Run: 2026-02-08-01KGYZ328Q4AJGD0MR0ECRZ7XW

Run Details

Model:
Z.AI GLM 4.5
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
12.1s
Cost:
$0.001205
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: (Muttering to herself while examining her camera) "Perfetto. La luce è proprio quella che cercavo." Hunter: (Approaching her table) "Excuse me, miss. I'm Detective Hunter. I'm investigating some recent events in town. I was hoping you might have seen something unusual around the apple orchards yesterday?" Isabella: (Looking up, startled) "Mi scusi? Non capisco. Cosa sta succedendo?" Hunter: "The apple orchards. Yesterday. Did you notice anything strange? Anyone suspicious?" Isabella: (Shaking her head, looking troubled) "No, non capisco l'inglese. Io sono italiana. Parlo solo italiano." Hunter: "Great. Just great." (Pulls out his notebook) "Do you understand 'yesterday'?" (He gestures, pointing at his watch and then behind him) Isabella: (Eyes widening, looking troubled and shaken) "Ieri... ho visto qualcosa. Un uomo. Stava seguendo una ragazza. Era molto strano. Mi ha fatto paura." Hunter: "A man? Following a girl? Can you describe him?" Isabella: "Era alto. Capelli scuri. Indossava un cappotto nero, anche se faceva caldo. La ragazza sembrava spaventata. Non so chi erano." Hunter: "Did you see where they went? Which direction?" Isabella: (Frustrated, gesturing with her hands) "Non capisco! Non capisco cosa stai chiedendo! Perché nessuno parla italiano in questo posto?" Hunter: "Okay, calm down. I just need to know... direction." (He points in different directions) Isabella: "Verso il bosco. Sono andati verso il bosco vicino al frutteto." Hunter: "The woods near the orchard. Got it." (His phone rings) "Hunter here... What? Another one? Okay, I'm on my way." (Ending the call, he looks at Isabella) "I have to go. Stay here, okay? Don't go anywhere." Isabella: "Aspetti! Dov'è la polizia? Qualcuno dovrebbe sapere quello che ho visto!" Hunter: (Already walking away) "I'm the police! Just stay put! I'll send someone who can speak... whatever language you speak!" Isabella: (Calling after him in frustration) "Italiano! Si chiama italiano! Detective! Aspetti!" ```
created_at"2026-02-08T15:49:37.995863+00:00" 2/8/2026, 3:49:37 PM
model"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1496
moderation_latency(null)
generation_time11971
tokens_prompt261
tokens_completion518
native_tokens_prompt273
native_tokens_completion534
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached272
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"
usage0.00120532
router(null)
provider_responses
0
id"8162ea7f2464466df1c4aa712fc6c29c"
status200
is_byokfalse
latency1496
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-1770565765-95eyKZ3phOBRfnCAEGTV"
upstream_id"8162ea7f2464466df1c4aa712fc6c29c"
total_cost0.00120532
cache_discount0.00013328
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Perfetto. La luce è proprio quella che cercavo."
detectedLang"it"
heavyLang"it"
scores
it0.8286768581971535
ca0.644808743169399
es0.6060606060606061
fr0.5695364238410596
ro0.5523415977961432
pt0.5248538011695907
sq0.4749596122778676
yo0.41441441441441446
sv0.40693430656934304
tl0.3879472693032015
en0.33264887063655035
de0.3128964059196617
et0.30406852248394006
fi0.2872807017543859
da0.28414096916299564
ms0.23529411764705882
no0.20537897310513448
vi0.20537897310513448
eu0.181360201511335
cs0.17721518987341772
hr0.17721518987341772
pl0.1709183673469388
nl0.16237113402061853
tr0.16237113402061853
sk0.15364583333333331
sl0.15364583333333331
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. I'm Detective Hunter. I'm investigating some recent events in town. I was hoping you might have seen something unusual around the apple orchards yesterday?"
detectedLang"en"
heavyLang"en"
scores
en0.7888746098769965
tl0.6118798515018562
nl0.5438318127727093
fr0.5355411954765752
ro0.4838420107719928
sv0.47751022262607906
da0.47271893626776706
it0.4724770642201835
pt0.4724770642201835
de0.4685767097966729
no0.45984030061061537
es0.4323790720631787
ca0.40904419321685515
ms0.37261320240043644
sq0.3539325842696629
sl0.3263034563561804
cs0.3154761904761905
hr0.2914356130622304
et0.2866004962779156
yo0.2780916509730069
sk0.23841059602649006
pl0.19524142757172847
az0.18727915194346292
lt0.1797432239657632
lv0.16666666666666666
is0.14877868245743894
fi0.1043613707165109
tr0.10086004691164972
be0.05737704918032788
hu0.055053410024650785
uk0.05193734542456719
vi0.05193734542456719
reliabletrue
passestrue
2
name"Isabella"
dialogue"Mi scusi? Non capisco. Cosa sta succedendo?"
