Run: 2026-02-08-01KGYY0NPQVDW9GKT220HJZECR

Run Details

Model:
Z.AI GLM 4.7
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
2m 9s
Cost:
$0.004698
Provider:
DeepInfra

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="Isabella"> Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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: Isabella 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 Italian, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Isabella and Hunter as a voice sheet: Isabella: "..." Hunter: "..."

Model response

AI
**Isabella:** "Scusi? Non capisco. Parlo solo italiano." *(Excuse me? I don't understand. I only speak Italian.)* **Hunter:** "Great. Just great. Look, I don't have time for a language lesson. I'm Detective Hunter. I need to know if you were down by the apple orchard yesterday evening." **Isabella:** (Clutching her camera strap tightly, eyes wide) "Il meleto? Sì, ero lì a fare fotografie del tramonto. Ma... è successo qualcosa di terribile lì." *(The apple orchard? Yes, I was there taking sunset photographs. But... something terrible happened there.)* **Hunter:** "Okay, you're saying 'apple orchard.' Good. Did you see anyone? A truck? Maybe a man arguing with someone?" **Isabella:** (Visibly trembling) "Ho visto una ombra. Ho scattato una foto, ma quando l'ho guardata... c'era qualcuno che guarda me. Era inquietante. Ho paura." *(I saw a shadow. I took a photo, but when I looked at it... there was someone watching me. It was disturbing. I am afraid.)* **Hunter:** "Shadow? Watching you? Ma'am, did you see the victim or not? This is a police investigation. If you have a photo, I need to see it." **Isabella:** "La polizia? No, non voglio problemi. Sono solo una studentessa. Perché è così aggressivo? Non capisco cosa vuole da me!" *(The police? No, I don't want trouble. I am just a student. Why are you so aggressive? I don't understand what you want from me!)* **Hunter:** "I'm not trying to scare you, but people are disappearing. Everything you say sounds like gibberish to me. Just... stay calm. Don't leave town." *(Hunter’s phone rings loudly. He checks the caller ID and grimaces.)* **Hunter:** (Into the phone) "Hunter here. ... Yeah? ... You found what? ... Damn it. I'm on my way." (To Isabella) "I have to go. Don't go far. We'll find someone who can translate this mess." **Isabella:** (Reaching out slightly) "Aspetti! Non andate via! Per favore, mi aiuti? Non mi sento al sicuro!" *(Wait! Don't go! Please, help me? I don't feel safe!)* **Hunter:** "Just stay put, ma'am."
created_at"2026-02-08T15:32:48.007567+00:00" 2/8/2026, 3:32:48 PM
model"z-ai/glm-4.7-20251222"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency347
moderation_latency(null)
generation_time128511
tokens_prompt261
tokens_completion2602
native_tokens_prompt268
native_tokens_completion2670
native_tokens_completion_images(null)
native_tokens_reasoning2199
native_tokens_cached256
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"
usage0.00469778
router(null)
provider_responses
0
id"chatcmpl-RAeWnIurMro7IFNqA15KefkP"
status200
is_byokfalse
latency71
endpoint_id"ab79ffa8-8dcc-41c4-9a9f-6cc408135243"
provider_name"DeepInfra"
model_permaslug"z-ai/glm-4.7-20251222"
api_type"completions"
id"gen-1770564638-382TgmIfx0yZNnssKw9w"
upstream_id"chatcmpl-RAeWnIurMro7IFNqA15KefkP"
total_cost0.00469778
cache_discount0.00008192
upstream_inference_cost0
provider_name"DeepInfra"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Scusi? Non capisco. Parlo solo italiano."
detectedLang"it"
heavyLang"it"
scores
it0.8002904865649964
es0.7230614300100705
pt0.6308724832214766
fr0.5462046204620462
en0.5225694444444445
ca0.462890625
ro0.45436507936507936
tl0.44779116465863456
sq0.4421906693711968
yo0.34679334916864607
pl0.3405275779376499
sl0.32598039215686275
az0.3193069306930693
de0.314214463840399
lt0.314214463840399
nl0.314214463840399
cs0.30730478589420657
hr0.30730478589420657
ms0.30730478589420657
no0.30730478589420657
da0.3002544529262086
sv0.3002544529262086
tr0.3002544529262086
