Run: 2026-04-24-01KQ020SMRS0XAD5H0G544J9SB

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
33.9s
Cost:
$0.001109
Provider:
Novita

Evaluation summary

Score Evaluator
Details Link
58.33% 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="Melanie"> Melanie is a 30-year old college student on a study abroad program. Born in Germany, she is fluent in German 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 German, 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: Melanie 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 German, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Melanie and Hunter as a voice sheet: Melanie: "..." Hunter: "..."

Model response

AI
Melanie: (looking up startled) "Entschuldigen Sie, aber ich verstehe nicht, was Sie sagen. Ich bin hier auf einem Austauschprogramm und spreche kaum Englisch." (Pardon me, but I don't understand what you're saying. I'm here on an exchange program and barely speak English.) Hunter: (frowning) "I see... um, can you understand me at all? I'm asking if you saw anything unusual yesterday at the old mill." Melanie: (nodding slightly, switching to broken English) "I... understand some. Yesterday, at mill? I was there. Taking photos. Very... bad things happen. I saw shadows. People... scared." Hunter: (leaning in, interested) "Shadows? What kind of shadows? Can you describe what you saw?" Melanie: (shaking her head, looking around nervously) "Not shadows... people. Dark figures. They move fast. Like... wolves? But not animals. Men in black. They take someone away." Hunter: (taking out notebook) "Take someone? Who? What did they look like?" Melanie: (struggling to find English words) "Woman. Young woman. Like me. Long brown hair. She scream, then... silence. I try to take photo, but my camera... no battery." (She shows him her camera) Hunter: "That's helpful. Thank you. Do you know where she went after?" Melanie: (shrugging) "I don't know. I... frightened. I run away. I come back today, but police already there." Hunter: (phone rings, answers quickly) "Hunter... yes... what? Another one? Where? I'm on my way." (hangs up) "I have to go. But I may need to speak with you again. Could I get your name?" Melanie: "Melanie. I'm from Germany. Photography student." Hunter: "Melanie, I appreciate your help. If you think of anything else, contact the police station." (hands her a card) "Stay safe." Hunter quickly walks away, leaving Melanie looking troubled at her camera.
created_at"2026-04-24T15:34:02.182Z" 4/24/2026, 3:34:02 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency531
moderation_latency(null)
generation_time33754
tokens_prompt319
tokens_completion1398
native_tokens_prompt268
native_tokens_completion1264
native_tokens_completion_images(null)
native_tokens_reasoning931
native_tokens_cached5
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"
usage0.001108715
router(null)
provider_responses
0
endpoint_id"90fc9bb3-01bb-419f-bb58-dea60a80d201"
id"5fd8c124b26668b6148408687a919798"
is_byokfalse
latency530
model_permaslug"z-ai/glm-4.5-air"
provider_name"Novita"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1777044842-YQfBUapr1CvZKvuZ4fHm"
session_id(null)
api_type"completions"
id"gen-1777044842-1OizNBKTS4WgGSAq0uUg"
upstream_id"5fd8c124b26668b6148408687a919798"
total_cost0.001108715
cache_discount5.25e-7
upstream_inference_cost0
provider_name"Novita"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
58.33% Parse dialogue n/a
dialogue
0
name"Melanie"
dialogue"Entschuldigen Sie, aber ich verstehe nicht, was Sie sagen. Ich bin hier auf einem Austauschprogramm und spreche kaum Englisch."
detectedLang"de"
heavyLang"de"
scores
de0.8187211601845749
nl0.6215596330275229
sv0.4194229415904293
no0.39737034331628923
en0.37876506024096385
ro0.36046511627906974
