Run: 2026-04-24-01KQ03HVNTVH8NYWNPRCGCXENZ

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
1m 7s
Cost:
$0.002224
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: "Mi scusi, posso aiutarla?" (Excuse me, can I help you?) Hunter: "Excuse me, ma'am. I'm Detective Hunter. Have you seen anything unusual around town lately? Perhaps near the old mill?" Isabella: "Sì, ieri ho visto qualcosa di strano vicino al mulino vecchio. C'era un uomo in nero che sembrava osservare le persone. Mi ha fatto molto paura." (Yes, yesterday I saw something strange near the old mill. There was a man in black who seemed to be watching people. It made me very afraid.) Hunter: (Confused, gesturing) "I don't understand. Do you speak any English?" Isabella: "Mi dispiace, non parlo inglese. Solo italiano." (I'm sorry, I don't speak English. Only Italian.) Hunter: (Pointing to the cafe window) "Yesterday? Mill? Man?" Isabella: "Sì, ieri. Mulino vecchio. Uomo in nero. Sembrava inquietante. Come se volesse fare del male a qualcuno." (Yes, yesterday. Old mill. Man in black. He seemed unsettling. As if he wanted to harm someone.) Hunter: (Takes out a notebook and pen, trying to draw a simple sketch) "Like this? Man watching?" Isabella: (Points to his drawing, then makes a gesture of someone being taken) "Sì, così. Guardava le persone con attenzione. Poi è andato verso la foresta." (Yes, like that. He was watching people carefully. Then he went toward the forest.) Hunter: (His phone rings, he answers quickly) "Hunter here... What? Another disappearance? I'm on my way." (Hangs up) "I'm sorry, I have to go. Here's my card." (Hands her a card) "If you think of anything else, maybe someone can translate for you to call me." Isabella: "Spero che troveranno la persona scomparsa. Quell'uomo in nero... non era normale." (I hope they find the missing person. That man in black... he wasn't normal.) Hunter: "Stay safe." (Hurries away) ```
created_at"2026-04-24T16:00:49.866Z" 4/24/2026, 4:00:49 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4806
moderation_latency(null)
generation_time56451
tokens_prompt321
tokens_completion2043
native_tokens_prompt269
native_tokens_completion1974
native_tokens_completion_images(null)
native_tokens_reasoning1575
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"
usage0.00222384
router(null)
provider_responses
0
endpoint_id"f7dc79ca-bbbd-41a1-8eef-616d981ff1cb"
is_byokfalse
latency10321
model_permaslug"z-ai/glm-4.5-air"
provider_name"SiliconFlow"
status504
1
endpoint_id"c8760514-8a81-4a73-ae2c-be4942ba93f3"
id"202604250001002c50dbcdf0fd42ad"
is_byokfalse
latency4806
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-1777046449-eo7G5guaRZP2UO9oKxnw"
session_id(null)
api_type"completions"
id"gen-1777046449-tmqrzRAeV3yC78wCePRw"
upstream_id"202604250001002c50dbcdf0fd42ad"
total_cost0.00222384
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, posso aiutarla?"
detectedLang"it"
heavyLang"it"
scores
it0.7858672376873662
tr0.5575221238938053
es0.5535714285714286
pt0.5495495495495496
ca0.5423340961098398
fr0.4520547945205479
cs0.4350282485875706
az0.33774834437086093
en0.3333333333333333
sl0.3150684931506849
yo0.3055555555555556
hu0.2982456140350877
ro0.2982456140350877
is0.2907801418439716
sk0.2907801418439716
hr0.2805755395683453
pl0.2805755395683453
tl0.2647058823529412
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. I'm Detective Hunter. Have you seen anything unusual around town lately? Perhaps near the old mill?"
