Run: 2026-02-08-01KGYX2Z3HV1HXC54QAM2JKRAF

Run Details

Model:
Z.AI GLM 4.5
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
10.4s
Cost:
$0.001011
Provider:
Novita

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: "..." Hunter: "Excuse me. I'm Detective Hunter. I'm investigating some recent events in town. I was hoping you might have seen something unusual." Maria: "¿Investigando? ¿Qué tipo de eventos? He visto cosas extrañas últimamente, sí. Muy extrañas." Hunter: "I'm sorry, I don't understand. Do you speak English?" Maria: "No, no hablo inglés. Soy de España. Estoy aquí para estudiar. ¿Por qué? ¿Hay algún problema?" Hunter: "Right. Okay. Just a moment." Maria: "¿Detective? ¿Qué está pasando en este pueblo? He visto personas desaparecer. Es aterrador." Hunter: "Ma'am, I'm trying to help you, but we have a language barrier here. Have you seen anyone acting suspicious? Anyone you don't recognize?" Maria: "Vi a un hombre la noche pasada. Estaba observando las casas. Luego vi a otra persona y... y desapareció. Como si la tierra se la hubiera tragado." Hunter: "I need you to calm down. Can you write down what you saw? Or draw it? Anything that might help?" Maria: "¡No entiende! Hay algo muy mal en este pueblo. Tengo miedo. ¿Me está escuchando? ¡Tengo miedo!" Hunter: "Look, I don't know what you're saying, but you're clearly upset about something. I'm going to get someone who can translate." Maria: "Por favor, no me deje aquí sola. Creo que estoy en peligro." Hunter: "(phone rings) Hunter here. ... What? When? ... I'm on my way." Hunter: "I have to go, ma'am. Please stay here. I'll send someone to help with... whatever it is you're trying to tell me." ```
created_at"2026-02-08T15:14:35.900266+00:00" 2/8/2026, 3:14:35 PM
model"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1513
moderation_latency(null)
generation_time10273
tokens_prompt257
tokens_completion377
native_tokens_prompt268
native_tokens_completion394
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached33
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.00101143
router(null)
provider_responses
0
id"db0cd19fac42f486869324532ab0f604"
status200
is_byokfalse
latency1513
endpoint_id"e4ada6ec-12e7-49c9-837c-398dee612403"
provider_name"Novita"
model_permaslug"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
api_type"completions"
id"gen-1770563665-9iDM6CYfshppwnJAYiTD"
upstream_id"db0cd19fac42f486869324532ab0f604"
total_cost0.00101143
cache_discount0.00001617
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Maria"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"Excuse me. I'm Detective Hunter. I'm investigating some recent events in town. I was hoping you might have seen something unusual."
detectedLang"en"
heavyLang"en"
scores
en0.7952793834296724
tl0.6222222222222221
ro0.5591286307053942
nl0.5582120582120582
pt0.5478723404255319
fr0.5380434782608695
it0.526989426822482
sv0.5140080045740424
da0.5081018518518519
no0.48764315852923446
ca0.4835965978128797
de0.4807574832009774
es0.45997458703939004
ms0.415807560137457
sl0.39587775408670933
sq0.39372325249643364
cs0.38405797101449274
hr0.35752078609221466
et0.35213414634146345
sk0.2975206611570248
yo0.28330522765598654
pl0.24712134632418067
az0.23766816143497754
lt0.22867513611615245
lv0.21296296296296297
is0.1912464319695528
fi0.1361788617886179
tr0.1317671092951992
be0.07608695652173912
hu0.07306434023991276
uk0.06900328587075576
vi0.06900328587075576
reliabletrue
passestrue
2
name"Maria"
dialogue"¿Investigando? ¿Qué tipo de eventos? He visto cosas extrañas últimamente, sí. Muy extrañas."
