Run: 2026-06-24-01KVX2G04JSW3CR9DCH009ZXB6

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
35.9s
Cost:
$0.008082
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: "Oh... sí, detective. Fue horrible. Estaba sentada aquí, revisando las fotos que tomé en el festival de la manzana anoche, y... vi todo. Una sombra oscura se acercó a la persona y simplemente desapareció en la nada. Estoy temblando solo de recordarlo." Hunter: "Excuse me, miss. Detective Hunter. I'm investigating the recent disappearances around town. Mind if I sit down? I heard you were at the orchards last night. I'm sorry, I don't understand a word of that. Do you speak English?" Maria: "No entiendo, señor. Lo siento muchísimo. No hablo inglés. Solo quiero ayudar, pero tengo mucho miedo. Esa cosa... lo que sea que fue, no era humana. Se la llevó arrastrando hacia los árboles." Hunter: "English? Look, miss, I really need to know what happened. I don't speak Spanish. Not a word of it. Can you just point? Or show me what you're looking at on that camera?" Maria: "¿Señalar? No sé qué quiere que le diga. Tengo pruebas en mi cámara, mire. Pero por favor, entiéndame, estoy aterrada de que regrese por mí. No debería estar aquí afuera, tan visible." Hunter: "Alright, you're clearly shaken up. I can see the fear in your eyes, but I can't understand you, and you can't understand me. I need to know what you saw. Just... stay right here. Don't move. I'll get a translator." Maria: "¿Qué? ¿Se va? ¡No me deje aquí sola, por favor! ¡El responsable podría estar cerca! ¡Mire la cámara, las fotos lo demuestran!" Hunter: "Hunter here. ... You're kidding me. ... Another one? At the cider mill? ... I'm on my way. (To Maria) I gotta go. Stay safe. I'll get someone who speaks your language down here." Maria: "¡Espere! ¡No entiendo! ¡Por favor, mire las fotos en mi cámara! ¡Tienen la respuesta!"
created_at"2026-06-24T15:03:06.146Z" 6/24/2026, 3:03:06 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2368
moderation_latency(null)
generation_time35046
tokens_prompt317
tokens_completion1728
native_tokens_prompt270
native_tokens_completion1751
native_tokens_completion_images(null)
native_tokens_reasoning1281
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)
usage0.0080824
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"20260624230306ad17760178034dca"
is_byokfalse
latency2368
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-1782313386-rqFDfki5f4nezJrDje8d"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313386-HVdAiaqTfVj7L2Bcvp8m"
upstream_id"20260624230306ad17760178034dca"
total_cost0.0080824
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"Maria"
dialogue"Oh... sí, detective. Fue horrible. Estaba sentada aquí, revisando las fotos que tomé en el festival de la manzana anoche, y... vi todo. Una sombra oscura se acercó a la persona y simplemente desapareció en la nada. Estoy temblando solo de recordarlo."
detectedLang"es"
heavyLang"es"
scores
es0.774343544857768
ca0.694387849601778
pt0.6474358974358975
it0.609652235628105
fr0.5844875346260388
ro0.5174027493419129
en0.5031616982836495
tl0.4867807153965785
nl0.4353182751540041
no0.4302486187845304
da0.42105263157894735
sl0.3949394939493949
sq0.3911439114391144
sv0.38317757009345793
hr0.36194895591647336
eu0.3572263342423062
cs0.32653061224489793
sk0.3181818181818182
de0.30788590604026844
ms0.3064312736443884
tr0.2969748615253515
hu0.28879310344827586
yo0.2728074041427942
et0.2650334075723831
lv0.254405784003615
fi0.2445054945054945
lt0.22752808988764048
pl0.21577946768060838
az0.207492795389049
vi0.1758241758241758
is0.14151925078043703
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. Detective Hunter. I'm investigating the recent disappearances around town. Mind if I sit down? I heard you were at the orchards last night. I'm sorry, I don't understand a word of that. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.7980442176870748
tl0.6342402464065708
no0.5346178967994775
da0.511986301369863
fr0.49414270500532487
pt0.4716351501668521
nl0.47065378900445765
sv0.45065535851966076
ro0.4431418522860493
it0.41955193482688385
ca0.39999999999999997
de0.39797211660329534
cs0.3815104166666667
sq0.3649732620320856
hr0.3528610354223433
es0.33348924228250704
sk0.33286516853932585
sl0.30078508341511284
ms0.29906542056074764
yo0.28856714927608584
pl0.26772867420349433
et0.26546391752577314
is0.23551502145922748
lt0.18988061398521885
hu0.179147465437788
lv0.16274970622796708
az0.14976133651551313
vi0.14619532654284
tr0.12630288166768855
fi0.1214549938347719
be0.04682274247491639
eu0.04682274247491639
uk0.04233870967741936
reliabletrue
passestrue
2
name"Maria"
dialogue"No entiendo, señor. Lo siento muchísimo. No hablo inglés. Solo quiero ayudar, pero tengo mucho miedo. Esa cosa... lo que sea que fue, no era humana. Se la llevó arrastrando hacia los árboles."
