Run: 2026-09-02-01M1H5KVF0MHGECNNAH5HJENGV

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
12.9s
Cost:
$0.000109
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: "Che brace... che brutta cosa. Ho visto tutto attraverso il mio obiettivo. Non pensavo che fosse vero..." Hunter: "Ma'am, I'm Detective Hunter. I need to ask you a few questions about what happened at the apple orchard last night." Isabella: "Non capisco... Non capisco l'inglese. Mi dispiace. È stato terribile... terribile! Le persone... sono semplicemente sparite. Svanite nel bosco!" Hunter: "Ma'am, do you know where you were between nine and eleven PM?" Isabella: "Stavo fotografando il lago. Ho sentito delle voci... strane. E poi un rumore, come una macchina che si allontana velocemente. Giuro che ho scattato una foto. Devo trovare qualcuno che mi capisca..." Hunter: "I'm sorry, I have no idea what you're saying. Do you speak English? Anyone here speak English?" Isabella: "Perché nessuno mi capisce? Ho delle foto! Le foto possono aiutarvi! È tutto qui, nella mia macchina fotografica... Dovete vedere cosa ho registrato!" Hunter: "Look, I'll come back with a translator. This isn't getting us anywhere right now." Isabella: "Aspetta! Aspetti! Non vada via! Le foto... no, no, per favore! Ho bisogno di mostrarle qualcosa!" Hunter: "Hunter here. Yeah? A second disappearance? Near the orchard? I'm on my way." Isabella: "Aspetti! ...È sparita un'altra persona, vero? Lo vedo dalla sua faccia. Si sono portati via anche le foto, detective. Che Dio l'aiuti." Hunter: "...Nope. Still no idea. I'll be back, ma'am."
created_at"2026-09-02T13:40:55.912Z" 9/2/2026, 1:40:55 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1218
moderation_latency(null)
generation_time12843
tokens_prompt308
tokens_completion389
native_tokens_prompt275
native_tokens_completion415
native_tokens_completion_images(null)
native_tokens_reasoning18
native_tokens_cached256
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"
service_tier(null)
usage0.000109015
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356455-CfaXQpLX7Hysb3qDKH93"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356455-QJ5gwJfdIdMFXU2KML3A"
upstream_id"20260902214056988de14d718943b0"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902214056988de14d718943b0"
is_byokfalse
latency1217
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.000109015
cache_discount0.00003072
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"
workspace_id"97e315e5-d303-487d-83c1-83180e8a13d4"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Che brace... che brutta cosa. Ho visto tutto attraverso il mio obiettivo. Non pensavo che fosse vero..."
detectedLang"it"
heavyLang"it"
scores
it0.8022777602024675
pt0.49919871794871795
no0.47301854974704893
fr0.4712351945854484
es0.4512730465320456
ca0.42765567765567764
fi0.39202334630350194
da0.38057482656095143
de0.37996031746031744
ro0.34141201264488935
sk0.2945823927765237
lt0.2937853107344633
en0.2913832199546485
et0.2647058823529412
cs0.24242424242424243
az0.21972534332084895
pl0.21580928481806777
sl0.20685279187817257
ms0.20483460559796438
tr0.20382165605095542
lv0.18619791666666666
nl0.1819371727748691
sv0.17871222076215507
eu0.12219101123595505
is0.10329985652797705
tl0.10329985652797705
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I'm Detective Hunter. I need to ask you a few questions about what happened at the apple orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.8087621696801112
tl0.6405228758169935
fr0.5767060030785018
no0.5161290322580645
da0.4947948560930802
it0.48853068815871054
ca0.4425675675675676
nl0.43103448275862066
pt0.3986880466472303
de0.39560439560439564
ro0.39560439560439564
es0.3947175348495965
yo0.38843587842846555
cs0.3857036485480268
sv0.3726235741444867
sq0.34575733544805715
hr0.34471803018268465
pl0.30730478589420657
et0.2930591259640103
sl0.2900172117039587
sk0.2881794650560828
lv0.23611111111111113
lt0.23184357541899442
hu0.21278625954198474
tr0.19980601357904945
ms0.19512195121951217
is0.14330218068535827
az0.13883089770354906
vi0.13883089770354906
be0.0782122905027933
eu0.0782122905027933
fi0.07094594594594594
uk0.07094594594594594
reliabletrue
passestrue
2
name"Isabella"
dialogue"Non capisco... Non capisco l'inglese. Mi dispiace. È stato terribile... terribile! Le persone... sono semplicemente sparite. Svanite nel bosco!"
