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Run: 2026-09-02-01M1GQT3WTTPEM2WS26WK3BZ2B
Run Details
Model:
Z.AI GLM 5.3 (Reasoning, Max)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
3m 1s
Cost:
$0.041242
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="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
Messages
Meta
AI
**Voice Sheet — Café Scene, Alborn, MN** Marie: (alone at a corner table, scrolling through photos on her camera, murmuring to herself) "Non, non... ce n'est pas possible... et pourtant je l'ai vue... je suis sûre de l'avoir vue..." Hunter: "Marie Dubois?" (sets a card on the table, sits without waiting) "Detective Hunter, Alborn PD. Got a few questions for you." Marie: (startled, looking up) "Pardon...? Vous êtes... la police?" Hunter: "Police. Detective." (taps the badge at his belt) "Thursday night. The orchard, out past the fairgrounds. You were there." (mimes raising a camera, clicks) "Pictures." Marie: (hands tightening around the camera) "Ah... les photos... oui. J'y étais, oui. Je photographiais le coucher de soleil, et puis... et puis j'ai vu..." (voice drops, unsteady) "J'ai vu quelque chose que j'aurais tant voulu ne jamais voir." Hunter: "Yeah, I'm getting a lot of that lately." (pulls out his phone, shows her a photo of a smiling woman in an orchard T-shirt) "This woman. Sarah Keller. She's missing. You see her Thursday?" Marie: (going pale, one hand at her throat) "Oh mon Dieu... oui... oui, c'est elle! Je l'ai vue! Elle était près du stand de pommes! Et ensuite..." (swallows hard) "Ensuite un homme l'a suivie. Un homme dans l'ombre, entre les arbres. Je l'ai photographié sans le vouloir — regardez, regardez!" (turns the camera toward him, hands trembling so badly the screen shakes) Hunter: (leaning in, steadying her wrist to read the screen; a long beat) "Son of a... Okay. That, right there, in the tree line — that's our guy?" (points at his own face) "His face. You see his face?" Marie: "Non... son visage, non, il faisait trop sombre. Mais il portait une veste. Une veste avec un logo..." (scans the café, then points urgently at the apple festival poster by the register) "Là! Comme ça! Le logo sur sa veste — c'était celui-là!" Hunter: (looking from the poster to the camera and back) "The festival logo? You're sure? Half this town owns that jacket." (scribbles in a worn notebook) "All right. Here's the hard part. I need the camera. The photos — they're evidence now." Marie: (clutching the camera to her chest, eyes wide) "Non! Non, non — pas mon appareil photo! C'est... c'est tout ce que j'ai ici! Mes photos, mon travail, ma vie entière — tout est là-dedans!" Hunter: "I hear you. But a woman is missing, and this camera might be the last thing that saw her." (holds out his hand, palm open, steady) "I'll take care of it. You have my word." Marie: (torn; her grip loosens by inches until, trembling, she sets the camera in his palm) "D'accord... d'accord. Mais prenez-en soin, je vous en prie. Et... retrouvez-la. Retrouvez cette femme. S'il vous plaît." Hunter: "That's the plan." (his phone buzzes; he answers) "Hunter. ... When? ... Is she — no. Don't let anybody touch anything. Tape it off. I'm five minutes out." (stands, sliding the camera carefully inside his jacket) Marie: (half-rising from her chair) "Attendez! Qu'est-ce qui se passe? Il y a un problème?!" Hunter: "I gotta go. Stay here." (points at her chair, then at the floor) "Here. Don't move, don't talk to anybody. I'll be back — with somebody who speaks French. You'll be safe till then." Marie: "Je ne comprends pas... restez! Revenez! S'il vous plaît, j'ai peur..." (sinks back down, arms wrapped around herself) Hunter: (at the door, glancing back) "Hey. Courage." (taps his chest) "Courage. Same in French, right?" Marie: (a faint, shaky nod; then, to herself as the door swings shut) "Courage... Mon Dieu, qu'est-ce qui se passe dans cette ville..." --- **Reference — Marie's lines translated (for the manuscript):** - "No, no... it's not possible... and yet I saw her... I'm sure I saw her..." - "Sorry...? You're... the police?" - "The photos... yes. I was there, yes. I was photographing the sunset, and then... then I saw something I wish I'd never seen." - "Oh my God... yes, that's her! I saw her! She was near the apple stand! And then... then a man followed her. A man in the shadows, between the trees. I photographed him without meaning to — look, look!" - "No... his face, no, it was too dark. But he wore a jacket. A jacket with a logo... There! Like that! The logo on his jacket was that one!" - "No! No — not my camera! It's all I have here! My photos, my work, my whole life — everything is in it!" - "All right... all right. But please take care of it. And... find her. Find that woman. Please." - "Wait! What's happening? Is something wrong?!" - "I don't understand... stay! Come back! Please, I'm afraid..." - "Courage... My God, what is happening in this town..."
