Run: 2026-04-24-01KQ06MY8GMT79BBQNXE416TD7

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
8.0s
Cost:
$0.000418
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
**Voice Sheet:** Isabella: (Looking up from her camera, eyes wide with concern) "Mi scusi, non capisco quello che dice. Parla italiano?" (Excuse me, I don't understand what you're saying. Do you speak Italian?) Hunter: (Sighing lightly) "I'm sorry, ma'am. I don't speak Italian. I'm Detective Hunter. I was wondering if you saw anything unusual yesterday afternoon near the old apple orchard?" Isabella: (Her brow furrows as she processes his words, then shakes her head) "Non... non capisco. Parla italiano? Solo italiano." (I... I don't understand. Do you speak Italian? Only Italian.) Hunter: (Pulling out a notepad, trying to communicate with gestures) "Orchard. Yesterday. You see? Anything strange?" Isabella: (Points to her ears and shakes her head, indicating she doesn't understand, then points to her camera and shrugs) Hunter: (Frustrated, speaks slowly and enunciates) "Did you... see... anything? Yesterday? Near the orchard?" Isabella: (Looks confused, then a flicker of understanding crosses her face. She points to herself) "Isabella." Then points to her camera. (She then mimics someone looking around nervously) Hunter: (Eyes narrow slightly, recognizing her gestures) "You saw something. Someone was scared?" Isabella: (Nods vigorously, her hands trembling slightly as she holds them up in a "stop" gesture) Hunter's phone rings. He glances at it, then back at Isabella. Hunter: "I have to take this. Thank you for your... help." (He gives her a card) "If you remember anything, call this number. Someone might help you translate." Isabella: (Takes the card, looks at it confused, then up at Hunter with a worried expression) "Grazie." (Thank you.) Hunter: (Nods quickly, then answers his phone and walks away, speaking urgently into it) "Hunter... Yeah, I'm on my way.")
created_at"2026-04-24T16:54:56.542Z" 4/24/2026, 4:54:56 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3512
moderation_latency(null)
generation_time7088
tokens_prompt321
tokens_completion471
native_tokens_prompt273
native_tokens_completion442
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"
usage0.00041834
router(null)
provider_responses
0
endpoint_id"f7dc79ca-bbbd-41a1-8eef-616d981ff1cb"
id"019dc06a85a06e56cb7f4ee1cdffc1b6"
is_byokfalse
latency3507
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-1777049696-8AGzuM5C85mx7iEiDiie"
session_id(null)
api_type"completions"
id"gen-1777049696-KbLsXBsM2mQQGHtGKTcR"
upstream_id"019dc06a85a06e56cb7f4ee1cdffc1b6"
total_cost0.00041834
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"Mi scusi, non capisco quello che dice. Parla italiano?"
detectedLang"it"
heavyLang"it"
scores
it0.8084780388151175
es0.6900826446280992
fr0.5748299319727891
pt0.5562130177514794
ca0.4993324432576769
tl0.497991967871486
ro0.455732946298984
en0.44526627218934917
tr0.4377811094452773
cs0.423963133640553
yo0.3842364532019704
az0.3811881188118812
sl0.375
ms0.3718592964824121
pl0.3697478991596639
sq0.3676222596964587
de0.35233160621761656
hr0.34782608695652173
fi0.28842504743833014
hu0.28842504743833014
sk0.28842504743833014
lt0.251497005988024
nl0.251497005988024
no0.2454728370221328
da0.23935091277890466
sv0.23935091277890466
eu0.1883116883116883
is0.17943107221006563
et0.14383561643835618
lv0.1359447004608295
reliabletrue
passestrue
1
name"Hunter"
dialogue"I'm sorry, ma'am. I don't speak Italian. I'm Detective Hunter. I was wondering if you saw anything unusual yesterday afternoon near the old apple orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.7766907698851553
tl0.5883967071736574
nl0.4925084581923635
no0.4385026737967915
da0.4195688225538972
sv0.39999999999999997
de0.38704028021015763
fr0.38162544169611307
ms0.37648456057007124
it0.37125748502994016
sq0.3678506923540036
ro0.3445692883895131
es0.34210526315789475
pt0.34169278996865204
ca0.26419060967063773
yo0.2505353319057816
cs0.23020527859237538
hr0.20152091254752852
sl0.15730337078651685
tr0.1518578352180937
et0.13793103448275862
sk0.12353923205342236
fi0.11317567567567569
lt0.10714285714285714
pl0.10714285714285714
az0.10409556313993173
be0.0625
hu0.05998209489704566
is0.05660377358490566
lv0.05660377358490566
uk0.05660377358490566
vi0.05660377358490566
reliabletrue
passestrue
2
name"Isabella"
dialogue"Non... non capisco. Parla italiano? Solo italiano."
