Run: 2026-09-02-01M1H5B0AXHV8TCRT9WSJS0VSV

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
29.3s
Cost:
$0.000194
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 strano... gli agenti stavano girando intorno al mercato tutto il giorno. Non ho mai visto così tanta polizia ad Alborn." Hunter: "Ma'am? Can you understand me? I'm Detective Hunter, with the county sheriff's department. I'm asking about Saturday night—did you see anything near the old mill?" Isabella: "Non capisco... inglese? Mi dispiace, io... io parlo solo italiano. Il mio inglese è... molto brutto." Hunter: "Great. Okay. Just—look, I'll point. Saturday night. Did you take photos down by the mill?" *(mimes taking a picture)* Isabella: "Ah! La macchina fotografica! Sì, ero lì sabato, per le foto del tramonto. È bellissimo il fiume al tramonto... ma quella notte..." *(she hesitates, gripping the camera)* "...c'era un uomo. In riva all'acqua. Poi, poco dopo... un camion. Un camion nero, senza targa. Ho sentito delle voci. Ho sentito... un grido." Hunter: "Slow down, ma'am. You're saying something about a man? A truck? Black truck? Did you—wait, do you have photos? Can I see the camera?" Isabella: "Sì, sì! Un momento... qui. Guardi. Questo è il tramonto... e qui, veda? L'uomo. Non gli ho pensato niente, credevo fosse un pescatore. Ma non aveva... una canna da pesca. Solo una cassa. Una cassa grande, grigia. E il camion era arrivato alle nove, ma la festa era già finita alle otto. Chi carica una cassa alle nove di sera, vicino al mulino?" Hunter: "I have no idea what you're saying, but that picture—the timestamp, the man, the case... Show me the others. Scroll. Scroll, please." Isabella: "Ecco. Ci sono altre due foto. In questa si vede la targa... no, aspetti. Non c'è la targa. Ma ho fotografato l'autista per errore, vede? Il viso è sfocato, ma... oh, Dio. Ora che ci penso... quel giorno dopo, quel camion era parcheggiato fuori dal mio motel. Perché era lì? Perché—" Hunter's phone rang. He answered, listened, and his jaw tightened. Hunter: "I gotta go, ma'am. Third one's missing. Don't delete anything on that camera—and stay somewhere with people, you understand? People." *(points at her, then at the cafe around them)* Isabella: "Aspetti! Detectiv— signore! Non mi ha capito— non l'ho ancora detto tutto! Il camion... il camion ha lasciato le impronte nel fango e io ho— è andato via. È andato via..." *(she sank back into her chair, clutching the camera to her chest)* "Perché proprio quando stavo per dirgli della cassa nel fango..."
created_at"2026-09-02T13:36:05.99Z" 9/2/2026, 1:36:05 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4379
moderation_latency(null)
generation_time29320
tokens_prompt308
tokens_completion632
native_tokens_prompt275
native_tokens_completion695
native_tokens_completion_images(null)
native_tokens_reasoning13
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"
service_tier(null)
usage0.000194375
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356165-BJIsh1GR0B0dshhMdCeY"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356165-8GmhxcCZ3cV5HYwlRP3a"
upstream_id"20260902213606152d10ae0c07400c"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902213606152d10ae0c07400c"
is_byokfalse
latency4378
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.000194375
cache_discount(null)
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 strano... gli agenti stavano girando intorno al mercato tutto il giorno. Non ho mai visto così tanta polizia ad Alborn."
detectedLang"it"
heavyLang"it"
scores
it0.8168701442841289
es0.5535714285714286
ro0.5315161839863715
ca0.5203488372093023
pt0.5152761457109283
sl0.5089285714285715
fr0.46532728451069344
hr0.4550858652575958
sk0.44779116465863456
ms0.3978102189781022
no0.3906942392909897
en0.389792899408284
cs0.38294689603590126
tl0.37547312641937924
az0.3609604957397366
de0.359472049689441
lt0.34679334916864607
da0.32098765432098764
et0.3170529801324503
lv0.31077694235588976
eu0.3102006688963211
nl0.2966751918158568
fi0.27947598253275113
tr0.2560865644724977
sv0.25541516245487367
sq0.25474254742547425
is0.25203989120580234
pl0.2172675521821632
hu0.15384615384615385
vi0.09934497816593887
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am? Can you understand me? I'm Detective Hunter, with the county sheriff's department. I'm asking about Saturday night—did you see anything near the old mill?"