detectedLang"en"
heavyLang"en"
scores
en0.7844827586206896
tl0.5148771021992239
ms0.38974776240846215
sq0.3892508143322475
fr0.36655405405405406
nl0.36006825938566556
pt0.3466898954703833
da0.34268185801928136
es0.32249322493224936
no0.31444241316270566
it0.2964352720450282
ro0.293119698397738
fi0.251497005988024
de0.24849699398797598
ca0.2416582406471183
sv0.2227979274611399
sl0.2219917012448133
et0.21052631578947367
cs0.16666666666666666
yo0.12485414235705952
sk0.09420289855072464
hi0.09200968523002422
pl0.09200968523002422
hr0.08200734394124846
tr0.07292954264524104
reliabletrue
passestrue
2
name"Isabella"
dialogue"Sì, ieri ho visto qualcosa di strano vicino al mulino vecchio. C'era un uomo in nero che sembrava osservare le persone. Mi ha fatto molto paura."
detectedLang"it"
heavyLang"it"
scores
it0.8202054794520549
ca0.5543293718166383
es0.5402802101576182
ro0.5009505703422054
fr0.43058568329718006
no0.42497261774370204
ms0.42020982882385427
sl0.4050991501416431
yo0.40136830102622584
sv0.3746277546158428
pt0.358974358974359
da0.34944237918215615
tl0.34782608695652173
sk0.32038834951456313
en0.3073878627968338
nl0.2905405405405405
hr0.2827868852459016
cs0.2822966507177033
lv0.2677824267782427
de0.267271458478716
hu0.2595204513399154
lt0.22394678492239467
pl0.22164566345441064
az0.16134185303514376
is0.16134185303514376
tr0.15865384615384615
sq0.11467116357504216
et0.10102739726027396
vi0.08456843940714907
eu0.08376963350785341
fi0.07732864674868191
reliabletrue
passestrue
3
name"Hunter"
dialogue"I don't understand. Do you speak any English?"
detectedLang"en"
heavyLang"en"
scores
en0.8147092360319271
no0.6171967020023557
da0.6117084826762246
sv0.564343163538874
cs0.5517241379310345
pl0.5163690476190477
hr0.5045731707317073
tl0.4984567901234568
sk0.4741100323624596
ca0.4546979865771812
de0.4491525423728813
sq0.4357638888888889
ro0.4206773618538324
nl0.3538767395626242
vi0.3486973947895792
yo0.336734693877551
pt0.32432432432432434
is0.29653679653679654
sl0.2696629213483146
it0.26136363636363635
ms0.181360201511335
be0.17721518987341772
tr0.17721518987341772
hu0.1709183673469388
az0.16237113402061853
et0.16237113402061853
lt0.16237113402061853
lv0.16237113402061853
uk0.16237113402061853
reliabletrue
passestrue
4
name"Isabella"
dialogue"Mi dispiace, non parlo inglese. Solo italiano."
detectedLang"it"
heavyLang"it"
scores
it0.798636926889715
es0.7113676731793961
pt0.5896464646464646
fr0.5554035567715458
sk0.4969040247678019
ro0.49455676516329705
ca0.4881889763779528
en0.48083067092651754
sq0.468954248366013
yo0.4610281923714759
cs0.45652173913043476
sl0.40909090909090906
pl0.4036697247706422
hr0.38095238095238093
de0.375
tr0.36893203883495146
hu0.3186582809224318
et0.3010752688172043
az0.28414096916299564
lt0.2793791574279379
nl0.2793791574279379
ms0.27293064876957496
no0.27293064876957496
da0.26636568848758463
sv0.26636568848758463
eu0.2111650485436893
tl0.1875
fi0.15364583333333331
lv0.15364583333333331
reliabletrue
passestrue
5
name"Hunter"
dialogue"Yesterday? Mill? Man?"
detectedLang"en"
heavyLang"ber"
scores
en0.7079439252336449
nl0.6565934065934066
da0.5078740157480316
sv0.503968253968254
de0.4813278008298755
lv0.46351931330472107
tl0.4369369369369369
lt0.4292237442922375
no0.4292237442922375
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì, ieri. Mulino vecchio. Uomo in nero. Sembrava inquietante. Come se volesse fare del male a qualcuno."