detectedLang"es"
heavyLang"es"
scores
es0.8152616498265722
pt0.5986238532110092
it0.5927526595744681
ca0.5559985501993476
fr0.4248826291079812
tl0.35356200527704484
ro0.33023510114816845
en0.3209534368070953
ms0.2690930787589499
sk0.26865671641791045
no0.2575757575757575
sq0.2456896551724138
cs0.23485321673953777
hr0.2329367564182843
sl0.22073791348600508
sv0.21524663677130043
yo0.21524663677130043
eu0.2009132420091324
fi0.1806020066889632
da0.16439290586630287
tr0.16095890410958905
pl0.15865384615384615
et0.15691672401927045
lt0.14634146341463414
is0.1451500348918353
lv0.1445530726256983
hu0.12811387900355872
vi0.125
de0.059861857252494245
nl0.059139784946236555
az0.05332302936630603
reliabletrue
passestrue
3
name"Hunter"
dialogue"English? Look, miss, I really need to know what happened. I don't speak Spanish. Not a word of it. Can you just point? Or show me what you're looking at on that camera?"
detectedLang"en"
heavyLang"en"
scores
en0.8252039287497919
tl0.6523178807947021
no0.4801980198019802
da0.44591029023746703
fr0.41536748329621387
ca0.4003426613363792
nl0.39095127610208813
et0.3697478991596639
ro0.3689903846153846
pl0.3670886075949367
sv0.3667068757539204
yo0.3663246831623416
hr0.3597560975609756
sq0.3597560975609756
cs0.3574051407588739
it0.34497816593886466
de0.3324856961220598
sk0.3119266055045872
pt0.30463576158940403
es0.2837653478854025
lv0.2778541953232462
sl0.2563739376770538
ms0.25
lt0.2290748898678414
tr0.22337278106508876
is0.22106824925816024
hu0.21875
fi0.21524663677130043
az0.20634920634920634
vi0.11242603550295857
hi0.07407407407407407
be0.0625
eu0.0625
uk0.05660377358490566
reliabletrue
passestrue
4
name"Maria"
dialogue"¿Señalar? No sé qué quiere que le diga. Tengo pruebas en mi cámara, mire. Pero por favor, entiéndame, estoy aterrada de que regrese por mí. No debería estar aquí afuera, tan visible."
detectedLang"es"
heavyLang"es"
scores
es0.7899879993142466
ca0.6463625866050808
pt0.5797598627787307
fr0.49064449064449067
it0.44368755676657584
tl0.36495593571798857
ro0.3556023145712782
yo0.3545837723919915
tr0.3463180362860192
no0.3445692883895131
en0.3356832971800434
is0.32950191570881227
sl0.29718875502008035
eu0.2967853042479908
nl0.29394812680115273
sv0.2852975495915986
da0.27771226415094336
ms0.2725653206650831
hr0.2589231699939504
et0.23389618511569732
sq0.22858942065491183
hu0.22566371681415928
sk0.2081447963800905
lv0.1924851680949242
az0.17674731182795697
de0.15575465196416266
fi0.125
pl0.11103047895500726
lt0.0641711229946524
cs0.06273909716908953
reliabletrue
passestrue
5
name"Hunter"
dialogue"Alright, you're clearly shaken up. I can see the fear in your eyes, but I can't understand you, and you can't understand me. I need to know what you saw. Just... stay right here. Don't move. I'll get a translator."
