Run: 2026-02-11-01KH7GR1RNFB2P8NE6W1EN604D

Run Details

Model:
Z.AI GLM 5
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
1m 28s
Cost:
$0.009064
Provider:
Novita

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="Marie"> Marie is a 30-year old college student on a study abroad program. Born in France, she is fluent in French 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 French, 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: Marie 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 French, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Marie and Hunter as a voice sheet: Marie: "..." Hunter: "..."

Model response

AI
Marie: "Je ne comprends pas... qu'est-ce qui s'est passé ? Ces photos... l'ombre sur la route..." (She mutters to herself, scrolling through images on her camera, her hands trembling slightly.) Hunter: "Excuse me, miss. I'm Detective Hunter. I need to ask you a few questions about the commotion near the orchard last night." Marie: (Startled, looking up with wide eyes) "Pardon ? Je... je ne parle pas anglais. Qu'est-ce que vous voulez ?" (She clutches the camera tightly to her chest.) Hunter: (Frowning, he tilts his head) "English? Do you speak English? I just need to know if you saw anyone running from the festival grounds around midnight." Marie: (Her voice shakes, tears welling in her eyes) "Je ne comprends ! S'il vous plaît, j'ai très peur. Il y avait des bruits... des cris. J'ai couru. Je ne sais rien." (She gestures frantically with her hands, clearly distressed.) Hunter: (Letting out a sharp breath, he tries to speak slower, gesturing with his hands) "Midnight. Festival. Did you see? Eyes? Look?" (He points to his own eyes.) Marie: (Looking more confused and terrified, she shakes her head rapidly) "Non, non. Je suis désolée. Je suis juste une étudiante. Je prends des photos. Laissez-moi tranquille, s'il vous plaît." (She looks down at the table, avoiding his gaze.) Hunter: (Running a hand through his hair in frustration) "This is useless. Look, just... stay in town. Don't leave Alborn. I'll find a translator." (He points to the floor, then to her, trying to convey 'stay'.) Marie: (Squeezing her eyes shut) "Pourquoi ? Qu'est-ce que j'ai fait ? Je veux rentrer chez moi." (She whispers, her voice cracking.) Hunter: (His phone buzzes loudly in his pocket. He answers it immediately.) "Hunter. Yeah. What? The car was found where? Damn it. I'm on my way." (He snaps the phone shut and looks at Marie one last time, shaking his head.) Marie: (Watching him turn away) "Monsieur ?" Hunter: "Just stay out of trouble, lady." (He turns and strides quickly toward the exit.)
created_at"2026-02-11T23:33:23.179544+00:00" 2/11/2026, 11:33:23 PM
model"z-ai/glm-5-20260211"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency970
moderation_latency(null)
generation_time88142
tokens_prompt316
tokens_completion2742
native_tokens_prompt267
native_tokens_completion2749
native_tokens_completion_images(null)
native_tokens_reasoning2218
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.0090638
router(null)
provider_responses
0
id"cd88a1f71b26e2b15d5632c1f58c968c"
status200
is_byokfalse
latency970
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b"
provider_name"Novita"
model_permaslug"z-ai/glm-5-20260211"
api_type"completions"
id"gen-1770852714-ZkX7pnXXvwEgFQRl54Q7"
upstream_id"cd88a1f71b26e2b15d5632c1f58c968c"
total_cost0.0090638
cache_discount(null)
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Je ne comprends pas... qu'est-ce qui s'est passé ? Ces photos... l'ombre sur la route..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8238308776425368
ca0.6553884711779449
it0.6031746031746031
es0.5476973684210527
en0.5299145299145299
nl0.5246326707000863
ro0.48308270676691734
tl0.47569113441372735
lt0.4008714596949891
sq0.3648960739030023
de0.3626882966396292