detectedLang"it"
heavyLang"it"
scores
it0.7971145175834085
pt0.5735944409349336
fr0.5579567779960707
ca0.5556287030941409
es0.5087336244541485
ro0.5083758193736344
en0.4897959183673469
no0.46428571428571425
sl0.4547657512116317
da0.44260941370767964
yo0.41659464131374246
de0.4115082824760244
cs0.39624329159212884
sv0.38803263825929285
tl0.38803263825929285
hr0.38580527752502275
nl0.3522072936660269
sq0.3433852140077821
ms0.3168016194331984
sk0.30698151950718683
fi0.2647058823529412
pl0.21875
et0.20212765957446807
lt0.18967587034813926
hu0.18772563176895307
az0.18576598311218334
tr0.10239361702127658
is0.09999999999999999
eu0.09395973154362416
lv0.09395973154362416
vi0.09395973154362416
reliabletrue
passestrue
7
name"Hunter"
dialogue"Like this? Man watching?"
detectedLang"en"
heavyLang"en"
scores
en0.8312710911136107
tl0.6598639455782312
no0.5934959349593496
de0.563953488372093
da0.46236559139784944
sv0.45848375451263534
lv0.4186046511627907
nl0.39999999999999997
lt0.38524590163934425
it0.3697478991596639
ms0.34210526315789475
reliabletrue
passestrue
8
name"Isabella"
dialogue"Sì, così. Guardava le persone con attenzione. Poi è andato verso la foresta."
detectedLang"it"
heavyLang"it"
scores
it0.8097544102386718
es0.6469833119383827
ca0.578544061302682
fr0.5162708883025505
pt0.504950495049505
yo0.4859813084112149
ro0.4751908396946565
no0.45972495088408644
tl0.45
en0.4335736354273944
sq0.358974358974359
is0.35064935064935066
sl0.32844932844932845
de0.30730478589420657
hu0.29757343550446996
lv0.28756476683937826
sv0.28292046936114734
vi0.28104575163398693
hr0.2801047120418848
da0.25675675675675674
nl0.22752808988764048
et0.22425952045133993
pl0.21763869132290184
lt0.21316165951359084
ms0.21316165951359084
sk0.19590643274853803
az0.17664670658682635
fi0.15773353751914243
tr0.1085899513776337
cs0.09688013136288999
reliabletrue
passestrue
9
name"Hunter"
dialogue"If you think of anything else, maybe someone can translate for you to call me."
detectedLang"en"
heavyLang"en"
scores
en0.827755905511811
tl0.5386643233743409
no0.5291479820627802
nl0.41536748329621387
pt0.38739789964994165
da0.38307873090481787
sq0.37869822485207094
cs0.3379571248423708
sl0.3379571248423708
es0.3286445012787723
hr0.32605905006418484
yo0.3225806451612903
ms0.29624664879356566
it0.29340511440107675
pl0.28082191780821925
sk0.27083333333333337
lv0.2647058823529412
fr0.2456896551724138
lt0.2456896551724138
ro0.24132947976878616
sv0.2324561403508772
et0.22680412371134018
ca0.22451994091580502
de0.2222222222222222
tr0.21052631578947367
az0.20574886535552195
is0.1449511400651466
vi0.1435562805872757
fi0.125
eu0.11317567567567569
reliabletrue
passestrue
10
name"Isabella"
dialogue"Spero che troveranno la persona scomparsa. Quell'uomo in nero... non era normale."
detectedLang"it"
heavyLang"it"
scores
it0.8076218395016489
ro0.5779742765273312
fr0.5635910224438903
es0.527027027027027
en0.5033112582781457
ca0.4976076555023924
de0.493731918997107
ms0.4287268770402612
sq0.4101123595505618
eu0.38811188811188807
pt0.3689903846153846
tl0.36594202898550726
az0.358974358974359
nl0.3558282208588957
sv0.3251928020565552
no0.3
tr0.29340511440107675
lv0.29245283018867924
sl0.2886178861788618
da0.28765264586160105
et0.2857142857142857
pl0.2778541953232462
yo0.25531914893617025
is0.24242424242424243
lt0.20454545454545453
cs0.18351477449455675
hr0.18351477449455675
sk0.18351477449455675
vi0.13793103448275862
fi0.10714285714285714
hu0.10714285714285714
reliabletrue
passestrue
11
name"Hunter"
dialogue"Stay safe."
detectedLang"en"
heavyLang"en"
scores
en0.8076923076923077
reliablefalse
passestrue