307
sq0.37722419928825623
yo0.3566176470588235
cs0.3433395872420263
tr0.3269230769230769
nl0.31237721021611
fr0.30417495029821073
hr0.2842535787321063
ca0.2827868852459016
pl0.2647058823529412
it0.24731182795698922
ms0.1822429906542056
de0.1764705882352941
sk0.17061611374407584
be0.16666666666666666
hu0.1606714628297362
az0.15254237288135594
et0.15254237288135594
is0.15254237288135594
lt0.15254237288135594
lv0.15254237288135594
uk0.15254237288135594
vi0.15254237288135594
reliabletrue
passestrue
4
name"Marie"
dialogue"Voici. Regardez. Il portait quelque chose, je ne sais pas quoi... une bâche ? Il portait quelque chose de grand sur son épaule."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7997626816968259
it0.5047688921496698
nl0.4996293550778354
en0.49664429530201337
ca0.48236196319018404
ro0.47511664074650073
es0.46
yo0.409965034965035
tr0.39624329159212884
sl0.3902439024390244
sq0.3891402714932127
de0.38580527752502275
hr0.38016528925619836
tl0.3546845124282983
az0.3395303326810176
cs0.3395303326810176
pt0.3236472945891784
lt0.32160804020100503
sv0.31955645161290325
da0.3147208121827411
no0.30769230769230765
sk0.2834394904458599
hu0.26390403489640135
pl0.2524916943521595
ms0.23382519863791143
lv0.19738406658739593
et0.15940224159402241
fi0.11533420707732633
ja0.10358565737051792
eu0.09395973154362416
reliabletrue
passestrue
5
name"Hunter"
dialogue"You're going to have to slow down. I have no idea what you just said. Do you speak English? Anyone here speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.8228043143297381
hr0.4879786286731968
tl0.48476702508960573
pl0.45445920303605314
da0.4455159112825458
cs0.4373776908023483
no0.4295634920634921
ca0.4261477045908184
sk0.4261477045908184
sq0.37904967602591794
lv0.3546576879910213
sv0.35174746335963925
yo0.3443557582668187
pt0.33831990794016115
et0.3251173708920188
sl0.2953431372549019
es0.28035043804755944
it0.2532467532467532
vi0.23230974632843793
lt0.22506738544474394
ro0.21981004070556312
tr0.21555252387448842
ms0.2058011049723757
de0.11128284389489954
be0.10852713178294573
hu0.1043613707165109
az0.0987460815047022
is0.0987460815047022
uk0.0987460815047022
reliabletrue
passestrue
6
name"Marie"
dialogue"Je parle un peu... très peu. Non. Je suis désolée. Je suis ici pour étudier, seulement pour le festival de la pomme. Les photos... regardez les photos, s'il vous plaît. Il y a quelque chose dans les photos."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8127340823970037
ca0.6118798515018562
es0.5758022869789745
it0.5694496443279671
en0.5139475908706678
ro0.5133305120609395
nl0.4465832531280077
no0.44174757281553406
da0.41236586612161474
yo0.39759036144578314
sl0.3807215939687668
pt0.37971952535059333
tl0.3604004449388209
hr0.34659090909090906
cs0.33983926521239954
de0.3317838466008135
hu0.32273262661955243
sk0.31384248210023863
az0.3026076409945421
pl0.3021844660194175
sv0.3004866180048662
sq0.2896849907350216
et0.2721518987341772
lv0.2721518987341772
tr0.26376440460947503
ms0.24242424242424243
lt0.23384410393071284
vi0.1797432239657632
eu0.16485112563543936
fi0.0987460815047022
hi0.06275468622656886
is0.061224489795918366
reliabletrue
passestrue
7
name"Hunter"
dialogue"Photos? You said photos? You've got pictures? Show me—no, wait. Stay here. Don't leave town. Can you understand me? Don't leave town."