pt0.3574766355140187
sl0.35370152761457113
hr0.3405275779376499
yo0.3167701863354037
cs0.2939666238767651
hu0.2486338797814208
lv0.2403314917127072
no0.22752808988764048
ms0.21316165951359084
sk0.20863309352517986
tr0.14596273291925466
pl0.1419656786271451
fi0.13793103448275862
vi0.13249211356466878
da0.12974683544303797
sv0.12420382165605094
hi0.12280701754385964
et0.10569105691056911
is0.10569105691056911
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. I'm Detective Hunter. I need to ask you a few questions about the commotion near the orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.8105163429654192
tl0.6559139784946236
fr0.6422182468694096
it0.5283018867924528
no0.5277449822904369
nl0.5027967681789932
da0.48186528497409326
ca0.45017182130584193
pt0.4425087108013937
yo0.4354269583627382
sq0.42196531791907516
ro0.40298507462686567
sv0.394856278366112
cs0.3930197268588771
de0.38697318007662834
es0.37888198757763975
et0.3532740501212611
hr0.35170178282009723
sl0.3469387755102041
pl0.313893653516295
sk0.2945326278659612
ms0.26199261992619927
lv0.24170616113744076
lt0.23736892278360344
hu0.2179863147605083
fi0.21568627450980393
tr0.2047713717693837
is0.14712153518123666
az0.14255091103965703
vi0.14255091103965703
zh0.08779931584948689
be0.08045977011494253
eu0.08045977011494253
uk0.07300115874855156
reliabletrue
passestrue
2
name"Marie"
dialogue"Pardon ? Je... je ne parle pas anglais. Qu'est-ce que vous voulez ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7977755308392316
lt0.5802728226652676
sl0.5656894679695983
ca0.5515695067264574
cs0.5412844036697247
ro0.4897959183673469
sq0.4891443167305236
hr0.464524765729585
es0.4490358126721763
it0.44521497919556174
sk0.41690962099125367
nl0.4117647058823529
lv0.3902439024390244
pt0.3700787401574803
yo0.2895204262877442
pl0.2831541218637993
tr0.2766726943942134
hu0.27140255009107467
ms0.2687385740402194
de0.26335174953959484
en0.250936329588015
tl0.2079207920792079
fi0.18032786885245902
az0.14893617021276595
et0.13606911447084233
da0.12854030501089325
no0.12854030501089325
sv0.12854030501089325
reliabletrue
passestrue
3
name"Hunter"
dialogue"English? Do you speak English? I just need to know if you saw anyone running from the festival grounds around midnight."
detectedLang"en"
heavyLang"en"
scores
en0.8137204522096609
tl0.6657445827570309
sv0.5313510019392372
no0.5289148797920727
da0.5201853077432165
hr0.471959213401311
cs0.46651949963208245
yo0.39983443708609273
pl0.3917785234899329
sq0.38766891891891886
sk0.3850720949957591
fr0.3776824034334764
ms0.3717504332755633
sl0.3712055507372073
et0.370112945264987
ca0.36736474694589877
nl0.3438914027149321
pt0.3299445471349353
it0.3015414258188825
lt0.28781925343811393
ro0.27860696517412936
lv0.25488180883864336
de0.22954303931987244
es0.20154185022026433
az0.1997792494481236
vi0.1935483870967742
is0.19265033407572385
hu0.1559953434225844
be0.0880503144654088
tr0.0880503144654088
fi0.0799492385786802
uk0.0799492385786802
reliabletrue
passestrue
4
name"Marie"
dialogue"Je ne comprends ! S'il vous plaît, j'ai très peur. Il y avait des bruits... des cris. J'ai couru. Je ne sais rien."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8066212871287128
ca0.5620182200420463
en0.4588744588744588
it0.42502299908003677
es0.378727634194831
nl0.3400211193241816
ro0.32795698924731176
sl0.32505399568034554
de0.32212581344902386
hr0.3124312431243124
tl0.2905788876276958
cs0.2681498829039813
lt0.23965936739659366
pl0.23873325213154686
tr0.22166874221668745
yo0.20685279187817257
sk0.1883116883116883
pt0.16331994645247658
az0.15540540540540537
sq0.15426251691474965
lv0.14148351648351648
vi0.1355463347164592
fi0.12342215988779803
hu0.11598302687411598
reliabletrue
passestrue
5
name"Hunter"
dialogue"Midnight. Festival. Did you see? Eyes? Look?"
detectedLang"en"
heavyLang"en"
scores
en0.7738486842105263
tl0.5655608214849921
