Run: 2026-09-02-01M1H5EDXN2GFXWCNPTZCM2SAE

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
17.8s
Cost:
$0.000160
Provider:
Z.AI

Evaluation summary

Score Evaluator
Details Link
90.91% 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: "*Regarde son appareil photo en le tournant entre ses mains* Quatre mois que je suis ici, et je n'ai jamais rien vu de pareil... Pourquoi tout le monde disparaît comme ça ?" Hunter: "Ma'am? I'm Detective Hunter, Alborn PD. You're Marie, right? The exchange student? I hear you were down by Miller's Creek last Thursday evening. I need to ask you about what you saw." Marie: "*Le regarde, les yeux écarquillés* Pardon... ? Je... je ne comprends pas. Vous parlez trop vite." Hunter: "*Soupir* Great. Okay, let's try this again. Thursday. Miller's Creek. Did. You. See. Anything." Marie: "*Tremble légèrement* Miller's Creek... oui, j'étais là. Je photographiais le coucher de soleil. *Feuillette ses photos, la voix tremblante* C'était horrible... J'ai vu un homme près de la vieille grange. Une camionnette noire. Et puis... plus rien. Il a disparu. Comme les autres." Hunter: "*Fronce les sourcils, agitant la main* Whoa, slow down. I don't understand a word you're saying. Barn? Truck? Ma'am, I need English here." Marie: "*Montrant une photo floue sur son appareil* Regardez ! Regardez ! *Pointe la camionnette, puis ses propres yeux, puis le vieux grange sur la photo* L'homme... il est entré dans la grange... et je ne l'ai jamais vu sortir. *Se couvre la bouche* Mon Dieu... pensez-vous qu'il... qu'il soit mort ?" Hunter: "*Prend le téléphone qui vibre, l'écoute* Hunter here... Yeah? All right, I'm on my way. *Raccroche et hausse les épaules vers Marie* Look, ma'am, I've got no clue what you're telling me, but something's gone down at the old Hanson farm. If you know anything, you should—ugh, forget it. Stay put. Don't go anywhere." Marie: "*Se lève précipitamment* Attendez ! Attendez ! Je peux vous montrer les photos ! La grange, l'homme, tout ! *Tend l'appareil photo vers lui* Prenez-le ! S'il vous plaît !" Hunter: "*Recule, les mains levées, et pointe l'appareil puis ses propres yeux* Okay, okay. I get it. Pictures. I'll... figure something out. Stay here. *Sort en hâte du café*" Marie: "*Retombe sur sa chaise, serrant son appareil contre elle* Mon Dieu... qu'est-ce qui se passe dans cette ville ?"
created_at"2026-09-02T13:37:58.208Z" 9/2/2026, 1:37:58 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency949
moderation_latency(null)
generation_time17784
tokens_prompt303
tokens_completion547
native_tokens_prompt274
native_tokens_completion619
native_tokens_completion_images(null)
native_tokens_reasoning0
native_tokens_cached256
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)
usage0.00015994
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356278-yucV2s8ct5W6TXtectIq"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356278-0mWQ9Ack79iUHteaT9Yq"
upstream_id"202609022137580a375c86dc2e4f62"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"202609022137580a375c86dc2e4f62"
is_byokfalse
latency948
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00015994
cache_discount0.00003072
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
90.91% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Regarde son appareil photo en le tournant entre ses mains Quatre mois que je suis ici, et je n'ai jamais rien vu de pareil... Pourquoi tout le monde disparaît comme ça ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8158153241650293
es0.5741862225586677
ca0.5632763975155279
en0.5283018867924528
it0.5212765957446809
pt0.5119305856832972
ro0.48323380799265037
nl0.43580742226680036
tl0.3885869565217392
da0.34820393974507535
sv0.29819089207735494
no0.297314178638351
sl0.28069053708439895
et0.26035502958579887
tr0.258893280632411
yo0.2519946808510638
de0.24496644295302009
hu0.21657381615598886
cs0.21273617914625612
lt0.20099431818181818
lv0.19527896995708155
fi0.18419144307469182
ms0.1824127906976744
hr0.17883211678832117
sk0.15982076176250934
az0.1332819722650231
eu0.1141732283464567
is0.10643367752184274
sq0.10501193317422433
pl0.07483552631578948
hi0.06405990016638935
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am? I'm Detective Hunter, Alborn PD. You're Marie, right? The exchange student? I hear you were down by Miller's Creek last Thursday evening. I need to ask you about what you saw."