detectedLang"it"
heavyLang"it"
scores
it0.7922808898418655
fr0.6193516699410608
ro0.576271186440678
es0.5504640371229699
en0.5291616038882139
ca0.5221948212083847
pt0.5104232469993684
yo0.4392185238784371
sk0.4355426074289876
de0.3926332288401254
sl0.38880126182965297
nl0.3704305442729488
tl0.36940602115541094
no0.33304647160068845
lt0.3272569444444444
da0.32373472949389176
sq0.32195975503062113
cs0.3067978533094812
hu0.2850553505535055
sv0.28107606679035246
hr0.2612011439466158
tr0.2612011439466158
et0.2604961832061069
pl0.2504835589941973
ms0.24168297455968688
az0.19270833333333331
eu0.17553191489361702
is0.15393013100436684
lv0.15115005476451257
fi0.07074340527577938
reliabletrue
passestrue
3
name"Hunter"
dialogue"Ma'am, do you know where you were between nine and eleven PM?"
detectedLang"en"
heavyLang"en"
scores
en0.8123123123123124
tl0.48840381991814463
pt0.4541484716157206
cs0.36006825938566556
sq0.34210526315789475
yo0.3206521739130435
no0.2951127819548872
pl0.27606177606177607
sk0.26035502958579887
nl0.25595238095238093
hr0.24242424242424243
sl0.24242424242424243
vi0.22839506172839508
hi0.19700214132762314
da0.18655097613882862
ro0.18655097613882862
sv0.1758241758241758
de0.17218543046357618
ms0.16851441241685144
ca0.1591928251121076
es0.1591928251121076
it0.1591928251121076
reliabletrue
passestrue
4
name"Isabella"
dialogue"Stavo fotografando il lago. Ho sentito delle voci... strane. E poi un rumore, come una macchina che si allontana velocemente. Giuro che ho scattato una foto. Devo trovare qualcuno che mi capisca..."
detectedLang"it"
heavyLang"it"
scores
it0.7885298595838267
es0.5697074010327022
ca0.5354886659234486
ro0.5248954770049411
fr0.5234464353793367
pt0.5031796502384738
no0.47589098532494756
en0.4399641577060932
sl0.4331065759637188
sk0.42660550458715596
tl0.4161606725829052
sq0.4100991033506371
de0.3978805394990366
hr0.37468734367183587
cs0.37311935807422264
da0.3434873949579832
lv0.3329775880469584
et0.316566429743029
lt0.31356397583745194
nl0.30709534368070956
tr0.30011198208286677
ms0.299719887955182
yo0.2816091954022989
pl0.2799539170506913
az0.2599171107164002
fi0.24562462281231143
sv0.24516908212560387
eu0.15254237288135594
hu0.15254237288135594
is0.09682080924855492
reliabletrue
passestrue
5
name"Hunter"
dialogue"I'm sorry, I have no idea what you're saying. Do you speak English? Anyone here speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.8133001422475107
tl0.5543293718166383
hr0.4514106583072101
pt0.4287268770402612
da0.40543601359003395
sq0.4006849315068493
ca0.39999999999999997
pl0.3958573072497123
no0.38162544169611307
cs0.37574316290130794
it0.3597560975609756
sk0.3597560975609756
tr0.32950191570881227
es0.29906542056074764
sv0.2857142857142857
lv0.2698191933240611
vi0.24892703862660948
yo0.2391304347826087
ro0.23580786026200873
ms0.22106824925816024
sl0.18604651162790697
de0.12060301507537688
be0.11764705882352942
hu0.11317567567567569
az0.10714285714285714
et0.10714285714285714
is0.10714285714285714
lt0.10714285714285714
uk0.10714285714285714
reliabletrue
passestrue
6
name"Isabella"
dialogue"Perché nessuno mi capisce? Ho delle foto! Le foto possono aiutarvi! È tutto qui, nella mia macchina fotografica... Dovete vedere cosa ho registrato!"
detectedLang"it"
heavyLang"it"
scores
it0.8107163657542223
ca0.5614035087719298
ro0.535493091948547
es0.5305729417428984
fr0.5085685483870968
pt0.5075757575757576
sk0.4546979865771812
cs0.4393329499712479
de0.4126506024096385
sl0.3988902589395808
no0.3985194324491055
en0.3917654398003743
et0.38291139240506333
hr0.36852331606217614
da0.3486973947895792
nl0.3394308943089431
pl0.3340163934426229
lt0.3167484232655921
tl0.31338028169014087
sq0.3010752688172043
fi0.29245283018867924
yo0.2630385487528345
sv0.26136363636363635
hu0.25172678434382195
tr0.22
lv0.21370967741935482
ms0.19087136929460582
az0.11444141689373298
reliabletrue
passestrue
7
name"Hunter"
dialogue"Look, I'll come back with a translator. This isn't getting us anywhere right now."