detectedLang"es"
heavyLang"es"
scores
es0.8040885860306644
pt0.728389230042513
it0.6441831683168316
tl0.6075085324232082
ca0.600971547536433
ro0.5290745290745291
nl0.515993265993266
fr0.47584320875113945
en0.4753649635036496
no0.44764649375600385
da0.4465832531280077
de0.42036290322580644
sv0.40228690228690234
lt0.3960084033613445
sk0.3843683083511777
yo0.37431991294885747
sq0.36813186813186816
fi0.35247747747747743
eu0.29012345679012347
sl0.27122940430925224
et0.2703045685279188
is0.26187419768934533
cs0.2571059431524548
hu0.2551813471502591
az0.23941798941798942
lv0.19804741980474197
hr0.19241573033707865
ms0.1797432239657632
tr0.14561664190193166
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry, I don't understand. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.7994652406417112
no0.5828698553948832
da0.5772266065388951
tl0.5300751879699248
sv0.5288944723618091
cs0.5161290322580645
pl0.4806094182825485
hr0.4688385269121813
sk0.438622754491018
de0.4140625
pt0.40570522979397783
sq0.4009584664536741
ro0.3862520458265139
it0.3644067796610169
nl0.3218806509945751
vi0.3169398907103825
yo0.3055555555555556
ca0.2690058479532163
is0.267578125
sl0.24242424242424243
ms0.1610738255033557
be0.15730337078651685
tr0.15730337078651685
hu0.1515837104072398
az0.14383561643835618
et0.14383561643835618
lt0.14383561643835618
lv0.14383561643835618
uk0.14383561643835618
reliabletrue
passestrue
4
name"Maria"
dialogue"No, no hablo inglés. Soy de España. Estoy aquí para estudiar. ¿Por qué? ¿Hay algún problema?"
detectedLang"es"
heavyLang"es"
scores
es0.8184722625617195
ca0.6875
pt0.6550772626931568
fr0.49637389202256244
tl0.4951534733441034
tr0.4313011828935396
it0.422365988909427
sq0.40870387890255444
ro0.3872549019607844
no0.34963579604578565
et0.34554973821989526
hr0.3343982960596379
en0.32795698924731176
nl0.31768558951965065
hu0.2961711711711712
da0.2945823927765237
ms0.2865296803652968
sv0.28489702517162474
yo0.2732558139534884
sk0.2664319248826291
az0.2568370986920333
pl0.2550655542312277
lt0.25239234449760767
lv0.24789410348977134
de0.24425634824667475
eu0.23218673218673216
cs0.18407310704960833
vi0.18407310704960833
sl0.1677762982689747
reliabletrue
passestrue
5
name"Hunter"
dialogue"Right. Okay. Just a moment."
detectedLang"en"
heavyLang"en"
scores
en0.7941176470588235
tl0.7265625
ca0.7063758389261746
fr0.6929824561403509
ro0.6384297520661157
de0.6162280701754387
sk0.6022727272727273
cs0.5977011494252874
yo0.5939675174013921
pl0.5823389021479713
nl0.5700245700245701
sv0.56575682382134
pt0.5625
es0.5569620253164557
hu0.5558375634517766
da0.5489690721649484
no0.5466321243523317
sq0.5466321243523317
it0.5454545454545454
hr0.5
et0.4852941176470589
az0.4318181818181818
sl0.33962264150943394
lt0.31906614785992216
tr0.3055555555555556
is0.3
eu0.2857142857142857
lv0.2857142857142857
vi0.2857142857142857
fi0.2647058823529412
ms0.2647058823529412
reliabletrue
passestrue
6
name"Maria"
dialogue"¿Detective? ¿Qué está pasando en este pueblo? He visto personas desaparecer. Es aterrador."
