Run: 2026-02-11-01KH7H2G9J5QEH1T0ZY9SQE0T5

Run Details

Model:
Z.AI GLM 5
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
2m 22s
Cost:
$0.010342
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="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: "Non ci posso credere... cos'ho visto? Era lui? Le foto non mentono mai..." (I can't believe it... what did I see? Was it him? Photos never lie...) Hunter: "Excuse me, miss. I'm Detective Hunter. I need to ask you a few questions about the commotion near the orchard last night." Isabella: (Gasps, looking up with wide, fearful eyes) "Oh! Signore... io non... non parlo inglese. Mi dispiace, non capisco." (Oh! Sir... I don't... I don't speak English. I'm sorry, I don't understand.) Hunter: (Sighs, pinching the bridge of his nose) "You've got to be kidding me. No English? Look, miss, I need to know what you saw." Isabella: (Voice trembling, speaking rapidly) "Per favore, mi lasci in pace. Ho visto qualcosa... qualcosa di terribile ieri sera. L'ombra... si è mossa da sola. Ho paura." (Please, leave me alone. I saw something... something terrible last night. The shadow... it moved by itself. I am scared.) Hunter: "Okay, you're clearly upset. I don't speak Italian, but I need you to calm down. Did you see someone get hurt? A man? A woman?" (Gesturing vaguely with his hands) Isabella: (Shaking her head, clutching her camera to her chest) "No, no! Non una persona... un fantasma? Era vicino al fienile. Ho scattato una foto, ma... la macchina si è rotta." (No, no! Not a person... a ghost? It was near the barn. I took a photo, but... the camera broke.) Hunter: (Narrows his eyes, pointing to the camera) "The camera? Did you take pictures? Evidence? Can I see?" Isabella: (Pulling the camera away protectively) "Le foto sono pericolose! Se le vede... morirà anche lei!" (The photos are dangerous! If you see them... you will die too!) Hunter: "I have absolutely no idea what you just said, but I don't have time for games. I need to know if you're a witness or a suspect." Isabella: (Tears welling up) "Sono solo una studentessa! Voglio solo tornare a casa. Questo posto è maledetto." (I am just a student! I just want to go home. This place is cursed.) Hunter: (Phone starts ringing loudly) "Hold that thought. Yeah, Hunter. What? You found the jacket? Where? The old mill? I'm on my way." Hunter: (To Isabella) "Listen, don't leave town. Stay right here. I'll find a translator." Isabella: "Cosa? Dove va? Signore, la prego, mi aiuti!" (What? Where are you going? Sir, please, help me!) Hunter: "Yeah, yeah. Stay put." Isabella: (Whispering to herself as he walks away) "Dio mio, non capisce che siamo tutti in pericolo?" (My God, doesn't he realize we are all in danger?)
created_at"2026-02-11T23:39:59.04775+00:00" 2/11/2026, 11:39:59 PM
model"z-ai/glm-5-20260211"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency478
moderation_latency(null)
generation_time141919
tokens_prompt321
tokens_completion3076
native_tokens_prompt268
native_tokens_completion3148
native_tokens_completion_images(null)
native_tokens_reasoning2423
native_tokens_cached0
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"
usage0.0103416
router(null)
provider_responses
0
id"6037f3e5c5fb8d4bce8f608c5aeefaad"
status200
is_byokfalse
latency478
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b"
provider_name"Novita"
model_permaslug"z-ai/glm-5-20260211"
api_type"completions"
id"gen-1770853056-mFa9taNoMjB97QhWhoHp"
upstream_id"6037f3e5c5fb8d4bce8f608c5aeefaad"
total_cost0.0103416
cache_discount(null)
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Non ci posso credere... cos'ho visto? Era lui? Le foto non mentono mai..."