detectedLang"en"
heavyLang"en"
scores
en0.7950104675505931
tl0.5678558293490253
da0.5528919330289194
no0.5166598107774578
nl0.4529795158286778
fr0.4499063670411985
ro0.4356388088376561
it0.4165839126117179
sv0.41484063745019917
cs0.3792921288959324
de0.36895810955961333
ca0.34613244296048973
pl0.33162684869169506
sq0.3251005169442849
sk0.31165787932044525
es0.3067846607669617
et0.3026706231454006
hr0.2874469375379018
yo0.28484479610468655
pt0.2515923566878981
sl0.24339987121699935
lv0.21087978509066488
lt0.2055442866801893
tr0.2055442866801893
ms0.20338983050847456
is0.1817548746518106
az0.16191155492154066
hu0.15467625899280577
fi0.10236822001527884
ja0.0784313725490196
be0.05622489959839357
eu0.050888529886914384
uk0.050888529886914384
vi0.050888529886914384
reliabletrue
passestrue
2
name"Marie"
dialogue"Le regarde, les yeux écarquillés Pardon... ? Je... je ne comprends pas. Vous parlez trop vite."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7838050314465409
ca0.5788667687595712
es0.5676100628930818
it0.5175438596491229
ro0.504950495049505
sl0.502262443438914
lt0.466537342386033
nl0.458128078817734
hr0.4335736354273944
cs0.416135881104034
sq0.4117647058823529
en0.3982494529540482
hu0.3888888888888889
tl0.38684503901895206
pt0.3861607142857143
yo0.3413173652694611
no0.2948717948717949
de0.2857142857142857
sk0.28104575163398693
fi0.2597577388963661
lv0.22752808988764048
pl0.2231638418079096
tr0.21763869132290184
ms0.2109038737446198
az0.11290322580645161
et0.10277324632952692
da0.09688013136288999
sv0.09688013136288999
reliabletrue
passestrue
3
name"Hunter"
dialogue"Soupir Great. Okay, let's try this again. Thursday. Miller's Creek. Did. You. See. Anything."
detectedLang"en"
heavyLang"en"
scores
en0.7841105354058722
tl0.46259673258813416
nl0.3902439024390244
et0.30011198208286677
da0.25239234449760767
es0.24058323207776428
fr0.23124231242312424
cs0.22166874221668745
ja0.13793103448275862
ro0.13793103448275862
sq0.13793103448275862
ca0.1295264623955432
az0.12464985994397759
hu0.12464985994397759
is0.12342215988779803
de0.11598302687411598
no0.11598302687411598
tr0.11598302687411598
ms0.11095305832147938
fi0.10714285714285714
it0.08892128279883381
reliabletrue
passestrue
4
name"Marie"
dialogue"Tremble légèrement Miller's Creek... oui, j'étais là. Je photographiais le coucher de soleil. Feuillette ses photos, la voix tremblante C'était horrible... J'ai vu un homme près de la vieille grange. Une camionnette noire. Et puis... plus rien. Il a disparu. Comme les autres."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7958596894767107
ca0.537519541427827
en0.5152921900600764
it0.4869942196531792
es0.4865490309516922
da0.4398863994951089
no0.43793540215326154
ro0.4208809135399674
tl0.38687392055267705
nl0.381317532241199
pt0.3778478794251665
de0.34934017595307915
yo0.3399033097805876
hu0.29254683140693505
tr0.2919824491424013
sv0.2650103519668737
et0.2491539763113367
sq0.24307036247334754
sl0.23292999135695766
fi0.2225142356548401
hr0.22046552481335094
lt0.2197802197802198
cs0.20935412026726058
sk0.20794288264167785
lv0.18764302059496568
az0.1839080459770115
pl0.15796963946869072
eu0.15314885496183206
vi0.14908916586768936
is0.08410732714138287
ms0.06628090478695424
ja0.05333333333333333
hi0.04157667386609072
reliabletrue
passestrue
5
name"Hunter"
dialogue"Fronce les sourcils, agitant la main Whoa, slow down. I don't understand a word you're saying. Barn? Truck? Ma'am, I need English here."
detectedLang"en"
heavyLang"en"
scores
en0.7422680412371134
no0.541036717062635
fr0.5285635052689961
ca0.504950495049505
da0.48764315852923446
tl0.4537275064267352
ro0.4448073154800784
sv0.40807799442896936
de0.40182969739619984
cs0.37637564196625095
it0.36186186186186187
es0.3580060422960725
sq0.3466564181398924
hr0.2753623188405797
nl0.2728828058169376
pl0.26660914581535805
yo0.2595818815331011
sk0.25503943908851884
is0.2537313432835821
et0.23766816143497754
tr0.2251595259799453
hu0.20782851817334574
vi0.20337394564198688
lt0.2026266416510319
pt0.195837275307474
ms0.1370558375634518
az0.1353001017293998
lv0.1353001017293998
sl0.09574468085106383
be0.07608695652173912
eu0.07608695652173912
fi0.06900328587075576
uk0.06900328587075576
reliabletrue
passestrue
6
name"Marie"
dialogue"Montrant une photo floue sur son appareil Regardez ! Regardez ! Pointe la camionnette, puis ses propres yeux, puis le vieux grange sur la photo L'homme... il est entré dans la grange... et je ne l'ai jamais vu sortir. Se couvre la bouche Mon Dieu... pensez-vous qu'il... qu'il soit mort ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8068432671081677
it0.5119305856832972
ca0.5102611940298507
da0.46501358695652173
es0.4538834951456311
ro0.4481429572529782
no0.39608895705521474
pt0.38380281690140844
en0.3692430917100521
tl0.3217054263565891
sl0.31965442764578833
hr0.3030973451327434
nl0.3015521064301552
de0.2953020134228188
cs0.29340511440107675
yo0.2791762013729977
tr0.2684626103111936
sq0.2653917910447761
sv0.2598684210526316
hu0.20010157440325038
sk0.20010157440325038
et0.18772563176895307
fi0.17625523012552302
lt0.17539267015706805
pl0.16886543535620052
az0.15368081676518003
lv0.1449511400651466
eu0.10562180579216354
ms0.09274193548387095
hi0.08959537572254335
vi0.05063291139240506
is0.04603270745003028
reliabletrue
passestrue
7
name"Hunter"
dialogue"Prend le téléphone qui vibre, l'écoute Hunter here... Yeah? All right, I'm on my way. Raccroche et hausse les épaules vers Marie Look, ma'am, I've got no clue what you're telling me, but something's gone down at the old Hanson farm. If you know anything, you should—ugh, forget it. Stay put. Don't go anywhere."