detectedLang"en"
heavyLang"en"
scores
en0.7974708555621418
tl0.5932539682539683
no0.5210280373831776
sq0.41058079355951693
de0.4095622119815668
fr0.40614136732329087
da0.40093512565751016
nl0.3963486454652532
ro0.3772782503037667
sv0.35331230283911674
ms0.3454661558109834
ca0.32918848167539266
pt0.31022880215343207
es0.2540029112081513
it0.23564504101416855
cs0.22465960665658097
et0.2054263565891473
yo0.19227738376674547
sl0.17271993543179984
az0.1693679092382496
sk0.12914188615123195
is0.12393162393162394
pl0.12393162393162394
tr0.11714039621016364
hr0.11255411255411256
lv0.06987295825771324
fi0.06818181818181819
lt0.06307129798903108
hu0.057904411764705885
reliabletrue
passestrue
2
name"Isabella"
dialogue"Non capisco... inglese? Mi dispiace, io... io parlo solo italiano. Il mio inglese è... molto brutto."
detectedLang"it"
heavyLang"it"
scores
it0.8158821645853346
es0.62998712998713
fr0.5521806853582555
ca0.5472440944881889
pt0.5294599018003273
ro0.4656133828996283
yo0.4611059044048735
en0.3997912317327766
de0.3770314192849404
sk0.35825892857142855
sl0.34285714285714286
sq0.3329466357308584
tr0.32273262661955243
cs0.32193396226415094
az0.29792429792429787
tl0.27944862155388467
pl0.2767295597484277
da0.27398989898989895
hr0.2580645161290322
no0.2551813471502591
sv0.25130208333333337
hu0.20907840440165062
et0.1958041958041958
lt0.1797432239657632
nl0.1797432239657632
ms0.17503586800573886
eu0.1314199395770393
fi0.09305993690851734
lv0.09305993690851734
reliabletrue
passestrue
3
name"Hunter"
dialogue"Great. Okay. Just—look, I'll point. Saturday night. Did you take photos down by the mill?"
detectedLang"en"
heavyLang"en"
scores
en0.804756833510827
tl0.6014492753623188
fr0.494485294117647
da0.4155154091392136
pl0.2763157894736842
cs0.2753623188405797
yo0.24760601915184677
sv0.24657534246575344
ro0.2434662998624484
no0.23504867872044508
ms0.2198581560283688
nl0.2198581560283688
ca0.21203438395415475
lv0.21203438395415475
de0.20863309352517986
sk0.19825072886297376
et0.15644171779141106
es0.12698412698412698
lt0.12698412698412698
pt0.12698412698412698
sl0.12420382165605094
sq0.12420382165605094
hi0.12280701754385964
reliabletrue
passestrue
4
name"Isabella"
dialogue"...c'era un uomo. In riva all'acqua. Poi, poco dopo... un camion. Un camion nero, senza targa. Ho sentito delle voci. Ho sentito... un grido."
detectedLang"it"
heavyLang"it"
scores
it0.7830976863753213
es0.5185449358059915
ca0.5119305856832972
ro0.425531914893617
pt0.3546845124282983
fr0.34210526315789475
tl0.3229689067201605
en0.3119266055045872
no0.3055555555555556
ms0.2902208201892744
de0.2741935483870968
et0.2276887871853547
yo0.2232451093210587
fi0.21236872812135354
da0.20681551116333724
lv0.1983372921615202
nl0.18772563176895307
sl0.18576598311218334
az0.17883211678832117
tr0.1687192118226601
sk0.1412213740458015
sv0.13682864450127877
cs0.1357234314980794
eu0.11067193675889328
pl0.11067193675889328
is0.09999999999999999
reliabletrue
passestrue
5
name"Hunter"
dialogue"Slow down, ma'am. You're saying something about a man? A truck? Black truck? Did you—wait, do you have photos? Can I see the camera?"
detectedLang"en"
heavyLang"en"
scores
en0.8016364988842053
tl0.574241617881852
da0.4448299791811242
fr0.4354269583627382
ca0.42938659058487877
de0.38271604938271603
sv0.37888198757763975
pt0.3620414673046252
cs0.358974358974359
no0.33554817275747506
nl0.33388842631140714
sq0.33388842631140714
it0.332220367278798
yo0.32829554995801846
es0.32716568544995794
ro0.32603201347935973
pl0.3185689948892675
hr0.31682322801024765
sk0.2945326278659612
tr0.28825622775800713
lt0.28507596067917784
lv0.2805755395683453
et0.27007299270072993
ms0.26672777268560954
vi0.23371647509578544
hu0.2179863147605083
az0.2079207920792079
sl0.2079207920792079
is0.14712153518123666
hi0.08779931584948689
be0.08045977011494253
eu0.08045977011494253
fi0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì, sì! Un momento... qui. Guardi. Questo è il tramonto... e qui, veda? L'uomo. Non gli ho pensato niente, credevo fosse un pescatore. Ma non aveva... una canna da pesca. Solo una cassa. Una cassa grande, grigia. E il camion era arrivato alle nove, ma la festa era già finita alle otto. Chi carica una cassa alle nove di sera, vicino al mulino?"
