Run: 2026-06-24-01KVX3DREGK8HTGJNWHB2QWXRS

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
1m 1s
Cost:
$0.011158
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: "Lo siento, no le he visto acercarse. ¿Puedo ayudarle en algo?" *(I'm sorry, I didn't see you approach. Can I help you with something?)* Hunter: "Excuse me, miss. Detective Hunter. I'm investigating the incident by the apple orchard last night. I need to ask you a few questions." Maria: "¿Perdón? No entiendo inglés. Ay, Dios mío, ¿es por lo de anoche? Todavía estoy temblando. Vi una sombra detrás del granero cuando hacía fotos del paisaje." *(Pardon? I don't understand English. Oh, my God, is it about last night? I'm still trembling. I saw a shadow behind the barn when I was taking landscape photos.)* Hunter: "I'm sorry, I don't speak Spanish. Do you... speak English? English?" Maria: "No... no hablo inglés. Solo soy una estudiante de intercambio. Por favor, ese hombre en el bosque... tenía algo en la mano. Estaba tan oscuro. Me escondí detrás de un árbol. ¡Fue horrible!" *(No... I don't speak English. I'm just an exchange student. Please, that man in the woods... he had something in his hand. It was so dark. I hid behind a tree. It was horrible!)* Hunter: "Apple orchard. Last night." [Points to her camera]. "Did you take pictures? Photos?" Maria: "¿Fotos? Sí, fotos. Pero... pero la niebla lo cubría todo. No sé si la policía podrá ver su cara. Es por las personas que faltan, ¿verdad? He oído a la gente del pueblo hablar de las desapariciones. ¡Tengo mucho miedo!" *(Photos? Yes, photos. But... but the fog covered everything. I don't know if the police will be able to see his face. It's about the missing people, isn't it? I've heard the townspeople talking about the disappearances. I'm very scared!)* Hunter: "Look, I can't understand a word you're saying. Just stay here. Don't leave town. I'll get a translator." Maria: "¿Qué? Por favor, mírelas usted mismo. La cámara... hay algo raro en las imágenes de la noche." *(What? Please, look at them yourself. The camera... there is something strange in the night pictures.)* Hunter: [Phone rings] "Hold that thought. Detective Hunter. ... What? ... Where? ... I'll be right there." [Hangs up] "I have to go. Stay put. I'll find someone who speaks Spanish." Maria: "¿Se va? ¡Espere, por favor! No me deje sola con esto..." *(Are you leaving? Wait, please! Don't leave me alone with this...)*
created_at"2026-06-24T15:19:21.308Z" 6/24/2026, 3:19:21 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4290
moderation_latency(null)
generation_time60556
tokens_prompt317
tokens_completion2494
native_tokens_prompt270
native_tokens_completion2450
native_tokens_completion_images(null)
native_tokens_reasoning1824
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)
usage0.011158
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"202606242319217dfe46a160bd47ba"
is_byokfalse
latency4290
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-1782314361-jRaB14J2lingP5TocsaV"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782314361-tIkgyjElZhC8eGEezcxb"
upstream_id"202606242319217dfe46a160bd47ba"
total_cost0.011158
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"Lo siento, no le he visto acercarse. ¿Puedo ayudarle en algo?"
detectedLang"es"
heavyLang"es"
scores
es0.8109243697478992
it0.6290189612530915
pt0.6259351620947631
ca0.5486459378134404
sl0.506578947368421
fr0.46492271105826394
yo0.44512946979038226
tl0.42528735632183906
no0.4140625
lt0.39839572192513373
sk0.3715083798882682
fi0.36886395511921455
en0.34687953555878087
da0.3283582089552239
is0.31402439024390244
lv0.3108728943338438
tr0.3055555555555556
nl0.2537313432835821
sv0.2474916387959866
ro0.20212765957446807
hr0.18330308529945552
hu0.17883211678832117
cs0.17279411764705882
vi0.16820702402957485
eu0.14285714285714285
pl0.14285714285714285
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. Detective Hunter. I'm investigating the incident by the apple orchard last night. I need to ask you a few questions."
detectedLang"en"
heavyLang"en"
scores
en0.7923875432525952
tl0.6644295302013423
fr0.6465043205027493
it0.5774647887323944
no0.5599022004889975
nl0.5588235294117647
ro0.5436105476673428
pt0.5415180845644422
ca0.5305164319248826
da0.5179432244242099
es0.5079278294149808
cs0.5013850415512465
de0.49095022624434387
sq0.47674418604651164
sv0.4561933534743202
sk0.45021380574221137
hr0.43644333124608636
et0.43573667711598746
sl0.43037974683544306
pl0.38101788170563966
yo0.3679775280898876
ms0.3273542600896861
lt0.3253373313343328
az0.3055555555555556
lv0.2653061224489796
hu0.23857868020304565
is0.23469387755102045
tr0.18625678119349007
fi0.17958067456700091
vi0.1287512100677638
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
2
name"Maria"
dialogue"¿Perdón? No entiendo inglés. Ay, Dios mío, ¿es por lo de anoche? Todavía estoy temblando. Vi una sombra detrás del granero cuando hacía fotos del paisaje."
