Run: 2026-04-24-01KQ014ENHYES8XXNMBK87Y417

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
5.5s
Cost:
$0.000440
Provider:
SiliconFlow

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: (looking up from her camera, eyes wide with worry) "Scusi, officeri? Cosa sta succedendo qui? Ho visto qualcosa di strano nel parco stamattina..." Hunter: "I'm sorry, I don't understand. Do you speak any English?" Isabella: (shaking her head, becoming more flustered) "Non... no parlo inglese. Solo italiano. Cosa è successo? Perché tutti sono spaventati?" Hunter: "I see. Look, I'm Detective Hunter. I need to ask you about something you might have seen yesterday evening. Did you happen to notice anything unusual near the old oak tree by the river?" Isabella: (gesturing nervously with her hands) "Ieri? Sì, c'erano due persone che parlavano animatamente. Poi... poi ho sentito un urlo. Un breve urlo. Ho pensato che fosse probabilmente un animale, ma..." Hunter: (leaning in, trying to piece together her meaning) "An animal? You're sure it was an animal? Was there a man? A woman?" Isabella: (nodding, pointing toward the river) "Sì, un uomo e una donna. L'uomo sembrava arrabbiato. La donna piangeva. Poi silenzio. Solo silenzio dopo il grido." Hunter: (pulling out his notepad, frustrated) "Damn it. I need a translator. Can you write down what you just told me? Or maybe draw me a picture?" Isabella: (nodding, quickly pulling out a small sketchbook from her camera bag) "Posso farlo. Posso disegnare quello che ho visto." Hunter: (his phone rings, he glances at it with irritation) "Look, I have to take this. Can you stay right here? I'll be back in ten minutes. Please don't go anywhere." Isabella: (nodding again, already sketching) "Sì, resterò. Non preoccuparti." Hunter: (answering his phone, walking away) "Hunter... what? You're sure? Okay, I'm on my way." ```
created_at"2026-04-24T15:18:33.408Z" 4/24/2026, 3:18:33 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1389
moderation_latency(null)
generation_time5243
tokens_prompt321
tokens_completion437
native_tokens_prompt273
native_tokens_completion467
native_tokens_completion_images(null)
native_tokens_reasoning0
native_tokens_cached0
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"
usage0.00043984
router(null)
provider_responses
0
endpoint_id"f7dc79ca-bbbd-41a1-8eef-616d981ff1cb"
id"019dc0123ef96f0cd7ce5cf2e4758acd"
is_byokfalse
latency1389
model_permaslug"z-ai/glm-4.5-air"
provider_name"SiliconFlow"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1777043913-3WdmRyLZglOvA0Qt0w2C"
session_id(null)
api_type"completions"
id"gen-1777043913-k19dxXkKPPNHyOZNrvz6"
upstream_id"019dc0123ef96f0cd7ce5cf2e4758acd"
total_cost0.00043984
cache_discount(null)
upstream_inference_cost0
provider_name"SiliconFlow"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Scusi, officeri? Cosa sta succedendo qui? Ho visto qualcosa di strano nel parco stamattina..."
detectedLang"it"
heavyLang"it"
scores
it0.7757073844030365
ca0.5514147688060732
es0.5406360424028269
pt0.525893508388038
ro0.4791666666666667
fr0.46546052631578944
da0.4391716997411561
no0.4257950530035336
sl0.4058500914076782
en0.40202391904323825
tl0.38446969696969696
sv0.35194416749750745
sk0.336734693877551
de0.3222106360792492
ms0.3055555555555556
cs0.2793791574279379
hr0.27211646136618145
nl0.27048260381593714
lt0.2630385487528345
fi0.24681344148319811
is0.23708920187793428
yo0.23439340400471145
sq0.22985781990521328
lv0.1792929292929293
tr0.1709183673469388
az0.15803108808290156
et0.15364583333333331
vi0.12985274431057564
pl0.10714285714285714
reliabletrue
passestrue
1
name"Hunter"
dialogue"I'm sorry, I don't understand. Do you speak any English?"
detectedLang"en"
heavyLang"en"
scores
en0.8033431661750245
no0.5670995670995671
da0.5614035087719298
tl0.5139732685297691
sv0.51278928136419
cs0.5
pl0.464524765729585
hr0.4528043775649795
sk0.4227994227994228
ca0.4038748137108793
de0.39849624060150374
pt0.3902439024390244
sq0.38556067588325654
ro0.3710691823899371
it0.34959349593495936
nl0.3079584775086505
vi0.30313588850174217
yo0.2920353982300885
is0.25512104283054005
sl0.23076923076923078
ms0.15254237288135594
be0.14893617021276595
tr0.14893617021276595
hu0.14346895074946467
az0.13606911447084233
et0.13606911447084233
lt0.13606911447084233
lv0.13606911447084233
uk0.13606911447084233
reliabletrue
passestrue
2
name"Isabella"
dialogue"Non... no parlo inglese. Solo italiano. Cosa è successo? Perché tutti sono spaventati?"