detectedLang"en"
heavyLang"en"
scores
en0.8201438848920863
tl0.5550161812297735
no0.5006808896958693
sv0.4516450648055832
nl0.4508237643534698
da0.44779116465863456
et0.40604751619870405
yo0.3926007730535616
sq0.38167509836987074
pl0.3767705382436261
de0.358600583090379
ro0.3552168815943728
ms0.35217903415783275
cs0.3487270574304322
sl0.342498505678422
it0.3251533742331288
fr0.32432432432432434
ca0.31378665003119155
hr0.30861093651791327
sk0.3064312736443884
pt0.25119128658951667
az0.24294562973158984
lv0.22644163150492264
lt0.2231638418079096
is0.22096317280453256
es0.2204110559886605
tr0.2069214131218457
hu0.16855631141345426
vi0.16729750189250567
fi0.11147011308562196
eu0.11075181891673404
be0.05982905982905983
uk0.05417024935511608
reliabletrue
passestrue
6
name"Maria"
dialogue"¿Qué? ¿Se va? ¡No me deje aquí sola, por favor! ¡El responsable podría estar cerca! ¡Mire la cámara, las fotos lo demuestran!"
detectedLang"es"
heavyLang"es"
scores
es0.8037857802400739
ca0.7427360774818402
pt0.6486151302190988
it0.6059341678256838
fr0.5402920497566253
ro0.538795442213782
en0.4842233009708738
sq0.4720496894409938
tl0.42450914014895064
no0.41780821917808225
sl0.3813682678311499
hr0.3694362017804154
cs0.3333333333333333
yo0.3269992082343626
sv0.2910758965804838
nl0.2869127516778523
sk0.25503943908851884
da0.24444444444444446
lv0.23766816143497754
tr0.21658986175115208
pl0.20337394564198688
lt0.19507575757575757
de0.19431279620853079
fi0.17234664070107109
vi0.17073170731707318
is0.16090819348469892
et0.15674603174603174
az0.1317671092951992
hu0.1282051282051282
eu0.1173416407061267
ms0.08993576017130622
reliabletrue
passestrue
7
name"Hunter"
dialogue"Hunter here. ... You're kidding me. ... Another one? At the cider mill? ... I'm on my way. I gotta go. Stay safe. I'll get someone who speaks your language down here."
detectedLang"en"
heavyLang"en"
scores
en0.7961810770220983
tl0.5687698592827962
no0.4647887323943662
da0.45807187678265826
et0.35767410412440837
sq0.35330156569094623
nl0.3484224965706447
fr0.34346924671734624
pl0.34346924671734624
ms0.33936022253129344
it0.32432432432432434
sv0.31654676258992803
yo0.30095658572479767
ro0.2988929889298893
fi0.2618492618492619
is0.2513790386130812
hr0.24841772151898736
sk0.24302788844621515
ca0.2375601926163724
es0.22764227642276424
cs0.21875
de0.21292460646230324
pt0.19423240033927056
tr0.17247386759581881
hu0.15555555555555556
sl0.1340018231540565
az0.12199630314232902
lt0.1171003717472119
hi0.08123791102514508
eu0.07587548638132297
be0.06862745098039216
lv0.06219151036525173
uk0.06219151036525173
vi0.06219151036525173
reliabletrue
passestrue
8
name"Maria"
dialogue"¡Espere! ¡No entiendo! ¡Por favor, mire las fotos en mi cámara! ¡Tienen la respuesta!"
detectedLang"es"
heavyLang"es"
scores
es0.8019290389252497
ca0.7020725388601036
pt0.6702981651376146
it0.6363061353573688
fr0.5939265536723164
no0.5539177657098526
nl0.5403677058353318
ro0.5168067226890757
tl0.4772727272727273
tr0.46955719557195574
sq0.46511627906976744
en0.46361940298507465
sv0.4549763033175355
fi0.4323790720631787
da0.4156504065040651
sk0.3940990516332982
sl0.3940990516332982
lv0.36882546652030734
hr0.3604004449388209
eu0.3179122182680902
yo0.3179122182680902
de0.2996345919610231
cs0.2758186397984887
pl0.26937738246505716
is0.26658163265306123
lt0.26376440460947503
et0.1958041958041958
az0.18323863636363635
hu0.12878787878787878
vi0.1274658573596358
ms0.09591194968553458
reliabletrue
passestrue