Run: 2026-09-02-01M1H576CRASK7V7J87SHMEPP9

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
17.5s
Cost:
$0.000157
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="Maria"> Maria is a 30-year old college student on a study abroad program. Born in Spain, she is fluent in Spanish 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 Spanish, 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: Maria 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 Spanish, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Maria and Hunter as a voice sheet: Maria: "..." Hunter: "..."

Model response

AI
Maria: * suspirando mientras revisa las fotos de su cámara * "Qué extraño... estas luces en el bosque no deberían estar aquí..." Hunter: "Ma'am? Excuse me. Detective Hunter, Alborn PD. I'm asking everyone in town about the disappearances near the old orchard. Did you see anything unusual last Tuesday night?" Maria: "¿Qué? Lo siento... no entiendo lo que dices." Hunter: "You speak English? No? Great. Just... yes or no, ma'am. Did you see anything unusual near Miller's Orchard?" Maria: "¿El huerto de Miller? Yo... yo estaba allí el martes por la noche. Tomaba fotografías del cielo..." Hunter: "I don't... Look, do you understand 'orchard'? Orchard?" Maria: "Sí, sí, el huerto. Vi algo ahí. Vi personas. Hombres con linterna. Y luego... luego no vi a nadie más. El señor de sombrero... desapareció. Justo delante de mí." Hunter: "Okay, you're saying a lot of words right now, and I'm getting none of them. Anyone here speak Spanish?" Maria: "Era espeluznante. Las luces se apagaron y el señor... simplemente no estaba. Llamé a la policía pero nadie respondió. ¡Por favor, usted debe hacer algo!" Hunter: "Alright, look, I'm gonna take a wild guess that what you're saying isn't good news. The shaking head, that I understand." Maria: "Tiene que creerme. Tengo las fotos. ¡Mira! Aquí, mire mi cámara. Las fotos... están borrosas, pero puede ver las luces. Y puede ver que él ya no está." Hunter: "Is that... are those photos of something? That could actually be useful. Hold on—" Maria: "¿Qué pasa? ¿Por qué contesta el teléfono?" Hunter: "Hunter here. ...Yeah? Another one? Where? ...The school? I'm on my way." * holstered phone * "Ma'am, I gotta run. Something's happened. If you— if you know anything, you come to the station. Anyone there can... eh, we'll figure it out." Maria: "¡Espere! ¡No se vaya! ¿Qué pasa? ¿Otra persona ha desaparecido? ¡Espere, por favor!" Hunter: "Keep your camera close, ma'am. And stay in town."
created_at"2026-09-02T13:34:01.119Z" 9/2/2026, 1:34:01 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1258
moderation_latency(null)
generation_time17484
tokens_prompt304
tokens_completion525
native_tokens_prompt270
native_tokens_completion547
native_tokens_completion_images(null)
native_tokens_reasoning14
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)
usage0.000157
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356041-b15nqq8sPLx3gbS8BvdO"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356041-cJmsaNalN6y5KVhgozEq"
upstream_id"20260902213401c4d518ea42844335"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902213401c4d518ea42844335"
is_byokfalse
latency1257
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.000157
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"Maria"
dialogue"Qué extraño... estas luces en el bosque no deberían estar aquí..."
detectedLang"es"
heavyLang"es"
scores
es0.8
ca0.6966794380587484
pt0.576271186440678
en0.44638694638694637
fr0.4318181818181818
no0.3994943109987357
sv0.39490445859872614
ro0.38946015424164526
nl0.33098591549295775
lv0.31948424068767906
is0.31654676258992803
tr0.29420505200594355
eu0.2835595776772248
hr0.2824773413897281
sl0.2692307692307693
sk0.26127527216174184
tl0.24121405750798725
da0.2375601926163724
de0.2375601926163724
hu0.20833333333333331
et0.1935483870967742
lt0.18664383561643835
fi0.15026833631484796
it0.14414414414414414
pl0.13636363636363635
cs0.12683823529411764
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am? Excuse me. Detective Hunter, Alborn PD. I'm asking everyone in town about the disappearances near the old orchard. Did you see anything unusual last Tuesday night?"
detectedLang"en"
heavyLang"en"
scores
en0.7786333012512031
tl0.5712155108128262
fr0.456778460085026
nl0.4186046511627907
it0.3653421633554084
pt0.3539325842696629
no0.3348756506651243
ro0.3247210804462713
ms0.3231312536786345
de0.32273262661955243
sq0.2936117936117936
et0.2798998121477771
es0.27944862155388467
sv0.254698639014906
ca0.2532467532467532
sl0.24242424242424243
da0.21662125340599456
yo0.18957011980267793
cs0.11538461538461538
az0.06807131280388978
pl0.06807131280388978
fi0.061224489795918366
lv0.06045751633986928
is0.058149058149058144
hr0.055053410024650785
tr0.04880066170388751
reliabletrue
passestrue
2
name"Maria"
dialogue"¿Qué? Lo siento... no entiendo lo que dices."