detectedLang"en"
heavyLang"en"
scores
en0.8064872834500552
tl0.6530072703238599
de0.49952335557673977
it0.4961612284069098
pt0.44620253164556967
ro0.4114349775784753
ms0.40136830102622584
no0.40136830102622584
hr0.36594202898550726
nl0.3651753325272068
sq0.3613138686131387
ca0.3526510480887793
es0.3510506798516687
fr0.34045226130653267
da0.33962264150943394
sv0.33375634517766495
pl0.3155149934810952
sl0.2857142857142857
sk0.26880222841225626
yo0.26880222841225626
cs0.26675977653631283
et0.2584745762711864
vi0.23133235724743775
hu0.2290748898678414
is0.2222222222222222
lt0.22106824925816024
tr0.21052631578947367
eu0.20694864048338368
lv0.20694864048338368
az0.19724770642201836
fi0.10714285714285714
reliabletrue
passestrue
8
name"Isabella"
dialogue"Aspetta! Aspetti! Non vada via! Le foto... no, no, per favore! Ho bisogno di mostrarle qualcosa!"
detectedLang"it"
heavyLang"it"
scores
it0.8075577326801959
ca0.6400523560209423
es0.5662460567823343
pt0.555735056542811
en0.5450785773366419
fr0.5450785773366419
no0.4791666666666667
sk0.4358974358974359
sl0.42886812045690553
sv0.38478747203579416
ro0.367816091954023
hr0.3663594470046083
nl0.36046511627906974
yo0.3159203980099502
cs0.3081761006289308
ms0.30730478589420657
sq0.2948717948717949
de0.29214929214929214
is0.27726675427069647
da0.2724867724867725
fi0.26174496644295303
lv0.260752688172043
tl0.25271739130434784
hu0.2445054945054945
tr0.23076923076923078
pl0.2005813953488372
lt0.17664670658682635
vi0.1499227202472952
eu0.13657770800627944
et0.09688013136288999
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter here. Yeah? A second disappearance? Near the orchard? I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.7912087912087912
fr0.6262785208497246
tl0.6090534979423868
nl0.5278330019880716
it0.4859307359307359
no0.4424882629107981
sq0.43653618030842234
cs0.43113772455089816
yo0.43113772455089816
sk0.4242424242424243
ms0.38551099611901685
da0.38311688311688313
ca0.3823146944083225
de0.3815104166666667
pl0.3716931216931217
ro0.3649732620320856
pt0.35549525101763907
hr0.3528610354223433
et0.31358381502890176
fi0.309593023255814
sl0.30858806404657935
sv0.30758017492711365
es0.291044776119403
hu0.24722662440570525
tr0.22258592471358432
hi0.15026833631484796
lt0.14721723518850988
is0.13636363636363635
az0.12844036697247707
eu0.12844036697247707
lv0.12844036697247707
vi0.12844036697247707
reliabletrue
passestrue
10
name"Isabella"
dialogue"Aspetti! ...È sparita un'altra persona, vero? Lo vedo dalla sua faccia. Si sono portati via anche le foto, detective. Che Dio l'aiuti."
detectedLang"it"
heavyLang"it"
scores
it0.8078227447433869
ca0.6200268216361198
ro0.5960076045627376
es0.5754245754245755
fr0.5357728017476788
pt0.4879518072289156
sq0.47884733292458614
en0.4370860927152318
sl0.42760942760942766
yo0.40683879972086534
no0.38405797101449274
hr0.34615384615384615
da0.34261407579273007
de0.34261407579273007
sv0.34261407579273007
cs0.34006211180124224
et0.3395493395493396
tl0.33800623052959505
ms0.3301812450748621
sk0.3156199677938808
nl0.3055555555555556
is0.2672413793103448
lv0.24511545293072823
lt0.24309884238646481
hu0.2085661080074488
fi0.20411985018726592
eu0.19278252611585947
tr0.19278252611585947
pl0.18190567853705486
az0.121900826446281
vi0.09670563230605739
reliabletrue
passestrue
11
name"Hunter"
dialogue"...Nope. Still no idea. I'll be back, ma'am."
detectedLang"en"
heavyLang"en"
scores
en0.7243660418963617
es0.47257383966244726
ca0.4588744588744588
lv0.44196428571428575
no0.42528735632183906
tl0.4186046511627907
lt0.4172494172494172
hr0.40191387559808617
it0.37027707808564225
is0.3670886075949367
sv0.3670886075949367
pt0.3556701030927836
hu0.31880108991825606
yo0.3055555555555556
sk0.2668621700879765
da0.26035502958579887
tr0.26035502958579887
ms0.23547400611620795
pl0.23076923076923078
sq0.23076923076923078
de0.21135646687697163
nl0.21135646687697163
reliabletrue
passestrue