detectedLang"en"
heavyLang"en"
scores
en0.7423320501676394
fr0.595279890774332
tl0.49241682974559686
no0.41647919010123735
ca0.340851334180432
da0.3366368286445013
it0.3262987012987013
de0.3060200668896321
es0.29445766746004765
et0.29156708774325707
sv0.27624694802929894
sq0.27422175585869185
nl0.23797282409107604
yo0.2225552641438741
hr0.20771286750668194
ms0.2058936088786835
pt0.19729206963249515
lv0.19197819314641745
sk0.18467583497053047
sl0.1706634692246203
pl0.17033186725309876
cs0.15340677274581804
fi0.14784394250513347
ro0.1450350226617223
hu0.11852166525063722
tr0.09507195813344962
az0.048601558917927556
is0.03979639055992596
hi0.03890690134321445
fa0.03488372093023256
lt0.03127917833800187
eu0.029466791393826006
reliabletrue
passestrue
8
name"Marie"
dialogue"Se lève précipitamment Attendez ! Attendez ! Je peux vous montrer les photos ! La grange, l'homme, tout ! Tend l'appareil photo vers lui Prenez-le ! S'il vous plaît !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8004620877966814
ca0.592274678111588
es0.5320197044334976
it0.5133196721311476
no0.47773501924134143
en0.4742667404537908
yo0.4441193680514921
da0.43886591848789136
ro0.4314781567923399
pt0.4259818731117825
de0.40176322418136023
tl0.3914157591287636
hr0.37623112278397897
sl0.37582128777923784
nl0.346180316586373
cs0.34164934164934163
sk0.2994100294985251
sq0.28301886792452835
sv0.26356589147286824
fi0.21552436003303055
pl0.1935483870967742
tr0.1703056768558952
hu0.1449144914491449
lv0.1340018231540565
et0.13003663003663005
eu0.12923923006416133
lt0.12764003673094582
ms0.08477842003853564
vi0.08123791102514508
hi0.07497565725413825
az0.06219151036525173
reliabletrue
passestrue
9
name"Hunter"
dialogue"Recule, les mains levées, et pointe l'appareil puis ses propres yeux Okay, okay. I get it. Pictures. I'll... figure something out. Stay here. Sort en hâte du café"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7193318729463308
en0.6506475800954329
ca0.5219216417910447
da0.4955708661417323
ro0.4810126582278481
tl0.4512847965738758
no0.448034464189553
sv0.37270501835985315
pt0.3707796193984039
es0.3676742751388032
sq0.34671765455704273
et0.3046132971506106
it0.2935906271536871
nl0.29310344827586204
de0.2384843982169391
lv0.2379182156133829
is0.22465960665658097
eu0.2199391171993912
pl0.21755725190839692
fi0.20971472629144178
tr0.20046801872074882
hr0.1693679092382496
cs0.14583333333333334
ms0.13937867338371118
yo0.1372053872053872
hu0.13647851727042964
vi0.13647851727042964
lt0.13429054054054054
sl0.11561691113028472
sk0.11332179930795848
be0.0639269406392694
az0.057904411764705885
uk0.057904411764705885
reliabletrue
passesfalse
10
name"Marie"
dialogue"Retombe sur sa chaise, serrant son appareil contre elle Mon Dieu... qu'est-ce qui se passe dans cette ville ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.819247070555971
it0.5864232743867656
ca0.569988137603796
da0.5340616966580977
es0.5
pt0.4975744975744975
ro0.4965277777777778
no0.49087078651685395
en0.4887165021156558
tl0.4839857651245551
sv0.4018151815181518
et0.40082644628099173
nl0.3993371996685998
de0.3503584229390681
fi0.28851815505397443
sq0.27716849451645065
hr0.24870466321243526
tr0.20765027322404372
hu0.20066152149944874
sk0.17613636363636365
ms0.16474654377880185
cs0.15795586527293842
sl0.15402567094515754
is0.15005861664712777
az0.1317365269461078
yo0.12860576923076922
hi0.09713574097135741
reliabletrue
passestrue