detectedLang"it"
heavyLang"it"
scores
it0.7900763358778626
es0.6621621621621622
ro0.6026011560693642
ca0.5907738095238095
pt0.5801526717557252
fr0.5528455284552846
en0.492619926199262
tl0.45
sl0.4376278118609407
yo0.3735763097949886
tr0.3483412322274882
eu0.2403314917127072
hu0.23611111111111113
cs0.22969187675070027
da0.22969187675070027
nl0.22969187675070027
sk0.22969187675070027
hr0.22096317280453256
pl0.22096317280453256
sv0.207492795389049
reliabletrue
passestrue
3
name"Hunter"
dialogue"The apple orchards. Yesterday. Did you notice anything strange? Anyone suspicious?"
detectedLang"en"
heavyLang"en"
scores
en0.7742442088731841
tl0.6050824175824175
fr0.5546088303640588
nl0.4460500963391137
de0.40904419321685515
no0.3850267379679145
da0.3777056277056277
es0.35247747747747743
ms0.3360277136258661
ro0.31302270011947436
it0.3072289156626506
cs0.2987804878048781
sq0.29187192118226607
sv0.28035043804755944
lv0.24738219895287958
hr0.23128342245989306
pt0.21981004070556312
sk0.21981004070556312
yo0.15689149560117305
hu0.13273001508295626
sl0.13273001508295626
pl0.11944869831546708
ca0.11128284389489954
is0.1043613707165109
lt0.1043613707165109
az0.09305993690851734
et0.09305993690851734
tr0.09305993690851734
reliabletrue
passestrue
4
name"Isabella"
dialogue"No, non capisco l'inglese. Io sono italiana. Parlo solo italiano."
detectedLang"it"
heavyLang"it"
scores
it0.8079692750840134
es0.700374531835206
pt0.6323529411764706
ca0.581151832460733
en0.54337899543379
fr0.5249406175771971
ro0.43582510578279265
tl0.4310099573257468
pl0.4261119081779053
sq0.41944847605224966
yo0.3993993993993994
sk0.3670886075949367
hr0.3579454253611557
no0.35379644588045234
tr0.33993399339933994
lv0.3220338983050847
sl0.24953095684803
az0.2438563327032136
de0.23954372623574144
lt0.23954372623574144
nl0.23954372623574144
cs0.23371647509578544
ms0.23371647509578544
da0.2277992277992278
sv0.2277992277992278
eu0.17864476386036962
hu0.14346895074946467
et0.13606911447084233
fi0.12854030501089325
reliabletrue
passestrue
5
name"Hunter"
dialogue"Do you understand 'yesterday'?"
detectedLang"en"
heavyLang"en"
scores
en0.7799779977997799
da0.6557659208261618
no0.6533795493934142
sv0.5991983967935872
cs0.5959595959595959
de0.5726495726495726
nl0.5670995670995671
pl0.5249406175771971
sk0.5249406175771971
pt0.43820224719101125
tl0.42528735632183906
ro0.41348973607038125
hr0.375
sl0.375
sq0.36908517350157727
vi0.35691318327974275
tr0.33554817275747506
fi0.2857142857142857
yo0.2805755395683453
is0.27007299270072993
et0.250936329588015
hu0.250936329588015
it0.250936329588015
reliabletrue
passestrue
6
name"Isabella"
dialogue"Ieri... ho visto qualcosa. Un uomo. Stava seguendo una ragazza. Era molto strano. Mi ha fatto paura."
detectedLang"it"
heavyLang"it"
scores
it0.8182762201453792
ca0.6485943775100402
es0.6164383561643836
pt0.5121951219512195
ro0.47368421052631576
no0.4363929146537842
sk0.42716857610474634
sl0.42434210526315785
cs0.38757655293088367
hr0.38217122683142096
lv0.35125115848007415
fr0.35064935064935066
sv0.2842535787321063
en0.25133689839572193
tl0.2456896551724138
da0.23830250272034822
hu0.22822491730981256
yo0.21700223713646533
fi0.21171171171171171
eu0.20903954802259886
de0.18699186991869918
pl0.1822429906542056
lt0.18128654970760233
et0.16963226571767495
is0.16567342073897498
ms0.16167664670658682
tr0.15764139590854392
nl0.0990990990990991
az0.077733860342556
sq0.077733860342556
reliabletrue
passestrue
7
name"Hunter"
dialogue"A man? Following a girl? Can you describe him?"