et0.5149911816578483
cs0.4907407407407407
da0.4869402985074627
no0.4869402985074627
fr0.4791666666666667
ca0.42827442827442824
hr0.4222689075630252
pt0.4222689075630252
it0.4186046511627907
sl0.40476190476190477
nl0.40217391304347827
es0.39956331877729256
ms0.394273127753304
de0.3436754176610978
sq0.32098765432098764
lt0.314214463840399
az0.3002544529262086
ro0.3002544529262086
sk0.3002544529262086
sv0.3002544529262086
yo0.21203438395415475
hu0.19590643274853803
fi0.1863905325443787
lv0.1863905325443787
pl0.1863905325443787
reliabletrue
passestrue
6
name"Marie"
dialogue"Non, non. Je suis désolée. Je suis juste une étudiante. Je prends des photos. Laissez-moi tranquille, s'il vous plaît."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8081841432225064
ca0.5090909090909091
es0.471830985915493
pt0.46471054718477395
de0.460431654676259
en0.4582664526484751
it0.42699490662139217
tl0.4026548672566372
et0.3401759530791789
sl0.3236472945891784
nl0.32228915662650603
hr0.31749241658240646
no0.3055555555555556
sk0.29906542056074764
lt0.28722280887011614
ro0.26550598476605003
da0.26310043668122274
sq0.25742574257425743
eu0.25
ms0.24496644295302009
sv0.23814898419864558
cs0.23382519863791143
yo0.1945107398568019
pl0.19258373205741627
lv0.16974169741697415
tr0.16563658838071693
fi0.16044776119402984
vi0.11533420707732633
hi0.10239361702127658
az0.08038147138964578
reliabletrue
passestrue
7
name"Hunter"
dialogue"This is useless. Look, just... stay in town. Don't leave Alborn. I'll find a translator."
detectedLang"en"
heavyLang"en"
scores
en0.7953216374269005
nl0.4951923076923077
tl0.4852941176470589
ro0.4570837642192347
sv0.42748091603053434
sl0.4094488188976378
de0.3986254295532647
it0.38953488372093026
yo0.38380281690140844
pl0.38307873090481787
hu0.37125748502994016
da0.36053593179049936
ca0.35424354243542433
et0.35185185185185186
pt0.34863523573200994
ms0.32950191570881227
hr0.3101182654402102
sq0.29435483870967744
az0.2886178861788618
es0.284741144414169
fr0.27285318559556787
no0.2698191933240611
sk0.26880222841225626
cs0.26675977653631283
is0.24132947976878616
vi0.23133235724743775
lt0.22106824925816024
tr0.21052631578947367
eu0.20694864048338368
lv0.20694864048338368
fi0.10714285714285714
reliabletrue
passestrue
8
name"Marie"
dialogue"Pourquoi ? Qu'est-ce que j'ai fait ? Je veux rentrer chez moi."
detectedLang"fr"
heavyLang"fr"
scores
fr0.83780276816609
es0.40664556962025317
nl0.35121107266435986
ca0.3218806509945751
sl0.31569343065693434
pt0.31444241316270566
hr0.3131868131868132
yo0.3029739776951673
de0.2951127819548872
cs0.2816091954022989
sk0.27884615384615385
ro0.2732558139534884
pl0.19527896995708155
it0.17218543046357618
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter. Yeah. What? The car was found where? Damn it. I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8229166666666666
tl0.597918637653737
fr0.47466007416563655
yo0.448051948051948
sq0.41460055096418735
de0.4014084507042254
nl0.39801699716713884
pl0.2928452579034942
no0.2892976588628763
cs0.2747440273037543
sk0.2747440273037543
da0.2735042735042735
ca0.27101200686106347
et0.2659758203799654
fi0.2608695652173913
sv0.2582897033158813
ms0.24377224199288253
hr0.17153996101364524
lv0.16829745596868884
hi0.1650294695481336
it0.1290983606557377
pt0.1290983606557377
ro0.121900826446281
sl0.121900826446281
tr0.121900826446281
reliabletrue
passestrue
10
name"Marie"
dialogue"Monsieur ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8306997742663657
reliabletrue
passestrue
11
name"Hunter"
dialogue"Just stay out of trouble, lady."
detectedLang"en"
heavyLang"en"
scores
en0.7986191024165707
tl0.7063758389261746
nl0.5382585751978892
fr0.5320855614973261
yo0.39236111111111116
et0.36823104693140796
sv0.36823104693140796
no0.34944237918215615
is0.3371212121212121
de0.3217054263565891
ca0.3055555555555556
reliabletrue
passestrue