detectedLang"it"
heavyLang"it"
scores
it0.81826801517067
es0.6283128636069812
pt0.612533692722372
ca0.5472440944881889
en0.5385232744783306
fr0.5377813504823151
ro0.4492337164750958
da0.3850267379679145
yo0.36323366555924697
et0.3604004449388209
hr0.3596881959910913
no0.33526011560693636
sq0.3329466357308584
nl0.32669789227166274
sv0.3146603098927294
sk0.3105515587529976
fi0.3088942307692307
sl0.2758186397984887
pl0.27398989898989895
ms0.26658163265306123
tr0.26376440460947503
cs0.2580645161290322
lv0.2483660130718954
tl0.21232876712328766
hu0.2058011049723757
az0.18323863636363635
de0.1797432239657632
lt0.1797432239657632
eu0.1314199395770393
reliabletrue
passestrue
3
name"Hunter"
dialogue"I see. Look, I'm Detective Hunter. I need to ask you about something you might have seen yesterday evening. Did you happen to notice anything unusual near the old oak tree by the river?"
detectedLang"en"
heavyLang"en"
scores
en0.812222601570502
tl0.5684582189093762
da0.5236032914681681
no0.4662785055798156
sv0.40636805180787916
nl0.377475947934352
fr0.3699885452462772
pt0.3648960739030023
it0.35785172212492705
cs0.3533215755437978
ro0.34795494961470064
es0.3428912783751493
ca0.3296770262035344
yo0.3037974683544304
et0.3024730500951173
de0.30158730158730157
sq0.2966751918158568
sk0.27344782034346105
hr0.2695883134130146
pl0.25625422582826235
lv0.21652421652421652
ms0.20977011494252876
sl0.18337045285820341
is0.1358994501178319
lt0.13180741910023677
hu0.12767644726407612
tr0.10496338486574451
be0.05982905982905983
az0.05417024935511608
uk0.05417024935511608
vi0.05417024935511608
reliabletrue
passestrue
4
name"Isabella"
dialogue"Ieri? Sì, c'erano due persone che parlavano animatamente. Poi... poi ho sentito un urlo. Un breve urlo. Ho pensato che fosse probabilmente un animale, ma..."
detectedLang"it"
heavyLang"it"
scores
it0.7994987468671679
ro0.5844155844155844
pt0.5661605206073753
fr0.5575221238938053
es0.5365005793742758
ca0.5240928019036288
ms0.46380697050938335
et0.4463667820069204
no0.43899018232819076
sq0.42363112391930835
tl0.4108983799705449
en0.4074074074074074
hr0.39984996249062266
sk0.37057435090479934
lv0.35846030473135526
de0.35275080906148865
nl0.3522267206477733
da0.34372436423297786
lt0.34102141680395387
tr0.3316624895572264
yo0.3055555555555556
az0.2926613616268789
cs0.27927927927927926
pl0.27601809954751133
sl0.2694063926940639
sv0.25857275254865614
hu0.2558139534883721
eu0.23736892278360344
is0.14163090128755365
vi0.0888382687927107
fi0.07300115874855156
reliabletrue
passestrue
5
name"Hunter"
dialogue"An animal? You're sure it was an animal? Was there a man? A woman?"
detectedLang"en"
heavyLang"en"
scores
en0.8194945848375451
de0.6615087040618954
tl0.5818399044205496
ro0.5251017639077341
yo0.5179063360881543
nl0.5172413793103449
fr0.5021337126600285
sq0.4672754946727549
pt0.4582043343653251
lv0.4299674267100977
hr0.42052980132450335
no0.40170940170940167
ca0.38162544169611307
es0.37722419928825623
cs0.3670886075949367
da0.36479128856624315
it0.358974358974359
sv0.35185185185185186
vi0.3383742911153119
lt0.3346007604562738
eu0.3320610687022901
hu0.308300395256917
tr0.29718875502008035
az0.29435483870967744
fi0.29006085192697767
ms0.29006085192697767
sk0.27083333333333337
pl0.23076923076923078
sl0.20454545454545453
is0.1764705882352941
et0.15254237288135594
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì, un uomo e una donna. L'uomo sembrava arrabbiato. La donna piangeva. Poi silenzio. Solo silenzio dopo il grido."