detectedLang"en"
heavyLang"en"
scores
en0.8197115384615384
tl0.6359223300970874
es0.5918367346938775
ca0.511400651465798
it0.4800693240901213
nl0.45255474452554745
pt0.44751381215469616
ro0.44649446494464945
cs0.4117647058823529
da0.40119760479041916
fr0.3890020366598778
sv0.3877551020408163
de0.37888198757763975
lv0.3723849372384937
lt0.3697478991596639
no0.35344827586206895
hu0.34210526315789475
tr0.33920704845814975
az0.3288590604026846
sk0.3023255813953488
yo0.2840095465393795
hr0.27184466019417475
pl0.25925925925925924
sl0.23076923076923078
is0.2
sq0.1935483870967742
eu0.1891891891891892
vi0.1891891891891892
et0.17355371900826447
fi0.17355371900826447
ms0.17355371900826447
reliabletrue
passestrue
8
name"Isabella"
dialogue"Era alto. Capelli scuri. Indossava un cappotto nero, anche se faceva caldo. La ragazza sembrava spaventata. Non so chi erano."
detectedLang"it"
heavyLang"it"
scores
it0.7635135135135135
ro0.5971454880294659
es0.536791953414505
ca0.5184369840396258
fr0.4948036951501155
pt0.43982074263764404
sl0.3718592964824121
hr0.3430930930930931
ms0.3411144578313253
tl0.33510638297872336
yo0.33001531393568145
en0.32484567901234573
no0.3011182108626198
vi0.2653232577665827
eu0.2640874684608915
cs0.24111014744145706
de0.2378048780487805
sq0.2331288343558282
sk0.22360248447204967
da0.21594982078853048
lv0.1602687140115163
fi0.15540540540540537
et0.14883268482490272
nl0.12935323383084577
is0.0894901144640999
sv0.0894901144640999
tr0.0894901144640999
hu0.06716417910447761
pl0.06716417910447761
reliabletrue
passestrue
9
name"Hunter"
dialogue"Did you see where they went? Which direction?"
detectedLang"en"
heavyLang"en"
scores
en0.8444790046656299
tl0.53198127925117
fr0.5222929936305732
de0.46619217081850534
et0.4371482176360225
nl0.43289224952741023
da0.37629937629937626
sv0.3697478991596639
ro0.3644067796610169
pt0.358974358974359
ca0.3548387096774194
es0.3464052287581699
no0.3181818181818182
sq0.3135011441647597
eu0.24050632911392408
yo0.2366412213740458
fi0.21465968586387435
cs0.20634920634920634
it0.20634920634920634
zh0.20424403183023873
lt0.1891891891891892
lv0.18256130790190736
sl0.18256130790190736
hr0.17355371900826447
tr0.17355371900826447
az0.16434540389972147
ms0.16434540389972147
reliabletrue
passestrue
10
name"Isabella"
dialogue"Non capisco! Non capisco cosa stai chiedendo! Perché nessuno parla italiano in questo posto?"
detectedLang"it"
heavyLang"it"
scores
it0.8007968127490039
pt0.6743635287152161
es0.6588089330024813
tl0.5886312640239342
en0.5852187028657617
fr0.5775729646697388
sl0.5335029686174724
cs0.5137046861184793
ca0.49725776965265084
ro0.4811320754716981
hr0.4776828110161444
nl0.4358974358974359
sk0.434156378600823
az0.40476190476190477
lt0.3936052921719956
sq0.3861607142857143
de0.3764172335600907
pl0.3552168815943728
ms0.3405275779376499
sv0.3405275779376499
tr0.33973589435774315
yo0.298469387755102
da0.24760601915184677
no0.24760601915184677
hu0.21316165951359084
et0.2109038737446198
fi0.17664670658682635
eu0.13657770800627944
is0.12974683544303797
lv0.09688013136288999
reliabletrue
passestrue
11
name"Hunter"
dialogue"Okay, calm down. I just need to know... direction."
detectedLang"en"
heavyLang"en"
scores
en0.8002904865649964
tl0.6588089330024813
da0.6065808297567954
sv0.6020260492040521
no0.5889387144992526
ca0.5801526717557252
et0.5716510903426791
fr0.5439469320066335
hr0.5362563237774031
yo0.535472972972973
ro0.4878957169459963
pl0.4869402985074627
lv0.47817836812144215
lt0.462890625
cs0.461839530332681
nl0.45436507936507936
sk0.4258872651356994
it0.4123931623931624
sq0.4123931623931624
sl0.40604751619870405
de0.4008714596949891
pt0.3792325056433409
es0.3663594470046083
tr0.32598039215686275
az0.30730478589420657
eu0.25675675675675674
fi0.22969187675070027
zh0.21875
be0.20289855072463767
hu0.19590643274853803
is0.1863905325443787
uk0.1863905325443787
vi0.1863905325443787
ms0.17664670658682635
reliabletrue
passestrue
12
name"Isabella"
dialogue"Verso il bosco. Sono andati verso il bosco vicino al frutteto."