da0.3599689681923972
pl0.299660441426146
es0.29906542056074764
ms0.28879310344827586
sk0.2763157894736842
lt0.26404995539696696
hr0.25474254742547425
it0.24657534246575344
cs0.21203438395415475
fr0.2090124640460211
is0.19747081712062256
et0.19512195121951217
sq0.1863905325443787
sl0.17334669338677355
tr0.16750756811301715
yo0.159877800407332
hu0.1441908713692946
pt0.14330218068535827
ca0.13522012578616352
lv0.13522012578616352
tl0.12882787750791974
fi0.1081081081081081
az0.0667420814479638
reliabletrue
passestrue
1
name"Hunter"
dialogue"I see... um, can you understand me at all? I'm asking if you saw anything unusual yesterday at the old mill."
detectedLang"en"
heavyLang"en"
scores
en0.7906976744186046
no0.5846153846153846
tl0.5670301475304682
da0.506578947368421
sv0.49814126394052044
nl0.46513470681458
sq0.4407622203811102
et0.43561872909699
de0.4140625
ms0.3818681318681319
pt0.36619718309859156
is0.3503368623676612
cs0.2834394904458599
it0.2834394904458599
fr0.26229508196721313
ca0.24157303370786518
pl0.23208191126279862
yo0.2232451093210587
es0.20960187353629978
ro0.19547079856972585
sk0.19258373205741627
tr0.17883211678832117
az0.17177914110429449
hr0.17076167076167076
sl0.11533420707732633
fi0.09999999999999999
be0.09395973154362416
hu0.09029649595687331
lt0.08536585365853659
lv0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
2
name"Melanie"
dialogue"I... understand some. Yesterday, at mill? I was there. Taking photos. Very... bad things happen. I saw shadows. People... scared."
detectedLang"en"
heavyLang"en"
scores
en0.8042286609240408
de0.572405929304447
tl0.5619158878504673
nl0.5473747736873869
no0.5318352059925093
da0.508519003931848
sv0.4415487714072971
pl0.29245283018867924
is0.2829827915869981
sq0.27395934172313646
fr0.25224327018943166
ro0.24395161290322584
tr0.2378048780487805
sk0.23625254582484725
ca0.21793534932221062
it0.21301154249737672
cs0.20127795527156547
yo0.1883116883116883
hu0.17672886937431392
pt0.16759156492785796
lt0.1601343784994401
hr0.156355455568054
et0.1515837104072398
lv0.1515837104072398
ms0.11764705882352942
es0.09638554216867469
fi0.09638554216867469
hi0.09310761789600969
sl0.08647990255785627
be0.08536585365853659
az0.07749077490774908
uk0.07749077490774908
vi0.07749077490774908
reliabletrue
passesfalse
3
name"Hunter"
dialogue"Shadows? What kind of shadows? Can you describe what you saw?"
detectedLang"en"
heavyLang"en"
scores
en0.8080949057920448
es0.5242214532871973
de0.4649805447470817
nl0.4258872651356994
tl0.416135881104034
ca0.39293598233995586
tr0.36046511627906974
yo0.2912371134020619
pt0.2724867724867725
ro0.2724867724867725
ms0.26666666666666666
no0.25474254742547425
is0.2445054945054945
cs0.22096317280453256
az0.21875
fr0.21203438395415475
it0.21203438395415475
reliabletrue
passestrue
4
name"Melanie"
dialogue"Not shadows... people. Dark figures. They move fast. Like... wolves? But not animals. Men in black. They take someone away."
detectedLang"en"
heavyLang"en"
scores
en0.8024652338811631
tl0.569262577532736
de0.4707874682472481
fr0.44982394366197187
no0.4013409961685824
da0.37374749498997994
ro0.36289500509684
sv0.3543388429752066
ca0.3475991649269311
pt0.32795698924731176
it0.3146929824561403
nl0.284077892325315
sl0.2707117852975496
es0.2664319248826291
et0.21972534332084895
tr0.1997439180537772
yo0.12342215988779803
az0.11847672778561354
pl0.11847672778561354
lv0.11723163841807908
sq0.10968660968660969
ms0.10714285714285714
hr0.10201149425287356
reliabletrue
passesfalse
5
name"Hunter"
dialogue"Take someone? Who? What did they look like?"
detectedLang"en"
heavyLang"en"
scores
en0.8422159887798036
no0.3571428571428572
es0.25742574257425743
pt0.25742574257425743
sl0.25742574257425743
tl0.25742574257425743
reliabletrue
passestrue
6
name"Melanie"