eu0.2403314917127072
sk0.20289855072463767
hu0.19590643274853803
et0.1863905325443787
fi0.17664670658682635
lv0.17664670658682635
reliabletrue
passestrue
1
name"Hunter"
dialogue"Great. Just great. Look, I don't have time for a language lesson. I'm Detective Hunter. I need to know if you were down by the apple orchard yesterday evening."
detectedLang"en"
heavyLang"en"
scores
en0.8139188686267212
da0.567847882454624
no0.5565410199556541
tl0.5521719659650693
sv0.5073891625615764
ro0.477533960292581
nl0.4658119658119659
fr0.45916711736073557
cs0.3935718617343845
it0.39061547836684946
pt0.38763012859767293
de0.3834771886559803
ca0.3710691823899371
es0.350227420402859
hr0.3412384716732542
yo0.3390614672835426
pl0.32614555256064687
sk0.3197278911564626
is0.3131868131868132
et0.3079584775086505
sq0.30362116991643456
sl0.25205684367988035
lt0.2378048780487805
ms0.222999222999223
lv0.20318725099601595
hu0.1823385118560916
tr0.17081260364842457
eu0.1289198606271777
az0.11738746690203002
vi0.11738746690203002
be0.06542056074766354
fi0.059266227657572904
uk0.059266227657572904
reliabletrue
passestrue
2
name"Isabella"
dialogue"Il meleto? Sì, ero lì a fare fotografie del tramonto. Ma... è successo qualcosa di terribile lì."
detectedLang"it"
heavyLang"it"
scores
it0.8007674144037781
ca0.5950809838032394
fr0.576271186440678
pt0.5596868884540117
es0.5460659045057161
ro0.53125
yo0.5253164556962026
en0.47511664074650073
da0.43037974683544306
sk0.4235695986336465
sv0.42109777015437394
de0.42060085836909866
ms0.4201030927835051
no0.39134355275022537
sq0.3835616438356164
cs0.3829981718464351
sl0.3715083798882682
pl0.3679775280898876
et0.3401759530791789
tl0.33693516699410614
nl0.3356299212598425
hr0.3236472945891784
az0.31262729124236255
hu0.3084016393442623
tr0.3005181347150259
lt0.2879746835443038
lv0.2834394904458599
vi0.266304347826087
fi0.15307402760351316
is0.09999999999999999
eu0.09395973154362416
reliabletrue
passestrue
3
name"Hunter"
dialogue"Okay, you're saying 'apple orchard.' Good. Did you see anyone? A truck? Maybe a man arguing with someone?"
detectedLang"en"
heavyLang"en"
scores
en0.7874427730542839
tl0.6062992125984252
de0.4333042720139495
es0.35323383084577115
no0.3200836820083682
pt0.3048128342245989
ca0.3018259935553169
cs0.2988133764832794
fr0.2934782608695652
da0.2919389978213508
nl0.2737430167597766
et0.2638731596828992
ro0.24065420560747666
sk0.23258559622195982
sv0.2261904761904762
lv0.214975845410628
tr0.2140266021765417
lt0.21307506053268765
sl0.19454770755885997
hu0.1935483870967742
ms0.17825537294563845
sq0.1761723700887199
it0.16129032258064516
yo0.15474642392717813
hr0.14698162729658792
pl0.1390728476821192
is0.10344827586206896
az0.09722222222222222
eu0.09722222222222222
vi0.09722222222222222
fi0.08835904628330996
reliabletrue
passestrue
4
name"Isabella"
dialogue"Ho visto una ombra. Ho scattato una foto, ma quando l'ho guardata... c'era qualcuno che guarda me. Era inquietante. Ho paura."
detectedLang"it"
heavyLang"it"
scores
it0.7929606625258799
pt0.6368588288697231
es0.5751460435475305
ca0.560197910940077
ro0.46984758117958914
fr0.43899018232819076
tl0.42569992821249103
en0.375
sk0.3553585817888799
no0.3532740501212611
sl0.34318555008210183
et0.3049522154648132
ms0.2863514719000892
sq0.2753623188405797
fi0.23150816522574447
lt0.23150816522574447
de0.22103213242453748
lv0.21414538310412573
nl0.21337266470009833
da0.20948616600790515
hr0.20713577799801783
vi0.1811668372569089
pl0.17525773195876287
cs0.17098445595854922
tr0.13137893593919653
az0.12087912087912088
eu0.0990990990990991
hu0.09297052154195011
yo0.0888382687927107
is0.08256880733944955
reliabletrue
passestrue
5
name"Hunter"
dialogue"Shadow? Watching you? Ma'am, did you see the victim or not? This is a police investigation. If you have a photo, I need to see it."
detectedLang"en"
heavyLang"en"
scores
en0.8065296251511487
tl0.6526270082501086
fr0.5753715498938429
da0.5200959808038392
cs0.5139732685297691
sv0.49044585987261147
ro0.48320413436692505
yo0.4801819363222872
no0.46773120425815035
hr0.45652173913043476
et0.4494150034411562