detectedLang"it"
heavyLang"it"
scores
it0.7971014492753623
es0.6040723981900453
ca0.5580808080808082
ro0.5021337126600285
pt0.46564885496183206
nl0.45054945054945056
fr0.3670886075949367
sl0.35424354243542433
lt0.35064935064935066
az0.3320610687022901
sq0.279835390946502
eu0.21524663677130043
ms0.21524663677130043
de0.2081447963800905
hr0.19724770642201836
tr0.1935483870967742
da0.1898148148148148
et0.1784037558685446
hu0.17061611374407584
is0.1606714628297362
en0.15254237288135594
no0.15254237288135594
sv0.14425427872860636
reliabletrue
passestrue
13
name"Hunter"
dialogue"I have to go. Stay here, okay? Don't go anywhere."
detectedLang"en"
heavyLang"en"
scores
en0.8036649214659686
tl0.5973154362416108
da0.5652173913043478
pl0.5515695067264574
sq0.5098039215686274
yo0.5008319467554077
hr0.4594594594594595
no0.45848375451263534
cs0.44029850746268656
sk0.40476190476190477
lv0.3814432989690722
lt0.3576017130620985
ca0.3150684931506849
sv0.3150684931506849
sl0.28741092636579574
it0.27710843373493976
ro0.23076923076923078
de0.20634920634920634
be0.1891891891891892
tr0.1891891891891892
hu0.18256130790190736
az0.17355371900826447
et0.17355371900826447
is0.17355371900826447
uk0.17355371900826447
vi0.17355371900826447
reliabletrue
passestrue
14
name"Isabella"
dialogue"Aspetti! Dov'è la polizia? Qualcuno dovrebbe sapere quello che ho visto!"
detectedLang"it"
heavyLang"it"
scores
it0.8136315228966986
ca0.5430809399477807
es0.5187901008249313
fr0.5
ro0.4807121661721069
pt0.4479495268138801
no0.41077441077441074
fi0.40136830102622584
tl0.3697478991596639
sk0.33879093198992444
ms0.33290978398983484
en0.3217054263565891
de0.3155149934810952
sq0.3055555555555556
cs0.27285318559556787
eu0.2636746143057504
hr0.2636746143057504
yo0.25531914893617025
sl0.25426136363636365
lt0.25
da0.23580786026200873
lv0.23469387755102045
is0.22106824925816024
tr0.22106824925816024
et0.1449511400651466
sv0.1449511400651466
pl0.1435562805872757
nl0.14075286415711946
vi0.13793103448275862
az0.125
hu0.125
reliabletrue
passestrue
15
name"Hunter"
dialogue"I'm the police! Just stay put! I'll send someone who can speak... whatever language you speak!"
detectedLang"en"
heavyLang"en"
scores
en0.8134961003730077
tl0.5145631067961165
fr0.40987124463519314
no0.3982494529540482
ro0.39759036144578314
sv0.3936052921719956
da0.38684503901895206
nl0.38547486033519557
hr0.3475682087781732
et0.32844932844932845
cs0.32098765432098764
ms0.3099121706398996
ca0.2912371134020619
pt0.2857142857142857
eu0.23822714681440443
yo0.23611111111111113
de0.2329149232914923
it0.23184357541899442
sl0.22752808988764048
sq0.22535211267605632
sk0.22206506364922204
es0.21763869132290184
az0.21652421652421652
lt0.21428571428571427
tr0.21316165951359084
lv0.13928012519561817
pl0.13793103448275862
fi0.13249211356466878
is0.13249211356466878
hu0.12
reliabletrue
passestrue
16
name"Isabella"
dialogue"Italiano! Si chiama italiano! Detective! Aspetti!"
detectedLang"it"
heavyLang"it"
scores
it0.7940074906367041
ro0.7077577045696068
es0.6802325581395348
pt0.629878869448183
sq0.6201657458563536
tl0.6164574616457461
en0.6143057503506312
ca0.6110325318246109
fr0.6077032810271041
lt0.49355432780847147
cs0.47619047619047616
sl0.47418738049713194
no0.45
yo0.4123931623931624
de0.3483412322274882
fi0.34679334916864607
nl0.34523809523809523
da0.34210526315789475
ms0.3357487922705314
tr0.3309002433090025
hr0.314214463840399
sv0.314214463840399
sk0.30904522613065327
is0.21875
pl0.21428571428571427
az0.17664670658682635
reliabletrue
passestrue