detectedLang"it"
heavyLang"it"
scores
it0.7941888619854721
ro0.6849518161601187
fr0.6320346320346321
pt0.62882096069869
ca0.5507399577167019
es0.5464247598719317
en0.49941107184923444
no0.49584816132858833
da0.42411924119241196
sl0.3988684582743989
sk0.3431221020092735
lt0.30668841761827076
nl0.2975206611570248
hu0.2928452579034942
eu0.2916666666666667
ms0.2869127516778523
de0.28087986463620984
pl0.27101200686106347
tl0.24377224199288253
lv0.2410714285714286
hr0.22586520947176683
yo0.22303473491773307
az0.20708955223880596
vi0.17635658914728683
fi0.17153996101364524
tr0.14829659318637273
is0.1448692152917505
cs0.121900826446281
et0.121900826446281
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. I'm Detective Hunter. I need to ask you a few questions about the commotion near the orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.8105163429654192
tl0.6559139784946236
fr0.6422182468694096
it0.5283018867924528
no0.5277449822904369
nl0.5027967681789932
da0.48186528497409326
ca0.45017182130584193
pt0.4425087108013937
yo0.4354269583627382
sq0.42196531791907516
ro0.40298507462686567
sv0.394856278366112
cs0.3930197268588771
de0.38697318007662834
es0.37888198757763975
et0.3532740501212611
hr0.35170178282009723
sl0.3469387755102041
pl0.313893653516295
sk0.2945326278659612
ms0.26199261992619927
lv0.24170616113744076
lt0.23736892278360344
hu0.2179863147605083
fi0.21568627450980393
tr0.2047713717693837
is0.14712153518123666
az0.14255091103965703
vi0.14255091103965703
zh0.08779931584948689
be0.08045977011494253
eu0.08045977011494253
uk0.07300115874855156
reliabletrue
passestrue
2
name"Isabella"
dialogue"Oh! Signore... io non... non parlo inglese. Mi dispiace, non capisco."
detectedLang"it"
heavyLang"it"
scores
it0.7774480712166172
es0.647887323943662
fr0.5791245791245792
pt0.5674740484429065
en0.5192307692307693
ca0.5091623036649214
sk0.507227332457293
ro0.4777158774373259
yo0.43095599393019723
cs0.42660550458715596
nl0.4028662420382166
sq0.3902439024390244
de0.3444055944055944
sl0.29245283018867924
hu0.28842504743833014
tl0.2829827915869981
pl0.27884615384615385
hr0.2732558139534884
et0.27184466019417475
tr0.258893280632411
da0.24849699398797598
no0.24849699398797598
sv0.24849699398797598
eu0.1883116883116883
az0.15730337078651685
lt0.14383561643835618
ms0.14383561643835618
lv0.1359447004608295
reliabletrue
passestrue
3
name"Hunter"
dialogue"You've got to be kidding me. No English? Look, miss, I need to know what you saw."
detectedLang"en"
heavyLang"en"
scores
en0.8118811881188118
no0.5630174793008279
tl0.5249999999999999
hr0.4739756367663345
da0.4552752293577982
sk0.4358669833729216
ms0.4297719087635054
pl0.41430332922318125
yo0.4128553770086526
lv0.3994943109987357
cs0.39797211660329534
et0.38471502590673573
sq0.3725231175693527
lt0.370026525198939
it0.36666666666666664
ca0.3649732620320856
es0.33473389355742295
pt0.32239657631954355
sv0.3065693430656934
sl0.3055555555555556
nl0.2931547619047619
hu0.27921092564491656
ro0.2543171114599686
tr0.24960505529225907
is0.22131147540983606
fr0.1607773851590106
fi0.13636363636363635
de0.1316270566727605
be0.12844036697247707
az0.1171003717472119
uk0.1171003717472119
vi0.1171003717472119
reliabletrue
passestrue
4
name"Isabella"
dialogue"Per favore, mi lasci in pace. Ho visto qualcosa... qualcosa di terribile ieri sera. L'ombra... si è mossa da sola. Ho paura."
detectedLang"it"
heavyLang"it"
scores
it0.8029427220178665
ca0.5851769911504424
sl0.5378927911275416
es0.500998003992016
pt0.497991967871486
ro0.49048913043478265
yo0.46197991391678617
fr0.45215485756026297
no0.43267776096822996
sk0.43009118541033436
en0.42084942084942084
de0.4140625
tl0.3867538838920687
nl0.3356953055801594
hr0.32249322493224936
sq0.3212669683257918
sv0.3029739776951673
cs0.29044465468306524
da0.27884615384615385
pl0.27466150870406186
fi0.27184466019417475
lt0.2704280155642024
az0.25224327018943166
ms0.2416582406471183
tr0.18743228602383533
vi0.1758241758241758
lv0.1712707182320442
hu0.1648106904231626
eu0.14187643020594967
is0.08759124087591241
et0.07749077490774908
reliabletrue
passestrue
5
name"Hunter"
dialogue"Okay, you're clearly upset. I don't speak Italian, but I need you to calm down. Did you see someone get hurt? A man? A woman?"