it0.44598337950138506
sk0.44016794961511546
nl0.4310099573257468
ca0.4186046511627907
sq0.41605839416058393
lv0.38461538461538464
sl0.38414164742109314
de0.36908517350157727
lt0.36608557844690964
pl0.3620414673046252
hu0.3610223642172524
pt0.355877616747182
es0.354317998385795
ms0.3127147766323024
az0.2895204262877442
tr0.2707383773928897
is0.26806953339432754
fi0.2647058823529412
eu0.17012448132780084
vi0.14255091103965703
hi0.08779931584948689
zh0.08779931584948689
be0.08045977011494253
uk0.07300115874855156
reliabletrue
passestrue
6
name"Isabella"
dialogue"La polizia? No, non voglio problemi. Sono solo una studentessa. Perché è così aggressivo? Non capisco cosa vuole da me!"
detectedLang"it"
heavyLang"it"
scores
it0.813040430007011
es0.6438112199465716
ca0.6072655866470299
pt0.5912110373019929
fr0.5633187772925764
en0.5577667219458264
ro0.5441595441595442
no0.5163240628778718
sq0.5107033639143731
tl0.5055624227441285
hr0.4240460763138949
sv0.39849624060150374
sk0.3980436418359669
da0.38884644766997706
de0.38556067588325654
pl0.38319198149575945
sl0.37839937839937837
tr0.37205651491365777
cs0.3610223642172524
nl0.3553585817888799
et0.35117599351175993
lv0.35064935064935066
az0.3393889347646573
eu0.3327773144286906
yo0.32260795935647757
lt0.3127147766323024
fi0.30915371329879104
ms0.2402659069325736
hu0.21568627450980393
vi0.15522703273495247
is0.11699779249448124
reliabletrue
passestrue
7
name"Hunter"
dialogue"I'm not trying to scare you, but people are disappearing. Everything you say sounds like gibberish to me. Just... stay calm. Don't leave town."
detectedLang"en"
heavyLang"en"
scores
en0.8044255699597676
tl0.5358090185676392
ms0.3603801169590643
no0.3371212121212121
it0.2937853107344633
ro0.28042763157894735
nl0.2597292724196278
sv0.251497005988024
fr0.22634836427939875
sq0.22083704363312553
da0.20454545454545453
cs0.19280442804428044
sl0.19280442804428044
et0.18376865671641793
de0.17218543046357618
yo0.13537549407114624
pl0.13366336633663367
sk0.13108242303872888
lv0.12236710130391174
hr0.1170534813319879
lt0.10623084780388152
es0.10440122824974411
be0.10256410256410256
pt0.09138110072689512
tr0.08184679958027283
ca0.08088235294117647
fi0.07894736842105263
reliabletrue
passestrue
8
name"Hunter"
dialogue"I have to go. Don't go far. We'll find someone who can translate this mess."
detectedLang"en"
heavyLang"en"
scores
en0.800755033557047
da0.5739910313901345
tl0.5015739769150053
no0.4968220338983051
pl0.48030634573304154
hr0.45276497695852536
it0.42143727161997563
yo0.38788659793814434
cs0.38311688311688313
ca0.3790849673202614
sk0.35983827493261455
ro0.3510928961748634
lv0.3466299862448418
lt0.3300423131170663
tr0.3065693430656934
sq0.302496328928047
az0.2952522255192878
sv0.2931547619047619
sl0.27480916030534347
pt0.24960505529225907
es0.24603174603174602
vi0.24121405750798725
et0.20435510887772196
fr0.14414414414414414
be0.12844036697247707
de0.12361623616236161
eu0.12361623616236161
hu0.12361623616236161
is0.1171003717472119
nl0.1171003717472119
uk0.1171003717472119
ms0.11048689138576778
reliabletrue
passestrue
9
name"Isabella"
dialogue"Aspetti! Non andate via! Per favore, mi aiuti? Non mi sento al sicuro!"
detectedLang"it"
heavyLang"it"
scores
it0.8148954703832753
ca0.6395250212044106
es0.6115173674588666
en0.5591286307053942
pt0.5531019978969506
ro0.541036717062635
fr0.5164960182025029
nl0.46473551637279603
sl0.4201909959072306
no0.41379310344827586
eu0.38583815028901736
sk0.3813682678311499
ms0.37774524158125916
tl0.36377245508982037
sv0.35703479576399394
sq0.3511450381679389
da0.33903576982892686
lt0.3369734789391576
tr0.3328100470957614
cs0.2928452579034942
hr0.2796610169491525
de0.2659758203799654
fi0.2608695652173913
yo0.17153996101364524
hu0.16666666666666666
pl0.1550695825049702
is0.1533864541832669
et0.14829659318637273
az0.1290983606557377
reliabletrue
passestrue
10
name"Hunter"
dialogue"Just stay put, ma'am."
detectedLang"en"
heavyLang"en"
scores
en0.7294372294372294
hr0.5
et0.44933920704845814
sv0.44933920704845814
ca0.3811881188118812
reliabletrue
passestrue