detectedLang"en"
heavyLang"en"
scores
en0.8042593172564986
tl0.4721283783783784
no0.4712351945854484
nl0.43541102077687444
fr0.42660550458715596
ca0.4202226345083488
pt0.37996031746031744
da0.37374749498997994
de0.34963579604578565
es0.3379237288135593
et0.32795698924731176
lv0.3131868131868132
sv0.31167400881057267
sq0.284077892325315
ro0.26556991774383076
sk0.22360248447204967
tr0.20886075949367086
cs0.20584498094027956
it0.20382165605095542
pl0.19665809768637532
hr0.1391184573002755
sl0.12342215988779803
ms0.11847672778561354
lt0.11347517730496455
az0.10968660968660969
hi0.10968660968660969
fi0.10714285714285714
is0.10586552217453504
reliabletrue
passestrue
8
name"Marie"
dialogue"Quoi ? Pourquoi ?... Mon Dieu. S'il vous plaît, prenez l'appareil. Regardez les photos. La dernière, près de la grange—il regarde vers moi. Il me regarde, monsieur."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8178331735378714
ca0.5734171531207903
es0.49360341151385934
it0.45683247570040025
nl0.4411764705882353
ro0.39528962444302995
en0.37541091387245235
no0.370026525198939
pt0.3683510638297872
tl0.3219129193433262
da0.28678678678678676
tr0.2819349962207105
sq0.26810477657935283
sl0.24722662440570525
de0.23448831587429494
yo0.21030756442227763
hr0.18872758326216907
eu0.181739879414298
sv0.16003536693191867
az0.15780141843971632
fi0.15555555555555556
hi0.14027149321266968
ms0.1340018231540565
lt0.12764003673094582
sk0.12764003673094582
hu0.09264565425023878
et0.09090909090909091
vi0.08123791102514508
lv0.06953966699314398
pl0.06862745098039216
cs0.058473736372646176
reliabletrue
passestrue
9
name"Hunter"
dialogue"Ma'am—madame—stay here. I'll be back with a translator. Don't show anyone else those pictures. You hear me? Don't show anyone."
detectedLang"en"
heavyLang"en"
scores
en0.7861942577886377
tl0.5795795795795796
et0.45862335653518943
fr0.4582043343653251
sq0.44751381215469616
ro0.39236111111111116
pt0.38917975567190227
nl0.38217122683142096
ca0.3524514338575393
no0.33774834437086093
ms0.33014354066985646
es0.3076162215628091
sl0.2985971943887776
de0.2805755395683453
hu0.2805755395683453
cs0.2776057791537668
da0.2768595041322314
it0.2768595041322314
lt0.27159209157127995
sv0.2670157068062827
pl0.25690021231422505
hr0.25213675213675213
yo0.24650161463939718
lv0.2391304347826087
sk0.21612541993281076
vi0.18414918414918416
tr0.16666666666666666
fi0.16467780429594273
eu0.16367980884109917
az0.15560916767189384
is0.0967741935483871
reliabletrue
passestrue
10
name"Marie"
dialogue"Attendez ! Monsieur ! Attendez ! ...Il me regardait. Il me regardait à travers l'objectif... Et je le sais, parce que je l'ai entendu. Derrière moi. Il marchait derrière moi."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7987689393939394
ca0.5911495911495912
es0.5509772847332277
pt0.5301271420674406
it0.5256696428571429
en0.43820224719101125
nl0.42528735632183906
ro0.375
sl0.375
no0.37454010301692425
da0.36990363232023726
yo0.3584905660377359
tr0.31006493506493504
tl0.2951907131011609
sk0.2735042735042735
et0.27163667523564694
cs0.256993006993007
pl0.2349234923492349
hr0.22937443336355398
de0.21223354958294718
az0.20112781954887218
sq0.14829659318637273
sv0.1273100616016427
eu0.1127348643006263
hu0.10337552742616034
ms0.08993576017130622
is0.08798283261802575
lv0.08207343412526999
fi0.08108108108108109
reliabletrue
passestrue
11
name"Hunter"
dialogue"One of my guys will be here in ten minutes, okay? Ten minutes."
detectedLang"en"
heavyLang"en"
scores
en0.8134328358208955
tl0.673913043478261
de0.6148908857509628
nl0.592391304347826
pl0.5918367346938775
yo0.5090016366612111
lt0.47368421052631576
cs0.46428571428571425
sk0.46428571428571425
sl0.4296577946768061
it0.4163424124513619
ro0.4140625
sv0.3710691823899371
fr0.3603411513859275
sq0.35205183585313177
no0.3492407809110629
hr0.33920704845814975
ca0.33035714285714285
et0.3227990970654628
ms0.3087557603686636
hu0.2805755395683453
is0.22879177377892032
az0.21875
fi0.1935483870967742
da0.18256130790190736
es0.18256130790190736
pt0.17355371900826447
reliabletrue
passestrue