dialogue"Woman. Young woman. Like me. Long brown hair. She scream, then... silence. I try to take photo, but my camera... no battery."
detectedLang"en"
heavyLang"en"
scores
en0.7948500282965478
tl0.6384039900249376
fr0.5017182130584192
no0.493006993006993
it0.4561140285071268
cs0.43798449612403106
pl0.4268774703557312
nl0.40082644628099173
ca0.3845500848896435
hr0.3706597222222222
sq0.36681222707423583
es0.36459246275197194
lv0.34566787003610105
sk0.3444846292947558
sl0.3330266789328427
ro0.3114909781576448
da0.3055555555555556
pt0.28781925343811393
yo0.28641732283464566
de0.23684210526315788
tr0.23684210526315788
sv0.23280423280423282
lt0.18721973094170402
vi0.1826381059751973
et0.17893544733861835
ms0.17707150964812712
fi0.17613636363636365
hi0.09600997506234414
be0.0880503144654088
hu0.0845959595959596
az0.0799492385786802
is0.0799492385786802
uk0.0799492385786802
reliabletrue
passesfalse
7
name"Hunter"
dialogue"That's helpful. Thank you. Do you know where she went after?"
detectedLang"en"
heavyLang"en"
scores
en0.8209169054441261
sq0.44029850746268656
vi0.40570522979397783
da0.37913907284768217
cs0.36006825938566556
no0.32432432432432434
pt0.2937853107344633
tl0.29245283018867924
pl0.27606177606177607
sv0.2618110236220473
sk0.26035502958579887
hr0.24242424242424243
sl0.24242424242424243
fi0.20886075949367086
nl0.19006479481641467
de0.17218543046357618
yo0.17218543046357618
reliabletrue
passestrue
8
name"Melanie"
dialogue"I don't know. I... frightened. I run away. I come back today, but police already there."
detectedLang"en"
heavyLang"en"
scores
en0.8171846435100548
tl0.5442114858705561
it0.46977730646871685
no0.4040524433849821
hr0.38042131350681535
sq0.37027707808564225
cs0.3646759847522236
es0.358974358974359
yo0.3531694695989651
ro0.34725848563968675
de0.3403693931398417
fr0.3333333333333333
da0.31412894375857336
sk0.31412894375857336
sv0.31224209078404397
pl0.299719887955182
ca0.29577464788732394
pt0.25595238095238093
sl0.24471299093655588
et0.2331288343558282
lv0.2331288343558282
lt0.23076923076923078
hu0.22118380062305293
tr0.22118380062305293
az0.2163009404388715
eu0.15824915824915825
nl0.14675767918088736
fi0.14383561643835618
ms0.14089347079037798
be0.12280701754385964
is0.11190053285968028
uk0.11190053285968028
vi0.11190053285968028
reliabletrue
passesfalse
9
name"Hunter"
dialogue"I have to go. But I may need to speak with you again. Could I get your name?"
detectedLang"en"
heavyLang"en"
scores
en0.8377793799567411
tl0.6382636655948554
yo0.469964664310954
da0.46428571428571425
pl0.45054945054945056
cs0.4109947643979057
nl0.3818681318681319
hr0.3617021276595745
no0.36079545454545453
sk0.3119266055045872
et0.3098159509202454
fr0.30769230769230765
lv0.2913385826771654
lt0.2706645056726094
is0.265905383360522
ms0.25742574257425743
vi0.25742574257425743
ca0.23469387755102045
sv0.23469387755102045
sq0.22945205479452058
sl0.2119089316987741
it0.20353982300884957
ro0.16666666666666666
de0.14772727272727273
be0.1346153846153846
tr0.1346153846153846
hu0.12959381044487428
az0.12280701754385964
uk0.12280701754385964
reliabletrue
passestrue
10
name"Melanie"
dialogue"Melanie. I'm from Germany. Photography student."
detectedLang"en"
heavyLang"en"
scores
en0.775112443778111
tl0.615877080665813
fr0.5962314939434724
ro0.5153473344103393
pl0.48186528497409326
sk0.46714031971580816
de0.4094488188976378
ms0.358974358974359
ca0.3562231759656652
it0.33920704845814975
cs0.3212669683257918
nl0.3181818181818182
no0.31662870159453305
sq0.31662870159453305
sv0.3071593533487298
da0.29577464788732394
hi0.20424403183023873
hr0.20424403183023873
az0.2
et0.1891891891891892
lt0.1891891891891892
lv0.1891891891891892
hu0.16434540389972147
sl0.16434540389972147
reliabletrue
passesfalse
11
name"Hunter"
dialogue"Stay safe."
detectedLang"en"
heavyLang"en"
scores
en0.8076923076923077
reliablefalse
passestrue