detectedLang"es"
heavyLang"es"
scores
es0.7827929646111464
pt0.6127691726482811
ca0.6011673151750972
it0.5885186672019269
fr0.4186046511627907
tl0.38622754491017963
no0.3512658227848101
de0.3234323432343234
en0.3229854689564069
da0.318936877076412
sv0.318936877076412
lv0.3134628265237776
nl0.2921270718232044
hu0.2847173761339846
sq0.2740793201133145
yo0.2730496453900709
et0.271499644633973
lt0.26785714285714285
ro0.2620590352771779
tr0.2545454545454545
sk0.236783320923306
sl0.23393124065769805
ms0.20849420849420847
hr0.1865079365079365
az0.17405318291700242
pl0.16598860862489828
vi0.15707236842105263
fi0.14154103852596317
cs0.10947002606429192
eu0.0639269406392694
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry, I don't speak Spanish. Do you... speak English? English?"
detectedLang"en"
heavyLang"en"
scores
en0.8
tl0.5021337126600285
hr0.48604992657856094
sq0.48604992657856094
cs0.47447447447447455
no0.4672754946727549
sv0.453125
da0.44620253164556967
pl0.4345718901453958
pt0.42244224422442245
ro0.40878378378378377
it0.3805309734513274
sk0.36823104693140796
vi0.3320610687022901
yo0.32038834951456313
de0.3110236220472441
ca0.2827868852459016
hu0.2827868852459016
sl0.25531914893617025
nl0.18604651162790697
ms0.17061611374407584
be0.16666666666666666
tr0.16666666666666666
az0.15254237288135594
et0.15254237288135594
is0.15254237288135594
lt0.15254237288135594
lv0.15254237288135594
uk0.15254237288135594
reliabletrue
passestrue
4
name"Maria"
dialogue"No... no hablo inglés. Solo soy una estudiante de intercambio. Por favor, ese hombre en el bosque... tenía algo en la mano. Estaba tan oscuro. Me escondí detrás de un árbol. ¡Fue horrible!"
detectedLang"es"
heavyLang"es"
scores
es0.7940484196368527
ca0.6348733233979135
it0.580766598220397
fr0.5615604867573372
pt0.5542212518195051
ro0.4514106583072101
tl0.4050509956289461
no0.37531871494135643
sq0.34909670563230605
en0.3378378378378379
nl0.3047673098751419
eu0.2983963344788087
hu0.29026651216685984
ms0.28404441846873174
tr0.26690604428485937
da0.2535039609993906
sv0.2484662576687117
lv0.23865755127408325
yo0.23580786026200873
de0.2106958762886598
sl0.2009132420091324
et0.16496250852079072
hr0.1305890702625976
lt0.1299715909090909
sk0.11933860531991373
fi0.1148843930635838
pl0.11360347322720694
vi0.10714285714285714
is0.09860191317144959
az0.09594095940959409
cs0.059139784946236555
reliabletrue
passestrue
5
name"Hunter"
dialogue"Did you take pictures? Photos?"
detectedLang"en"
heavyLang"en"
scores
en0.8027613412228797
tl0.6581196581196581
fr0.6515679442508711
ca0.546485260770975
lv0.4350282485875706
ro0.4318181818181818
de0.41690962099125367
nl0.41690962099125367
et0.3288590604026846
es0.2857142857142857
lt0.2857142857142857
pt0.2857142857142857
cs0.2805755395683453
sl0.2805755395683453
hi0.2779783393501805
da0.2647058823529412
no0.2647058823529412
sv0.2647058823529412
reliabletrue
passestrue
6
name"Maria"
dialogue"¿Fotos? Sí, fotos. Pero... pero la niebla lo cubría todo. No sé si la policía podrá ver su cara. Es por las personas que faltan, ¿verdad? He oído a la gente del pueblo hablar de las desapariciones. ¡Tengo mucho miedo!"