detectedLang"it"
heavyLang"it"
scores
it0.8101265822784809
es0.7513812154696132
pt0.6762589928057553
fr0.5953237410071942
ca0.5786516853932584
en0.5722433460076045
tl0.5673076923076923
az0.506578947368421
ro0.5044052863436124
tr0.4943820224719101
sq0.49209932279909707
cs0.4630071599045346
yo0.3935309973045822
pl0.3869209809264305
sl0.3715083798882682
de0.358974358974359
lt0.358974358974359
nl0.358974358974359
hr0.3515850144092219
ms0.3515850144092219
no0.3515850144092219
da0.3440233236151603
sv0.3440233236151603
eu0.27884615384615385
is0.267100977198697
sk0.23728813559322032
hu0.22945205479452058
et0.21875
fi0.2077464788732394
lv0.2077464788732394
reliabletrue
passestrue
3
name"Hunter"
dialogue"Orchard. Yesterday. You see? Anything strange?"
detectedLang"en"
heavyLang"en"
scores
en0.7824510514865844
tl0.5714285714285714
nl0.5588235294117647
no0.4690265486725664
de0.45054945054945056
et0.43289224952741023
fr0.42857142857142855
da0.3951612903225807
cs0.3492407809110629
sq0.3464052287581699
ms0.3197278911564626
hr0.22879177377892032
sk0.22680412371134018
sl0.22680412371134018
it0.21671018276762402
pl0.20634920634920634
ro0.2
sv0.1935483870967742
lv0.1891891891891892
is0.18256130790190736
lt0.18256130790190736
az0.16434540389972147
tr0.16434540389972147
reliabletrue
passestrue
4
name"Hunter"
dialogue"Did you... see... anything? Yesterday? Near the orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.8044524669073405
tl0.5330459770114943
nl0.47833065810593905
sq0.3538767395626242
et0.34343434343434337
no0.34343434343434337
ms0.32432432432432434
fr0.3200836820083682
yo0.2476851851851852
cs0.1935483870967742
da0.1935483870967742
sv0.1935483870967742
de0.1875
reliabletrue
passestrue
5
name"Isabella"
dialogue"Isabella."
detectedLang"it"
heavyLang"pt"
scores
it0.6710526315789473
fi0.6359223300970874
ca0.5901639344262295
tl0.5833333333333334
sv0.5738636363636364
es0.5253164556962026
et0.5253164556962026
sq0.5253164556962026
reliabletrue
passestrue
6
name"Hunter"
dialogue"You saw something. Someone was scared?"
detectedLang"en"
heavyLang"en"
scores
en0.8229740361919748
ms0.44168734491315137
tl0.43324937027707805
nl0.3732590529247911
de0.34593023255813954
it0.281150159744409
yo0.27884615384615385
cs0.25742574257425743
es0.25742574257425743
pt0.25742574257425743
ro0.25742574257425743
reliabletrue
passestrue
7
name"Hunter"
dialogue"If you remember anything, call this number. Someone might help you translate."
detectedLang"en"
heavyLang"en"
scores
en0.8216297408937289
tl0.6054817275747508
no0.4470314318975553
ms0.39490445859872614
sv0.39413265306122447
da0.38471502590673573
de0.38471502590673573
yo0.35636856368563685
fr0.3484224965706447
nl0.34392265193370164
et0.3115942028985507
sk0.28678678678678676
sl0.2824773413897281
hu0.2714723926380368
sq0.2658423493044822
ro0.2601246105919003
pt0.24960505529225907
es0.24603174603174602
is0.2448330683624801
hr0.22512234910277326
it0.22512234910277326
cs0.2238562091503268
vi0.15630550621669628
ca0.13636363636363635
pl0.12844036697247707
eu0.12361623616236161
lt0.12361623616236161
lv0.12361623616236161
tr0.1171003717472119
az0.11048689138576778
reliabletrue
passestrue
8
name"Isabella"
dialogue"Grazie."
detectedLang"it"
heavyLang"pl"
scores
it0.8214285714285714
pl0.6527777777777778
ro0.609375
reliablefalse
passestrue
9
name"Hunter"
dialogue"Hunter... Yeah, I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.7919143876337693
tl0.5646766169154229
fr0.5084269662921348
pl0.5014245014245015
cs0.4791666666666667
sk0.4791666666666667
ca0.47447447447447455
et0.46808510638297873
fi0.4615384615384615
de0.3346007604562738
hr0.3346007604562738
hi0.32432432432432434
da0.31906614785992216
no0.308300395256917
yo0.3
sv0.2857142857142857
it0.2647058823529412
nl0.2647058823529412
pt0.2647058823529412
ms0.25213675213675213
ro0.25213675213675213
sl0.25213675213675213
sq0.25213675213675213
tr0.25213675213675213
reliabletrue
passestrue