detectedLang"en"
heavyLang"en"
scores
en0.7941257205599781
tl0.5306633291614518
cs0.43438914027149317
no0.423963133640553
da0.4014365522745411
hr0.3985565356856456
ro0.38016528925619836
et0.3670886075949367
sq0.36115843270868825
yo0.355116079105761
lt0.35121107266435986
sv0.3403693931398417
fi0.33745583038869253
pl0.32795698924731176
lv0.32614555256064687
sk0.3081180811808118
it0.3029739776951673
nl0.28842504743833014
sl0.2725509214354995
pt0.2697176241480039
ca0.267578125
es0.2668621700879765
fr0.2632612966601179
de0.24698795180722888
is0.24089068825910928
hu0.2291880781089414
ms0.22118380062305293
tr0.21548117154811713
az0.20382165605095542
vi0.1506228765571914
be0.08536585365853659
eu0.08536585365853659
uk0.07749077490774908
reliabletrue
passestrue
6
name"Isabella"
dialogue"No, no! Non una persona... un fantasma? Era vicino al fienile. Ho scattato una foto, ma... la macchina si è rotta."
detectedLang"it"
heavyLang"it"
scores
it0.8014242673240208
ca0.6597841389019241
es0.6519443110897744
ro0.6155885471898197
fr0.5084745762711865
no0.493361285814116
tl0.462962962962963
pt0.44359171143514964
en0.4431643625192012
sq0.43491816056118476
sk0.4273301737756714
yo0.42551505546751184
lv0.4134304207119741
nl0.4124797406807132
cs0.36123348017621143
ms0.3584070796460177
eu0.3330266789328427
de0.32745825602968465
sl0.3192488262910798
et0.30019305019305015
da0.29543245869776485
pl0.29543245869776485
lt0.29060665362035226
hu0.25869120654396727
sv0.24163179916317992
hr0.23199152542372883
vi0.1826381059751973
tr0.17613636363636365
fi0.13381123058542413
is0.0799492385786802
az0.07525510204081631
reliabletrue
passestrue
7
name"Hunter"
dialogue"The camera? Did you take pictures? Evidence? Can I see?"
detectedLang"en"
heavyLang"en"
scores
en0.8055987558320373
tl0.6316306483300589
ca0.5985010706638115
fr0.5870044052863436
ro0.5572609208972845
no0.5026525198938991
sv0.49664429530201337
it0.4863013698630137
cs0.4747899159663866
et0.4688385269121813
nl0.44362017804154297
da0.43524096385542166
lv0.43524096385542166
sq0.42660550458715596
yo0.410377358490566
es0.40664556962025317
pt0.3644067796610169
tr0.36332767402376914
sl0.28977272727272724
ms0.2857142857142857
de0.2774566473988439
sk0.2774566473988439
az0.27184466019417475
hr0.2704280155642024
pl0.251497005988024
be0.15730337078651685
hu0.1515837104072398
is0.14383561643835618
lt0.14383561643835618
uk0.14383561643835618
vi0.14383561643835618
reliabletrue
passestrue
8
name"Isabella"
dialogue"Le foto sono pericolose! Se le vede... morirà anche lei!"
detectedLang"it"
heavyLang"it"
scores
it0.8050389922015597
ro0.7077338129496402
fr0.5849297573435505
ca0.5806451612903226
es0.5376955903271692
pt0.5075757575757576
sl0.500768049155146
cs0.45652173913043476
hr0.4357638888888889
de0.42781690140845074
yo0.4133574007220217
no0.411231884057971
da0.40909090909090906
sq0.367704280155642
fi0.3460764587525151
en0.3285123966942149
sv0.3143459915611814
lt0.2934782608695652
tl0.2934782608695652
nl0.2793791574279379
lv0.27293064876957496
et0.26636568848758463
hu0.2316784869976359
ms0.20147420147420148
zh0.18952618453865336
sk0.1875
pl0.16237113402061853
tr0.15364583333333331
reliabletrue
passestrue
9
name"Hunter"
dialogue"I have absolutely no idea what you just said, but I don't have time for games. I need to know if you're a witness or a suspect."
detectedLang"en"
heavyLang"en"
scores
en0.8195380173243504
tl0.5943753380205516
da0.5457298606904907
ca0.5291902071563088
pt0.49528936742934054
no0.49118046132971505
fr0.4573082489146165
cs0.4377811094452773
sk0.4331065759637188
es0.42660550458715596
hr0.423963133640553
et0.42263279445727486
sv0.4154325798908807
ro0.414519906323185
lv0.4113029827315541
pl0.37027707808564225
yo0.3595217762596072
de0.358974358974359
it0.34497816593886466
nl0.3163172288058341
sq0.3093922651933701
lt0.2492492492492493
tr0.23857868020304565
hu0.2291880781089414
ms0.2203742203742204
sl0.21956295525494277
fi0.15824915824915825
is0.15540540540540537
az0.1506228765571914
vi0.1506228765571914
be0.08536585365853659
eu0.08536585365853659
uk0.07749077490774908
reliabletrue
passestrue
10
name"Isabella"
dialogue"Sono solo una studentessa! Voglio solo tornare a casa. Questo posto è maledetto."