detectedLang"es"
heavyLang"es"
scores
es0.8280175109443402
pt0.7306562193927522
it0.670263788968825
ca0.6395806028833552
fr0.597953216374269
en0.5266781411359724
lt0.43298969072164945
sk0.4136460554371002
tl0.40347071583514105
yo0.3325242718446602
lv0.3226600985221675
hr0.26861702127659576
no0.260752688172043
cs0.25474254742547425
fi0.2486338797814208
vi0.2486338797814208
tr0.24242424242424243
ms0.22096317280453256
et0.21875
nl0.21875
pl0.21428571428571427
reliabletrue
passestrue
3
name"Hunter"
dialogue"You speak English? No? Great. Just... yes or no, ma'am. Did you see anything unusual near Miller's Orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.7843397478433974
tl0.47833065810593905
et0.4222222222222222
no0.34077079107505076
ca0.3193717277486911
es0.3157894736842105
fr0.27048260381593714
de0.2605233219567691
ms0.2588369441277081
pt0.24855491329479767
sv0.2111650485436893
hr0.21020656136087487
ro0.20924574209245742
tr0.2073170731707317
da0.1875
it0.17825537294563845
lv0.1677336747759283
ja0.13333333333333333
sq0.13333333333333333
sk0.12280701754385964
az0.12043301759133965
hu0.12043301759133965
is0.11924119241192413
cs0.10714285714285714
fi0.10344827586206896
nl0.10344827586206896
pl0.10344827586206896
reliabletrue
passestrue
4
name"Maria"
dialogue"¿El huerto de Miller? Yo... yo estaba allí el martes por la noche. Tomaba fotografías del cielo..."
detectedLang"es"
heavyLang"es"
scores
es0.7959183673469388
ca0.686141960405601
it0.6048632218844985
pt0.5790155440414508
fr0.5757180156657963
de0.5178041543026707
tl0.5174461766889383
no0.5138369483919223
da0.4873817034700315
ro0.4873817034700315
sv0.47958366693354687
sq0.4227353463587922
en0.39870490286771504
nl0.3890977443609023
tr0.37799043062200954
yo0.34277047522750254
hu0.3236212278876171
sk0.31362196409714893
sl0.3114406779661017
et0.30032292787944026
pl0.2988133764832794
az0.2934782608695652
lv0.2911668484187568
eu0.281767955801105
hr0.23529411764705882
cs0.23258559622195982
lt0.2215568862275449
fi0.1709183673469388
ms0.15803108808290156
is0.11924119241192413
vi0.11444141689373298
reliabletrue
passestrue
5
name"Hunter"
dialogue"I don't... Look, do you understand 'orchard'? Orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.7653429602888087
no0.6140142517814726
da0.5751633986928104
cs0.5517241379310345
sv0.5178041543026707
pl0.5163690476190477
tl0.49455676516329705
sk0.4741100323624596
de0.4519392917369309
hr0.44349315068493156
nl0.43771626297577854
sq0.4357638888888889
fr0.37137330754352027
vi0.3486973947895792
yo0.336734693877551
ro0.33537832310838445
pt0.32432432432432434
ca0.29805615550755943
is0.29653679653679654
sl0.2696629213483146
it0.26136363636363635
be0.17721518987341772
tr0.17721518987341772
hu0.1709183673469388
az0.16237113402061853
et0.16237113402061853
lt0.16237113402061853
lv0.16237113402061853
uk0.16237113402061853
reliabletrue
passestrue
6
name"Maria"
dialogue"Sí, sí, el huerto. Vi algo ahí. Vi personas. Hombres con linterna. Y luego... luego no vi a nadie más. El señor de sombrero... desapareció. Justo delante de mí."
detectedLang"es"
heavyLang"es"
scores
es0.7937381002750159
pt0.6225319396051104
ca0.6090617481956696
it0.5422535211267606
sv0.4897959183673469
no0.4786096256684492
tl0.476931330472103
fr0.4628099173553719
en0.42882249560632685
ro0.42341809580130096
hu0.40548780487804875
da0.3890977443609023
de0.3317340644276902
yo0.33035714285714285
lv0.3080198722498226
ms0.30752840909090906
tr0.2945007235890014
vi0.2903930131004367
eu0.2893586005830903
sq0.27670623145400597
sk0.27293064876957496
nl0.26911544227886053
pl0.2608036391205459
lt0.24418604651162787
hr0.2181234963913392
az0.21686746987951808
sl0.2156074014481094
et0.20278004905968927
fi0.20016406890894176
is0.1680887372013652
cs0.16380789022298456
reliabletrue
passestrue
7
name"Hunter"
dialogue"Okay, you're saying a lot of words right now, and I'm getting none of them. Anyone here speak Spanish?"