detectedLang"es"
heavyLang"es"
scores
es0.7963659147869674
pt0.7074707470747075
ca0.6495956873315365
tl0.5460893854748603
ro0.5170876671619613
it0.5038167938931297
en0.47283049472830496
lt0.45054945054945056
lv0.4477485131690739
sv0.4472789115646259
da0.4036697247706422
no0.4025735294117647
fr0.39422180801491147
eu0.3862134088762984
sk0.36893203883495146
de0.35707220573689413
ms0.3414387031408308
is0.33537832310838445
sq0.3236212278876171
nl0.3229166666666667
fi0.28806133625410735
tr0.2809734513274336
hu0.2785793562708102
sl0.26136363636363635
cs0.2511520737327189
pl0.16666666666666666
hr0.16237113402061853
et0.15364583333333331
yo0.1356382978723404
az0.08321579689703808
reliabletrue
passestrue
7
name"Hunter"
dialogue"Ma'am, I'm trying to help you, but we have a language barrier here. Have you seen anyone acting suspicious? Anyone you don't recognize?"
detectedLang"en"
heavyLang"en"
scores
en0.8068776476451534
tl0.5942408376963351
fr0.47635135135135137
ro0.46329639889196683
pt0.42077727952167415
nl0.4177310293012772
ca0.39688715953307396
da0.3926332288401254
es0.3892828999211978
no0.3616144975288303
yo0.33476394849785407
pl0.3067978533094812
cs0.3055555555555556
it0.3011722272317403
ms0.2876838235294118
de0.2850553505535055
hr0.2757009345794392
sk0.25265188042430087
lt0.24316406250000003
eu0.24242424242424243
hu0.23945044160942097
is0.2319127849355798
sv0.21953675730110775
sl0.21399594320486817
tr0.20267489711934156
lv0.19855222337125128
sq0.18162618796198524
et0.15393013100436684
az0.08284023668639054
vi0.08284023668639054
fi0.07517899761336516
reliabletrue
passestrue
8
name"Maria"
dialogue"Vi a un hombre la noche pasada. Estaba observando las casas. Luego vi a otra persona y... y desapareció. Como si la tierra se la hubiera tragado."
detectedLang"es"
heavyLang"es"
scores
es0.813357546408394
ca0.6774755927475593
it0.6523863209319805
pt0.6381064162754304
fr0.576271186440678
ro0.5713623725671918
tl0.48092031425364756
sq0.44841979725700654
lv0.416403785488959
no0.41529709228824274
eu0.41082802547770697
pl0.38209752839011357
sk0.3720298710115411
yo0.37160326086956524
en0.3646978021978022
sv0.35852981969486825
cs0.3580846634281749
de0.34397163120567376
sl0.33881343817012155
hr0.32629278951201746
lt0.3173431734317343
ms0.2992424242424242
da0.29281345565749234
vi0.27564604541895066
hu0.25583266291230894
is0.2012089810017271
tr0.19284467713787085
et0.17484388938447815
fi0.15137614678899083
nl0.13551401869158877
az0.1223908918406072
reliabletrue
passestrue
9
name"Hunter"
dialogue"I need you to calm down. Can you write down what you saw? Or draw it? Anything that might help?"
detectedLang"en"
heavyLang"en"
scores
en0.8229342327150083
tl0.6128318584070797
yo0.4160177975528365
no0.38452520515826494
sq0.37869822485207094
da0.37648456057007124
cs0.37425506555423127
et0.358974358974359
sk0.3526510480887793
lv0.34045226130653267
pl0.3320610687022901
hr0.3269230769230769
lt0.31282722513089006
fr0.29906542056074764
ca0.2905405405405405
sl0.26880222841225626
it0.26264044943820225
ms0.2532005689900427
ro0.2532005689900427
tr0.21875
az0.21052631578947367
sv0.2081447963800905
de0.12353923205342236
be0.11764705882352942
hu0.11317567567567569
is0.10714285714285714
uk0.10714285714285714
vi0.10714285714285714
reliabletrue
passestrue
10
name"Maria"
dialogue"¡No entiende! Hay algo muy mal en este pueblo. Tengo miedo. ¿Me está escuchando? ¡Tengo miedo!"