detectedLang"it"
heavyLang"it"
scores
it0.7880714501967908
es0.6002284408909194
ca0.5605775266792217
fr0.513212795549374
ro0.45482866043613707
yo0.4067796610169492
pt0.3642143505903724
sq0.29929929929929927
et0.29149797570850206
tl0.2584745762711864
hr0.25611052072263546
de0.25133689839572193
sl0.2497320471596999
lv0.24731182795698922
no0.24487594390507011
az0.20273348519362186
fi0.20273348519362186
tr0.18032786885245902
da0.16963226571767495
en0.16765755053507728
sv0.1606714628297362
eu0.13473423980222496
ms0.12280701754385964
vi0.10714285714285714
cs0.10600255427841634
sk0.10600255427841634
pl0.10485933503836317
hu0.0990990990990991
is0.08735332464146023
lt0.08735332464146023
nl0.08256880733944955
reliabletrue
passestrue
7
name"Hunter"
dialogue"Damn it. I need a translator. Can you write down what you just told me? Or maybe draw me a picture?"
detectedLang"en"
heavyLang"en"
scores
en0.8060053981106612
tl0.584237165582068
et0.5396317053642915
sq0.5336577453365775
ro0.49160035366931915
fr0.4888888888888889
it0.48476702508960573
ca0.4666048237476809
hr0.44498069498069504
sl0.4390243902439025
no0.4278606965174129
sv0.42384769539078154
cs0.3940990516332982
pt0.39088983050847464
pl0.3902439024390244
yo0.38038793103448276
sk0.37635574837310193
da0.36813186813186816
es0.35101580135440186
tr0.3329466357308584
lv0.3321718931475029
lt0.33061699650756693
nl0.33061699650756693
de0.32113341204250295
az0.3187203791469194
ms0.31710213776722085
hu0.27944862155388467
vi0.2776381909547738
fi0.1935483870967742
is0.1935483870967742
eu0.19241573033707865
be0.10852713178294573
uk0.0987460815047022
reliabletrue
passestrue
8
name"Isabella"
dialogue"Posso farlo. Posso disegnare quello che ho visto."
detectedLang"it"
heavyLang"it"
scores
it0.821917808219178
es0.577373211963589
pt0.5637583892617449
no0.5213549337260678
ca0.481658692185008
ms0.4025735294117647
fr0.39365671641791045
sk0.3602362204724409
sv0.358974358974359
fi0.35770750988142297
en0.35258964143426297
da0.3143459915611814
tl0.3143459915611814
cs0.2459396751740139
ro0.2261904761904762
lt0.21307506053268765
sl0.21307506053268765
de0.1935483870967742
hr0.1875
sq0.1875
is0.181360201511335
lv0.181360201511335
reliabletrue
passestrue
9
name"Hunter"
dialogue"Look, I have to take this. Can you stay right here? I'll be back in ten minutes. Please don't go anywhere."
detectedLang"en"
heavyLang"en"
scores
en0.81951871657754
tl0.6307439824945296
pl0.4807692307692307
yo0.45913461538461536
da0.44029850746268656
cs0.4196044711951848
de0.39570277529095793
lt0.39298561151079137
sl0.38636363636363635
ro0.3732590529247911
no0.3691588785046729
sk0.358974358974359
sq0.3571428571428572
ca0.34971098265895956
it0.3276892430278885
hr0.3229689067201605
sv0.3181818181818182
nl0.3147208121827411
fr0.2647058823529412
az0.24916573971078973
et0.23382519863791143
lv0.21511627906976746
hu0.21420256111757857
tr0.17883211678832117
ms0.16563658838071693
fi0.09638554216867469
be0.09395973154362416
es0.09029649595687331
is0.08536585365853659
pt0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
10
name"Isabella"
dialogue"Sì, resterò. Non preoccuparti."
detectedLang"it"
heavyLang"it"
scores
it0.7863247863247863
ca0.5794392523364486
fr0.5360824742268042
es0.506578947368421
no0.4874715261958998
ro0.4827586206896552
yo0.42748091603053434
en0.4155844155844156
pt0.40476190476190477
ms0.3935309973045822
da0.3902439024390244
sl0.3869209809264305
hr0.3715083798882682
sv0.3697478991596639
et0.3626062322946175
lt0.3626062322946175
sq0.3626062322946175
tr0.3626062322946175
eu0.27884615384615385
cs0.21875
az0.2077464788732394
de0.2077464788732394
lv0.2077464788732394
nl0.2077464788732394
tl0.2077464788732394
reliabletrue
passestrue
11
name"Hunter"
dialogue"Hunter... what? You're sure? Okay, I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8039914468995011
tl0.6110325318246109
fr0.39692982456140347
pl0.3902439024390244
cs0.3692660550458715
sk0.3692660550458715
ca0.3648960739030023
et0.358974358974359
fi0.3529411764705882
de0.24242424242424243
hr0.24242424242424243
hi0.233983286908078
da0.22969187675070027
no0.22096317280453256
yo0.21428571428571427
sv0.20289855072463767
it0.1863905325443787
nl0.1863905325443787
pt0.1863905325443787
ms0.17664670658682635
ro0.17664670658682635
sl0.17664670658682635
sq0.17664670658682635
tr0.17664670658682635
reliabletrue
passestrue