detectedLang"en"
heavyLang"en"
scores
en0.8164878599661208
tl0.634214969048959
nl0.44539249146757676
de0.4268077601410935
yo0.3838862559241706
no0.3821292775665399
it0.30997876857749473
ro0.3055555555555556
fr0.2919389978213508
sq0.2793791574279379
is0.2688413948256468
hu0.2588369441277081
sv0.2554410080183276
da0.2502883506343714
ca0.24681344148319811
pt0.2415402567094516
hr0.21592279855247284
tr0.2140266021765417
ms0.19154228855721395
cs0.16879795396419436
es0.16879795396419436
sk0.16666666666666666
pl0.1390728476821192
sl0.12162162162162163
lt0.11202185792349727
az0.09722222222222222
eu0.09722222222222222
lv0.09722222222222222
vi0.09722222222222222
et0.08835904628330996
fi0.08835904628330996
reliabletrue
passestrue
8
name"Maria"
dialogue"Era espeluznante. Las luces se apagaron y el señor... simplemente no estaba. Llamé a la policía pero nadie respondió. ¡Por favor, usted debe hacer algo!"
detectedLang"es"
heavyLang"es"
scores
es0.8075278015397775
pt0.6409192467283753
ca0.6200607902735562
fr0.5634458672875436
it0.5533942040492259
ro0.5402533714752759
en0.5267143458140513
tl0.5076586433260394
sq0.4673295454545454
no0.44825895046591463
eu0.39775160599571735
da0.38050660792951546
hr0.3626062322946175
sl0.3401759530791789
sk0.3382352941176471
cs0.33471318746303963
nl0.3093922651933701
pl0.27930813581037794
sv0.27606177606177607
hu0.2713730569948187
de0.25099866844207724
yo0.25099866844207724
lv0.2388362652232747
fi0.22733516483516483
tr0.2083040112596763
lt0.2077464788732394
az0.20662905500705217
ms0.2043847241867044
vi0.1830065359477124
et0.17096536477523952
is0.0625
reliabletrue
passestrue
9
name"Hunter"
dialogue"Alright, look, I'm gonna take a wild guess that what you're saying isn't good news. The shaking head, that I understand."
detectedLang"en"
heavyLang"en"
scores
en0.7878876535985957
tl0.637137137137137
no0.5140750670241286
da0.47804175665946724
sv0.43623639191290825
de0.4013212221304706
nl0.3744607420189819
fr0.3623570800351803
it0.358974358974359
yo0.34802158273381295
et0.3153918791312559
cs0.3068833652007648
pl0.2988394584139265
ro0.29474708171206226
sk0.28641732283464566
sq0.2814667988107037
is0.28075396825396826
pt0.28075396825396826
ca0.27427427427427425
hr0.257172131147541
tr0.25411522633744854
hu0.2352320675105485
fi0.19712070874861573
sl0.1881298992161254
lt0.16666666666666666
ms0.16281755196304848
az0.15501165501165504
lv0.15501165501165504
vi0.15501165501165504
es0.15402567094515754
ka0.12545235223160436
hi0.0903387703889586
be0.0880503144654088
eu0.0880503144654088
uk0.0799492385786802
reliabletrue
passestrue
10
name"Maria"
dialogue"Tiene que creerme. Tengo las fotos. ¡Mira! Aquí, mire mi cámara. Las fotos... están borrosas, pero puede ver las luces. Y puede ver que él ya no está."
detectedLang"es"
heavyLang"es"
scores
es0.7980910425844346
ca0.5571658615136876
pt0.547945205479452
fr0.4081779053084649
it0.37688821752265855
tr0.37310030395136784
tl0.3692660550458715
en0.3153526970954357
hr0.2954739538855679
ro0.28323197219808866
pl0.2775831873905429
sk0.2775831873905429
cs0.27568042142230026
nl0.2653606411398041
hu0.260752688172043
sq0.24519670631290025
lv0.24311926605504589
no0.22752808988764048
eu0.2224316682375118
yo0.17417417417417416
az0.1691842900302115
sl0.16158536585365854
lt0.14772727272727273
de0.1397288842544317
is0.11764705882352942
ms0.11003236245954692
vi0.10617551462621885
fi0.08435072142064373
et0.07094594594594594
da0.0667420814479638
sv0.0667420814479638
reliabletrue
passestrue
11
name"Hunter"
dialogue"Is that... are those photos of something? That could actually be useful. Hold on—"
detectedLang"en"
heavyLang"en"
scores
en0.8396456933414783
fr0.5349867139061116
tl0.527027027027027
nl0.450261780104712
yo0.4432661717921527
ro0.40273037542662116
ca0.34863523573200994
hu0.34045226130653267
es0.33035714285714285
pt0.31462140992167104
lt0.2677824267782427
is0.2563739376770538
hi0.23469387755102045
de0.22680412371134018
et0.22680412371134018
fi0.2222222222222222
da0.1758241758241758
sq0.16
no0.1518578352180937
hr0.1435562805872757
pl0.13793103448275862
ms0.12935323383084577
cs0.125
sk0.125
lv0.1191275167785235
reliabletrue
passestrue
12
name"Maria"
dialogue"¿Qué pasa? ¿Por qué contesta el teléfono?"
detectedLang"es"
heavyLang"es"
scores
es0.8224431818181818
ca0.6917385943279902
pt0.6296296296296297
ro0.6056782334384858
it0.5421245421245421
tl0.44933920704845814
sq0.43052391799544415
fr0.4212962962962963
en0.4186046511627907
nl0.3811881188118812
ms0.3573264781491003
sl0.3556701030927836
sk0.34895833333333337
lv0.34210526315789475
sv0.34210526315789475
hu0.3333333333333333
eu0.32432432432432434
no0.32432432432432434
fi0.2917847025495751
hr0.2378048780487805
is0.23076923076923078
et0.20127795527156547
cs0.19093851132686085
da0.19093851132686085
de0.19093851132686085
lt0.19093851132686085
pl0.19093851132686085
reliabletrue
passestrue
13
name"Hunter"
dialogue"Ma'am, I gotta run. Something's happened. If you— if you know anything, you come to the station. Anyone there can... eh, we'll figure it out."
detectedLang"en"
heavyLang"en"
scores
en0.7868308858360966
tl0.5794392523364486
yo0.4238156209987196
it0.4182288299935359
sq0.40789473684210525
da0.3902439024390244
no0.3898305084745763
sv0.3894165535956581
fr0.32685115931189235
de0.3263473053892215
cs0.29522317932654657
lv0.2706645056726094
pl0.2647058823529412
hr0.26108374384236455
ro0.25864909390444807
ca0.24496644295302009
sk0.22613929492691315
lt0.2119089316987741
nl0.20424403183023873
ms0.19282511210762332
tr0.18625678119349007
az0.18404351767905713
fi0.1773308957952468
sl0.16974169741697415
hu0.1627906976744186
es0.14040114613180515
pt0.14040114613180515
et0.11937377690802348
zh0.07881269191402251
be0.07216494845360825
is0.06542056074766354
uk0.06542056074766354
vi0.06542056074766354
reliabletrue
passestrue
14
name"Maria"
dialogue"¡Espere! ¡No se vaya! ¿Qué pasa? ¿Otra persona ha desaparecido? ¡Espere, por favor!"
detectedLang"es"
heavyLang"es"
scores
es0.8074454428754815
pt0.7104247104247103
ca0.6877168632893824
it0.6218487394957983
no0.527806925498426
sq0.504950495049505
en0.4779582366589328
eu0.47491248541423564
lv0.45848375451263534
sv0.44237918215613387
ro0.44029850746268656
hr0.3943472409152086
fr0.3706293706293706
sk0.3440233236151603
da0.34210526315789475
tr0.3401759530791789
tl0.3273542600896861
sl0.30448222565687794
cs0.3023255813953488
yo0.3023255813953488
hu0.2913385826771654
ms0.2682926829268293
nl0.23728813559322032
pl0.22945205479452058
fi0.1847826086956522
de0.14285714285714285
lt0.13793103448275862
is0.12280701754385964
az0.11591355599214145
et0.11591355599214145
reliabletrue
passestrue
15
name"Hunter"
dialogue"Keep your camera close, ma'am. And stay in town."
detectedLang"en"
heavyLang"en"
scores
en0.7803806734992679
tl0.6287128712871286
de0.5090016366612111
it0.5041322314049587
ro0.5
nl0.4360902255639098
ms0.42857142857142855
sv0.38650306748466257
yo0.3839835728952772
sl0.33920704845814975
zh0.33920704845814975
ca0.2537313432835821
es0.24812030075187969
az0.21875
pl0.21875
fr0.20212765957446807
lt0.20212765957446807
reliabletrue
passestrue