detectedLang"es"
heavyLang"es"
scores
es0.8197903014416775
pt0.6793002915451894
ca0.5342929720575783
fr0.46601941747572817
it0.45652173913043476
no0.44779116465863456
nl0.4421906693711968
sk0.39293598233995586
sq0.35064935064935066
en0.33973589435774315
da0.3365500603136309
et0.3325242718446602
eu0.33171324422843257
tr0.32926829268292684
fi0.3125
is0.30730478589420657
tl0.30730478589420657
sv0.30467762326169406
de0.2763157894736842
ms0.25271739130434784
cs0.23076923076923078
hu0.2286115007012623
sl0.2286115007012623
pl0.21763869132290184
ro0.20863309352517986
vi0.2040520984081042
lv0.19236417033773862
hr0.15514592933947774
reliabletrue
passestrue
11
name"Hunter"
dialogue"Look, I don't know what you're saying, but you're clearly upset about something. I'm going to get someone who can translate."
detectedLang"en"
heavyLang"en"
scores
en0.8228166438042981
tl0.4250741839762611
hr0.336472602739726
no0.33590402742073694
pl0.29927667269439423
tr0.2857142857142857
da0.28307123034227566
cs0.2757009345794392
ca0.27230046948356806
sk0.25623800383877166
ro0.249031007751938
it0.24610894941634243
lv0.24537487828627072
lt0.2319127849355798
yo0.22422422422422422
sq0.20998980632008157
az0.20431211498973306
sv0.20267489711934156
sl0.18848167539267016
fr0.17815482502651114
is0.17377398720682302
pt0.16934619506966772
es0.16666666666666666
vi0.16306695464362853
ms0.15021929824561403
et0.13600891861761427
fi0.11931818181818182
be0.08284023668639054
de0.07957244655581948
eu0.07957244655581948
hu0.07957244655581948
nl0.07517899761336516
uk0.07517899761336516
reliabletrue
passestrue
12
name"Maria"
dialogue"Por favor, no me deje aquí sola. Creo que estoy en peligro."
detectedLang"es"
heavyLang"es"
scores
es0.8041136141038198
ca0.6999249812453113
pt0.6613039796782387
fr0.5337995337995338
no0.494949494949495
it0.4616419919246299
sq0.4616419919246299
nl0.4301994301994302
en0.39759036144578314
fi0.3911719939117199
sl0.3630573248407643
da0.3474714518760196
sv0.3474714518760196
tr0.3311036789297659
tl0.3079584775086505
et0.3006993006993007
ms0.28698752228163993
is0.250936329588015
lv0.24670433145009416
hr0.20159680638722555
sk0.18533604887983707
eu0.15789473684210525
pl0.15789473684210525
ro0.15254237288135594
reliabletrue
passestrue
13
name"Hunter"
dialogue"Hunter here. ... What? When? ... I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.830444611906556
tl0.5022123893805309
fr0.44581280788177335
pl0.43890274314214467
cs0.41709844559585496
sk0.41709844559585496
sq0.4140625
ca0.412532637075718
et0.4063324538258575
fi0.39999999999999997
de0.281150159744409
hr0.281150159744409
hi0.27184466019417475
da0.267100977198697
no0.25742574257425743
yo0.25
sv0.23728813559322032
it0.21875
nl0.21875
pt0.21875
ms0.2077464788732394
ro0.2077464788732394
sl0.2077464788732394
tr0.2077464788732394
reliabletrue
passestrue
14
name"Hunter"
dialogue"I have to go, ma'am. Please stay here. I'll send someone to help with... whatever it is you're trying to tell me."
detectedLang"en"
heavyLang"en"
scores
en0.8111888111888113
tl0.49664429530201337
yo0.424061433447099
da0.41659464131374246
sq0.4094488188976378
no0.3907942238267148
pl0.35344827586206895
nl0.3290258449304175
lv0.28646934460887946
hr0.2741935483870968
pt0.2606790799561884
cs0.25905598243688255
sv0.25083240843507215
hu0.24665178571428573
sl0.23642533936651583
sk0.23208191126279862
it0.22413793103448276
ro0.21965317919075145
es0.21052631578947367
lt0.1983372921615202
fr0.1945107398568019
ms0.1935483870967742
et0.18967587034813926
is0.18674698795180722
ca0.16974169741697415
fi0.09999999999999999
be0.09395973154362416
tr0.09395973154362416
az0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue