Run: 2026-04-24-01KQ02YFFV3SDE6WBREP5ER85N

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
56.6s
Cost:
$0.002014
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="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: (Adjusting her camera settings) "Mi scusi, sto solo controllando la luce per le mie foto." Hunter: "Excuse me, ma'am. I'm Detective Hunter. I'm investigating some recent incidents in town. Have you noticed anything unusual around here lately?" Isabella: "Mi scusi? Non parlo inglese. Parla italiano?" Hunter: "I... uh... no. English only. You saw anything strange? People acting odd? Disappearances?" Isabella: "Non capisco. Parla... più... lento?" Hunter: "People. Gone. Missing. You see anything?" Isabella: "Persone... mancanti? Oh! Sì, ho sentito parlare di alcune persone... scomparse. È terribile." Hunter: "You know something? Tell me what you know." Isabella: "Mi dispiace, non posso spiegare bene. Non so abbastanza inglese. Ma ho visto qualcosa di strano ieri al festival della mela." Hunter: "Apple festival? What did you see? Try to show me." Isabella: (Pulls out sketchbook and begins drawing) "Posso provare a disegnare. C'era un'auto nera, strana. Con finestrini oscuri." Hunter: "Black car? Tinted windows? Where? When?" Isabella: "Nel parcheggio. Dopo la cerimonia. Una persona è entrata nell'auto e... poi è partita velocemente." Hunter: "Who was it? Did you recognize them?" Isabella: "Non so. Troppo lontano. Ma sembrava... spaventata? Sì, spaventata." Hunter: (Phone rings) "Damn. Sorry, gotta take this. Can you come to the station tomorrow? We'll find a translator." Isabella: "Certo. Domani. Attendi! Questo è importante! C'era un simbolo sull'auto... un triangolo con occhi dentro." Hunter: "Triangle with eyes? Got it. Thanks for your help. Be safe."
created_at"2026-04-24T15:50:14.79Z" 4/24/2026, 3:50:14 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2468
moderation_latency(null)
generation_time56423
tokens_prompt321
tokens_completion1920
native_tokens_prompt269
native_tokens_completion1783
native_tokens_completion_images(null)
native_tokens_reasoning1497
native_tokens_cached8
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"
usage0.00201374
router(null)
provider_responses
0
endpoint_id"c8760514-8a81-4a73-ae2c-be4942ba93f3"
id"202604242350150c34af30cb3e474f"
is_byokfalse
latency2468
model_permaslug"z-ai/glm-4.5-air"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1777045814-Ao6wtfJGEnMwxQpusbfx"
session_id(null)
api_type"completions"
id"gen-1777045814-0UxjTv0wFIWuNJlje2z9"
upstream_id"202604242350150c34af30cb3e474f"
total_cost0.00201374
cache_discount0.00000136
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Mi scusi, sto solo controllando la luce per le mie foto."
detectedLang"it"
heavyLang"it"
scores
it0.8049921996879876
es0.7035573122529644
ro0.6508379888268158
fr0.6366279069767442
ca0.6279761904761905
tl0.5198463508322664
pt0.5123537061118335
no0.5059288537549407
sl0.49048913043478265
nl0.4541484716157206
yo0.4460856720827179
sk0.44362017804154297
cs0.42660550458715596
en0.41497659906396256
sq0.3892508143322475
sv0.38016528925619836
da0.37080536912751677
de0.35456110154905335
pl0.35233160621761656
hr0.34782608695652173
hu0.32795698924731176
lt0.32553956834532377
tr0.2647058823529412
et0.251497005988024
lv0.251497005988024
vi0.1830065359477124
ms0.17218543046357618
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. I'm Detective Hunter. I'm investigating some recent incidents in town. Have you noticed anything unusual around here lately?"
detectedLang"en"
heavyLang"en"
scores
en0.7882326007326007
tl0.576271186440678
ro0.5325922182920667
fr0.532355915065723
nl0.5246659815005138
pt0.5182291666666667
it0.5154531168150864
es0.46314567614625657
ca0.460955710955711
sl0.42582247051520794
sq0.42259675405742825
de0.416403785488959
sv0.3989603638726445
da0.3874172185430464
ms0.3629476584022039
no0.3554006968641115
sk0.35042134831460675
cs0.34350603264726753
hr0.29817905918057663
et0.2955064737242955
lv0.23616845582163504
az0.227234753550543
lt0.21142369991474852
pl0.19844020797227038
fi0.1864555848724714
is0.12982126058325494
yo0.08687068114511352
hi0.07592407592407592
tr0.059959349593495935
reliabletrue
passestrue
2
name"Isabella"
dialogue"Mi scusi? Non parlo inglese. Parla italiano?"
detectedLang"it"
heavyLang"it"
scores
it0.7913769123783032
es0.6865203761755486
pt0.5502248875562219
fr0.506578947368421
ca0.49324324324324326
tr0.49324324324324326
yo0.4809688581314879
cs0.4791666666666667
az0.4350282485875706
sl0.42857142857142855
ro0.42528735632183906
pl0.4230769230769231
en0.42196531791907516
sq0.42084942084942084
hr0.39999999999999997
hu0.336283185840708
sk0.336283185840708
tl0.3288590604026846
et0.3181818181818182
de0.29577464788732394
lt0.29577464788732394
nl0.29577464788732394
ms0.2890995260663507
no0.2890995260663507
da0.2822966507177033
sv0.2822966507177033
eu0.2248062015503876
is0.21465968586387435
fi0.16434540389972147
lv0.16434540389972147
reliabletrue
passestrue
3
name"Hunter"
dialogue"I... uh... no. English only. You saw anything strange? People acting odd? Disappearances?"
detectedLang"en"
heavyLang"en"
scores
en0.7958096590909091
tl0.5904558404558404
no0.5500782472613459
fr0.49428320140721194
ca0.4748858447488585
ms0.46610956360259986
nl0.4492337164750958
hr0.44870565675934804
pt0.43792766373411535
it0.4289970208540219
da0.41446028513238287
ro0.4138634046890927
sv0.3863393810032017
lv0.3702081051478641
de0.3596881959910913
es0.358974358974359
sq0.33755760368663595
pl0.32669789227166274
cs0.3162901307966707
sk0.30387409200968524
tr0.27398989898989895
is0.26282051282051283
lt0.1843971631205674
az0.17503586800573886
et0.17503586800573886
sl0.13273001508295626
yo0.1314199395770393
be0.10852713178294573
hu0.1043613707165109
uk0.0987460815047022
vi0.0987460815047022
reliabletrue
passestrue
4
name"Isabella"
dialogue"Non capisco. Parla... più... lento?"
detectedLang"it"
heavyLang"it"
scores
it0.8005982053838484
es0.726027397260274
pt0.658703071672355
fr0.6330275229357798
tl0.6197718631178707
en0.54337899543379
lt0.54337899543379
ca0.5391705069124424
cs0.5337995337995338
sk0.46380697050938335
az0.46236559139784944
ro0.44751381215469616
tr0.44598337950138506
fi0.3174061433447099
eu0.30313588850174217
is0.2907801418439716
yo0.2753623188405797
hu0.250936329588015
pl0.250936329588015
de0.23954372623574144
et0.23954372623574144
hr0.23954372623574144
ms0.23954372623574144
nl0.23954372623574144
sl0.23954372623574144
da0.2277992277992278
lv0.2277992277992278
no0.2277992277992278
sq0.2277992277992278
sv0.2277992277992278
reliabletrue
passestrue
5
name"Hunter"
dialogue"People. Gone. Missing. You see anything?"
detectedLang"en"
heavyLang"en"
scores
en0.8286497601096642
tl0.5987158908507223
et0.4845360824742268
ms0.4292237442922375
nl0.4131455399061033
is0.37810945273631835
da0.3573264781491003
sq0.2857142857142857
sv0.2774566473988439
no0.2492492492492493
cs0.2378048780487805
fi0.2378048780487805
ca0.22360248447204967
de0.22360248447204967
fr0.22360248447204967
az0.20634920634920634
it0.20634920634920634
pt0.20634920634920634
reliabletrue
passestrue
6
name"Isabella"
dialogue"Persone... mancanti? Oh! Sì, ho sentito parlare di alcune persone... scomparse. È terribile."
detectedLang"it"
heavyLang"it"
scores
it0.7948526669153301
es0.56
ro0.5278969957081545
ca0.5242214532871973
fr0.504950495049505
no0.4995450409463148
ms0.4990892531876139
yo0.4433198380566802
de0.43820224719101125
pt0.3962678375411636
sq0.38684503901895206
en0.38478747203579416
nl0.375
sv0.36194895591647336
sk0.3582263710618437
tl0.3552168815943728
cs0.34911242603550297
sl0.3333333333333333
da0.33171324422843257
hr0.3234932349323493
tr0.3176178660049628
az0.3167701863354037
lt0.28848641655886154
lv0.2753623188405797
hu0.2597577388963661
et0.25170068027210885
pl0.25170068027210885
fi0.18154761904761904
vi0.1499227202472952
eu0.13249211356466878
is0.10277324632952692
reliabletrue
passestrue
7
name"Hunter"
dialogue"You know something? Tell me what you know."
detectedLang"en"
heavyLang"en"
scores
en0.8278829604130808
es0.47368421052631576
tl0.46236559139784944
pt0.453551912568306
ms0.44751381215469616
sq0.42528735632183906
et0.3220338983050847
fr0.3127147766323024
no0.3127147766323024
sl0.3055555555555556
nl0.29577464788732394
it0.2857142857142857
cs0.2805755395683453
fi0.2727272727272727
reliabletrue
passestrue
8
name"Isabella"
dialogue"Mi dispiace, non posso spiegare bene. Non so abbastanza inglese. Ma ho visto qualcosa di strano ieri al festival della mela."
detectedLang"it"
heavyLang"it"
scores
it0.7975005785697755
es0.5449817992719709
ca0.5387453874538745
pt0.5089786756453424
sk0.5078740157480316
fr0.47352587244283995
en0.45685909373060213
ro0.44585180493983534
sl0.44196428571428575
ms0.43438914027149317
no0.4201457919151756
tl0.403544648943422
et0.38596491228070173
yo0.383368569415081
de0.38249823570924485
hr0.37722419928825623
cs0.37589158345221113
nl0.34505988023952094
sv0.3227554179566564
da0.31959564541213065
sq0.3169398907103825
fi0.29492344883158744
lt0.2833742833742834
pl0.2714404662781016
hu0.2690058479532163
lv0.24373379429559205
vi0.23846823324630112
az0.22566371681415928
is0.19651056014692378
eu0.1729678638941399
tr0.13021868787276342
reliabletrue
passestrue
9
name"Hunter"
dialogue"Apple festival? What did you see? Try to show me."
detectedLang"en"
heavyLang"en"
scores
en0.798011187072716
nl0.6153846153846154
tl0.5790155440414508
es0.5734908136482939
fr0.5734908136482939
cs0.5492371705963939
sl0.5492371705963939
et0.5435393258426966
no0.5435393258426966
pt0.5296671490593343
it0.5262390670553936
hr0.49376947040498437
da0.4724025974025974
sq0.4610281923714759
ms0.4472789115646259
sk0.4347826086956522
lt0.41441441441441446
de0.4058500914076782
ca0.3879472693032015
pl0.37858508604206503
sv0.37137330754352027
lv0.36274509803921573
fi0.29805615550755943
yo0.29653679653679654
az0.26636568848758463
ro0.26636568848758463
hu0.1709183673469388
reliabletrue
passestrue
10
name"Isabella"
dialogue"Posso provare a disegnare. C'era un'auto nera, strana. Con finestrini oscuri."
detectedLang"it"
heavyLang"it"
scores
it0.7755451047456178
ro0.5793269230769231
es0.5646766169154229
pt0.506578947368421
en0.470766129032258
ms0.4664634146341463
ca0.46098562628336753
hr0.4570837642192347
no0.4514106583072101
fr0.44561774023231254
sv0.42560175054704596
cs0.4061085972850679
sk0.40136830102622584
da0.3986254295532647
sq0.39306358381502887
tr0.38668224299065423
az0.37796208530805686
sl0.37275985663082434
lt0.3526510480887793
pl0.33375634517766495
nl0.2895805142083897
de0.27884615384615385
vi0.2768595041322314
et0.27586206896551724
tl0.26573426573426573
hu0.2290748898678414
is0.2128935532233883
lv0.21052631578947367
yo0.1847826086956522
eu0.11764705882352942
fi0.10714285714285714
reliabletrue
passestrue
11
name"Hunter"
dialogue"Black car? Tinted windows? Where? When?"
detectedLang"en"
heavyLang"en"
scores
en0.8046875
de0.5606326889279437
fr0.536178107606679
tr0.38271604938271603
tl0.3811881188118812
sq0.2378048780487805
nl0.23547400611620795
da0.2331288343558282
reliabletrue
passestrue
12
name"Isabella"
dialogue"Nel parcheggio. Dopo la cerimonia. Una persona è entrata nell'auto e... poi è partita velocemente."