detectedLang"es"
heavyLang"es"
scores
es0.8114478114478113
ca0.6737357259380098
pt0.6235547190104868
it0.5496944355098102
tl0.4648318042813456
ro0.4609164420485175
fr0.441340782122905
no0.43707277844792924
sq0.4154488517745303
yo0.41126997476871324
sk0.40953184310417545
lt0.4001713796058268
da0.3983669961323592
de0.38461538461538464
nl0.38217122683142096
sv0.37247870909905867
en0.3696533093201261
lv0.35691318327974275
ms0.35275080906148865
tr0.3473193473193473
hr0.3298228817616084
az0.31136251844564683
cs0.3069306930693069
eu0.3027888446215139
pl0.2950654582074521
hu0.2893401015228426
sl0.2824192721681189
is0.2658626114315679
et0.19215233698788228
vi0.14893617021276595
fi0.1452991452991453
reliabletrue
passestrue
7
name"Hunter"
dialogue"Look, I can't understand a word you're saying. Just stay here. Don't leave town. I'll get a translator."
detectedLang"en"
heavyLang"en"
scores
en0.8078628436299142
da0.49455676516329705
no0.49455676516329705
sv0.49376947040498437
ro0.41651705565529623
sq0.4106980961015413
tl0.4074749316317229
pl0.40693430656934304
ca0.3959107806691449
de0.37739463601532564
cs0.36893203883495146
nl0.367704280155642
hr0.3658536585365854
sk0.35258964143426297
et0.3486973947895792
is0.32432432432432434
tr0.3229166666666667
it0.3179433368310598
pt0.3018259935553169
hu0.2554410080183276
vi0.2537313432835821
lt0.2459396751740139
sl0.24418604651162787
es0.24330616996507565
yo0.24065420560747666
lv0.23529411764705882
fr0.23258559622195982
az0.22802850356294538
ms0.21968787515006
eu0.17407878017789072
be0.09722222222222222
fi0.08835904628330996
uk0.08835904628330996
reliabletrue
passestrue
8
name"Maria"
dialogue"¿Qué? Por favor, mírelas usted mismo. La cámara... hay algo raro en las imágenes de la noche."
detectedLang"es"
heavyLang"es"
scores
es0.807277212457601
pt0.578272604588394
ca0.5551601423487544
fr0.5007987220447284
no0.47257383966244726
tl0.44493783303730017
da0.44246208742194465
it0.4349005424954792
eu0.39202334630350194
sv0.39202334630350194
ro0.37810945273631835
nl0.3724899598393574
sq0.34963579604578565
de0.34210526315789475
en0.33581296493092455
yo0.3228602383531961
tr0.3131868131868132
vi0.2647058823529412
sl0.26297169811320753
is0.26210153482880755
lv0.24150485436893204
hu0.2206982543640898
ms0.20685279187817257
cs0.1519674355495251
lt0.12464985994397759
fi0.11847672778561354
hr0.11723163841807908
et0.10201149425287356
az0.09156976744186046
reliabletrue
passestrue
9
name"Hunter"
dialogue"I have to go. Stay put. I'll find someone who speaks Spanish."
detectedLang"en"
heavyLang"en"
scores
en0.813803376365442
da0.5993589743589743
hr0.5033112582781457
pl0.4959677419354839
tl0.4755244755244755
no0.4710860366713681
yo0.44526627218934917
cs0.3862520458265139
sv0.3676222596964587
sq0.36332767402376914
sk0.35233160621761656
et0.35008665511265163
lv0.33035714285714285
ro0.3119266055045872
lt0.3081180811808118
ca0.2690058479532163
hu0.2690058479532163
sl0.24395161290322584
it0.23469387755102045
de0.18655097613882862
nl0.1758241758241758
es0.17218543046357618
pt0.17218543046357618
be0.15730337078651685
tr0.15730337078651685
az0.14383561643835618
is0.14383561643835618
uk0.14383561643835618
vi0.14383561643835618
reliabletrue
passestrue
10
name"Maria"
dialogue"¿Se va? ¡Espere, por favor! No me deje sola con esto..."
detectedLang"es"
heavyLang"es"
scores
es0.785336856010568
it0.7252747252747253
pt0.6987951807228916
ca0.6646026831785345
sq0.5833333333333334
ro0.5560109289617486
no0.5517241379310345
fr0.536376604850214
en0.5156482861400895
sl0.4672131147540984
hr0.4186046511627907
yo0.375
fi0.35258964143426297
da0.3257261410788381
tl0.3186582809224318
sv0.3172268907563025
nl0.3143459915611814
cs0.29501084598698485
lv0.2872807017543859
vi0.2872807017543859
eu0.24242424242424243
et0.2261904761904762
sk0.21875
tr0.21307506053268765
ms0.20537897310513448
pl0.1875
reliabletrue
passestrue