detectedLang"it"
heavyLang"it"
scores
it0.814880112834979
es0.6509308510638298
ca0.6212121212121212
pt0.6142542248346804
hr0.5430809399477807
ro0.5414847161572053
sq0.5033112582781457
tl0.500475737392959
cs0.49177153920619554
no0.4863013698630137
sl0.48326771653543305
lt0.4615384615384615
en0.460431654676259
sv0.4587628865979381
sk0.4485294117647059
fr0.4372990353697749
da0.38739789964994165
nl0.33290978398983484
de0.33035714285714285
yo0.3286445012787723
fi0.32778489116517284
hu0.32778489116517284
et0.32432432432432434
pl0.3217054263565891
lv0.2827868852459016
is0.2563739376770538
tr0.21052631578947367
az0.19724770642201836
eu0.11764705882352942
vi0.11764705882352942
ms0.10714285714285714
reliabletrue
passestrue
11
name"Hunter"
dialogue"Hold that thought. Yeah, Hunter. What? You found the jacket? Where? The old mill? I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8234916559691914
tl0.647887323943662
da0.3309002433090025
sv0.3309002433090025
fr0.32014833127317677
cs0.302915082382763
sq0.28104575163398693
yo0.2486338797814208
pl0.24242424242424243
no0.2392807745504841
de0.23184357541899442
sk0.22644163150492264
ca0.2231638418079096
et0.21875
fi0.21428571428571427
nl0.2109038737446198
ms0.19941775836972345
hr0.13793103448275862
hi0.13249211356466878
it0.10277324632952692
pt0.10277324632952692
ro0.09688013136288999
sl0.09688013136288999
tr0.09688013136288999
reliabletrue
passestrue
12
name"Hunter"
dialogue"Listen, don't leave town. Stay right here. I'll find a translator."
detectedLang"en"
heavyLang"en"
scores
en0.7940891472868217
da0.5604963805584281
tl0.5208568207440812
de0.5203160270880361
no0.5120551090700345
sq0.47335811648079307
ro0.4606598984771573
sv0.4501940491591203
pt0.44733420026007803
fr0.44005270092226617
nl0.4264507422402159
hr0.4225543478260869
pl0.4209809264305177
es0.3902439024390244
sl0.3876080691642651
cs0.37407952871870404
eu0.37407952871870404
sk0.3722304283604136
fi0.371301775147929
it0.3675595238095238
hu0.35703479576399394
lv0.3441358024691358
ca0.33176100628930816
tr0.3275316455696203
yo0.3122977346278317
et0.30098684210526316
ms0.30098684210526316
vi0.27101200686106347
lt0.2595818815331011
is0.25438596491228066
az0.2328519855595668
reliabletrue
passestrue
13
name"Isabella"
dialogue"Cosa? Dove va? Signore, la prego, mi aiuti!"
detectedLang"it"
heavyLang"it"
scores
it0.7973470891672808
ca0.7046186895810956
es0.6857142857142857
ro0.6333333333333333
fr0.60431654676259
no0.44779116465863456
pl0.4246861924686192
sq0.40860215053763443
pt0.4008714596949891
sl0.39692982456140347
yo0.39560439560439564
hr0.3692660550458715
cs0.3483412322274882
sk0.3483412322274882
en0.23611111111111113
hu0.23611111111111113
tl0.233983286908078
vi0.233983286908078
tr0.207492795389049
da0.19117647058823528
de0.19117647058823528
nl0.19117647058823528
sv0.19117647058823528
reliabletrue
passestrue
14
name"Hunter"
dialogue"Yeah, yeah. Stay put."
detectedLang"en"
heavyLang"en"
scores
en0.75
hr0.625
reliabletrue
passestrue
15
name"Isabella"
dialogue"Dio mio, non capisce che siamo tutti in pericolo?"
detectedLang"it"
heavyLang"it"
scores
it0.8369818351187703
ro0.6067415730337079
en0.5314591700133868
fr0.4363929146537842
fi0.4336569579288026
ms0.4233937397034596
es0.41569282136894825
de0.39130434782608703
tl0.3902439024390244
nl0.3848857644991213
eu0.36247723132969034
sv0.3269230769230769
da0.31640625
hr0.3150684931506849
sl0.3055555555555556
ca0.3027888446215139
pt0.3013972055888224
et0.2813141683778234
sk0.24242424242424243
yo0.2009132420091324
az0.1935483870967742
pl0.1935483870967742
sq0.18032786885245902
no0.16666666666666666
lt0.14425427872860636
lv0.14425427872860636
tr0.14425427872860636
reliabletrue
passestrue