detectedLang"it"
heavyLang"it"
scores
it0.8056994818652848
es0.5922989807474519
pt0.5607613469985359
fr0.5564317397732873
ca0.5427990855981712
ro0.535483870967742
tl0.4305599493831066
no0.4249201277955271
en0.3981945837512537
yo0.38920936545639634
sk0.36238044633368754
da0.35668334524660467
hr0.3532159540064679
sl0.30928626247122026
sq0.3004275165176836
ms0.296875
nl0.28825622775800713
lt0.2857142857142857
de0.2756539235412475
eu0.2647058823529412
cs0.2555831265508685
sv0.2515592515592516
et0.25124792013311154
lv0.24686192468619247
pl0.22713610991841993
fi0.20669898633759368
vi0.2017738359201774
az0.18330308529945552
tr0.18032786885245902
is0.15730337078651685
hu0.11807937285644293
reliabletrue
passestrue
7
name"Hunter"
dialogue"I have no idea what you're saying, but that picture—the timestamp, the man, the case... Show me the others. Scroll. Scroll, please."
detectedLang"en"
heavyLang"en"
scores
en0.8034934497816594
tl0.6489859594383774
no0.5309242529534399
da0.46471054718477395
it0.4318181818181818
ca0.42699490662139217
sq0.38969258589511757
sv0.3841240875912409
nl0.37902483900643974
es0.3679775280898876
hr0.3679775280898876
fr0.35344827586206895
ro0.3382352941176471
pt0.3098159509202454
lv0.3091095189355169
pl0.2902208201892744
yo0.28191489361702127
tr0.27652733118971057
de0.27341227125941875
et0.26390403489640135
ms0.2614879649890591
lt0.24916573971078973
cs0.20306965761511217
sl0.199288256227758
sk0.1945107398568019
fi0.17380660954712362
be0.09395973154362416
hu0.09029649595687331
az0.08536585365853659
is0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
8
name"Isabella"
dialogue"Ecco. Ci sono altre due foto. In questa si vede la targa... no, aspetti. Non c'è la targa. Ma ho fotografato l'autista per errore, vede? Il viso è sfocato, ma... oh, Dio. Ora che ci penso... quel giorno dopo, quel camion era parcheggiato fuori dal mio motel. Perché era lì? Perché—"
detectedLang"it"
heavyLang"it"
scores
it0.7960637058138029
ca0.5941767585673795
es0.536355607889314
ro0.5297103613018812
fr0.5101088646967341
pt0.4897959183673469
en0.42706438704983635
sk0.3883495145631068
ms0.3502475247524753
sq0.34890450599421247
sl0.34836574265618536
no0.3312101910828026
lt0.3269230769230769
de0.32053494391716997
cs0.3119266055045872
tl0.3055555555555556
nl0.30402121078214756
hr0.2834394904458599
pl0.27884615384615385
lv0.24856870229007635
yo0.24785100286532946
sv0.2474916387959866
az0.2438790206433029
et0.238394584139265
da0.23802612481857763
eu0.22680412371134018
tr0.22298963986186482
fi0.2041435068216271
is0.1554959785522788
hu0.12935323383084577
vi0.09326424870466321
reliabletrue
passestrue
9
name"Hunter"
dialogue"I gotta go, ma'am. Third one's missing. Don't delete anything on that camera—and stay somewhere with people, you understand? People."
detectedLang"en"
heavyLang"en"
scores
en0.7920133111480865
tl0.5819397993311036
no0.4387427838357922
sv0.43402328589909445
da0.4247205785667324
it0.40798376184032475
nl0.36224489795918363
ca0.3532889874353289
sq0.34798807749627425
ro0.34652725914861837
de0.3217054263565891
pl0.31156569630212433
et0.28977272727272724
cs0.28101889893179954
fi0.279835390946502
ms0.27864798021434456
yo0.27864798021434456
is0.24828178694158076
hu0.22839506172839508
fr0.22703180212014135
es0.21805183199285078
sk0.21242124212421243
hr0.20598911070780399
pt0.20309653916211293
tr0.14215686274509806
az0.12761714855433698
hi0.08759124087591241
sl0.07894736842105263
be0.07407407407407407
lt0.06716417910447761
lv0.06716417910447761
uk0.06716417910447761
vi0.06716417910447761
reliabletrue
passestrue
10
name"Isabella"
dialogue"Perché proprio quando stavo per dirgli della cassa nel fango..."
detectedLang"it"
heavyLang"it"
scores
it0.7965641952983725
pt0.5798319327731093
ca0.5722433460076045
es0.55
fr0.5054945054945055
no0.4186046511627907
sv0.4178525226390685
en0.4163424124513619
sq0.40711462450592883
fi0.3732590529247911
sk0.3626062322946175
cs0.3571428571428572
eu0.3401759530791789
sl0.336283185840708
lt0.31402439024390244
hu0.267100977198697
hr0.2549668874172185
is0.25
ro0.24874791318864775
tl0.24496644295302009
et0.2398648648648649
da0.23339011925042585
vi0.18032786885245902
nl0.16820702402957485
ms0.16201117318435754
de0.15094339622641512
pl0.12959381044487428
reliabletrue
passestrue