detectedLang"it"
heavyLang"it"
scores
it0.8172103487064117
es0.6688741721854304
ca0.6571729957805907
pt0.6178718400940623
ro0.6117084826762246
fr0.5572207084468664
sq0.5330459770114943
tl0.48371723590150917
et0.42731277533039647
en0.42016057091882253
yo0.41546762589928055
no0.41016333938294003
lv0.39478584729981375
de0.3658536585365854
nl0.365234375
da0.36274509803921573
sv0.35451837140019865
lt0.35323383084577115
pl0.3460764587525151
hr0.336734693877551
eu0.32432432432432434
ms0.31650893796004204
fi0.3010752688172043
hu0.2903930131004367
sl0.2896174863387978
tr0.28806133625410735
sk0.28017718715393136
az0.23708920187793428
cs0.21780986762936222
is0.16666666666666666
vi0.11444141689373298
reliabletrue
passestrue
13
name"Hunter"
dialogue"Who was it? Did you recognize them?"
detectedLang"en"
heavyLang"en"
scores
en0.8416608022519353
tl0.5161290322580645
nl0.47674418604651164
yo0.4201030927835051
tr0.34782608695652173
de0.34593023255813954
ca0.33234421364985167
es0.32432432432432434
pt0.30769230769230765
fr0.30124223602484473
lv0.27652733118971057
ro0.27652733118971057
sq0.27652733118971057
cs0.25742574257425743
it0.2398648648648649
reliabletrue
passestrue
14
name"Isabella"
dialogue"Non so. Troppo lontano. Ma sembrava... spaventata? Sì, spaventata."
detectedLang"it"
heavyLang"it"
scores
it0.7734627831715211
yo0.515235457063712
fr0.49784791965566716
tl0.4845360824742268
en0.4496855345911949
sk0.4363929146537842
ro0.40878378378378377
sl0.4067796610169492
no0.4006849315068493
pt0.38917975567190227
de0.360146252285192
ca0.3408662900188324
hr0.3371212121212121
et0.33586337760910817
vi0.33586337760910817
ms0.317738791423002
es0.29435483870967744
sq0.2857142857142857
pl0.23413566739606126
eu0.19908466819221968
da0.19724770642201836
cs0.19168591224018475
hu0.1898148148148148
nl0.16864608076009502
lt0.1566265060240964
reliabletrue
passestrue
15
name"Hunter"
dialogue"Damn. Sorry, gotta take this. Can you come to the station tomorrow? We'll find a translator."
detectedLang"en"
heavyLang"en"
scores
en0.7661730319563523
tl0.6101364522417154
it0.5558845299777943
da0.5253164556962026
no0.4805194805194805
sv0.46380697050938335
yo0.46380697050938335
fr0.4480220791168353
sl0.44029850746268656
cs0.4355597365945437
pl0.4230769230769231
nl0.4180407371483996
hr0.4088669950738916
de0.3939393939393939
sk0.3902439024390244
pt0.38837920489296635
ro0.3858751279426817
sq0.3775933609958506
lt0.35344827586206895
lv0.3492407809110629
ms0.34782608695652173
ca0.32432432432432434
tr0.3150684931506849
az0.3095512082853855
hu0.3055555555555556
fi0.2998833138856476
et0.28741092636579574
es0.2583436341161928
vi0.20844327176781002
eu0.18588873812754408
zh0.1137370753323486
is0.1111111111111111
reliabletrue
passestrue
16
name"Isabella"
dialogue"Certo. Domani. Attendi! Questo è importante! C'era un simbolo sull'auto... un triangolo con occhi dentro."
detectedLang"it"
heavyLang"it"
scores
it0.7978047371461583
es0.6117581808097616
fr0.56575682382134
pt0.5608531994981178
ca0.5108315863032844
tl0.5108315863032844
ro0.4883040935672514
en0.4728915662650602
lt0.4479495268138801
sq0.4152046783625731
yo0.3210475266731329
lv0.31170108161258603
hr0.279835390946502
sl0.27461139896373055
et0.2693110647181628
no0.23413566739606126
sk0.21962095875139354
tr0.21082299887260428
sv0.16765755053507728
vi0.15764139590854392
ms0.14634146341463414
is0.10714285714285714
cs0.10256410256410256
de0.10256410256410256
da0.08735332464146023
reliabletrue
passestrue
17
name"Hunter"
dialogue"Triangle with eyes? Got it. Thanks for your help. Be safe."
detectedLang"en"
heavyLang"en"
scores
en0.8186528497409327
tl0.5808383233532934
yo0.34701492537313433
da0.31237721021611
no0.3110236220472441
ms0.308300395256917
vi0.29292929292929293
hu0.2505353319057816
lt0.24242424242424243
nl0.24242424242424243
lv0.19724770642201836
pt0.19724770642201836
sq0.19724770642201836
ca0.1822429906542056
fr0.1822429906542056
reliabletrue
passestrue