created_at
"2026-09-02T09:39:41.093Z"
9/2/2026, 9:39:41 AM
model
"z-ai/glm-5.3-20260816"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
3382
moderation_latency
(null)
generation_time
180590
tokens_prompt
303
tokens_completion
9311
native_tokens_prompt
274
native_tokens_completion
9286
native_tokens_completion_images
(null)
native_tokens_reasoning
8007
native_tokens_cached
0
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
num_fetches
(null)
web_search_engine
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"stop"
service_tier
(null)
usage
0.041242
router
(null)
user_agent
"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer
(null)
request_id
"req-1788341981-BI3LcitPuZ7ftD0QhnWI"
session_id
(null)
preset_id
(null)
api_type
"completions"
id
"gen-1788341981-SIJfPzuXvUUDnqJmlft6"
upstream_id
"202609021739414e95f43a6dd64472"
provider_responses
0
endpoint_id
"db975786-e7f6-4838-9e56-3e0b77f1bdc2"
id
"202609021739414e95f43a6dd64472"
is_byok
false
latency
3382
model_permaslug
"z-ai/glm-5.3-20260816"
provider_name
"Z.AI"
status
200
total_cost
0.041242
cache_discount
(null)
upstream_inference_cost
0
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
100.00%
Parse dialogue
n/a
dialogue
0
name
"Marie"
dialogue
"Non, non... ce n'est pas possible... et pourtant je l'ai vue... je suis sûre de l'avoir vue..."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.820574162679426
ca
0.607916355489171
en
0.518348623853211
it
0.4842829076620825
nl
0.45652173913043476
ro
0.4134078212290503
da
0.39095127610208813
no
0.375
pt
0.33375634517766495
es
0.32950191570881227
yo
0.3286445012787723
tl
0.29718875502008035
sq
0.26264044943820225
sl
0.24785100286532946
hr
0.2456896551724138
lt
0.23580786026200873
et
0.23020527859237538
eu
0.23020527859237538
cs
0.21875
de
0.21875
ms
0.21875
sk
0.2164179104477612
sv
0.1784037558685446
is
0.16
tr
0.15730337078651685
hu
0.15594855305466235
pl
0.14772727272727273
az
0.10714285714285714
reliable
true
passes
true
1
name
"Hunter"
dialogue
"Detective Hunter, Alborn PD. Got a few questions for you."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7884717080909571
fr
0.6460176991150443
it
0.6370235934664247
tl
0.6179560649474689
pt
0.6127783155856728
ro
0.5789473684210527
ca
0.5637949836423118
da
0.4981179422835634
es
0.4910941475826972
no
0.4910941475826972
nl
0.4405594405594406
cs
0.41348973607038125
de
0.37402190923317685
sq
0.358974358974359
sl
0.35064935064935066
sv
0.3333333333333333
hr
0.30915371329879104
hu
0.2805755395683453
tr
0.2537313432835821
sk
0.24528301886792453
ms
0.23371647509578544
yo
0.22928709055876687
pl
0.2079207920792079
lt
0.17012448132780084
is
0.15789473684210525
az
0.14893617021276595
eu
0.14893617021276595
lv
0.14893617021276595
vi
0.14893617021276595
et
0.13606911447084233
fi
0.13606911447084233
reliable
true
passes
true
2
name
"Marie"
dialogue
"Pardon...? Vous êtes... la police?"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.7811816192560175
tl
0.6396396396396397
ro
0.6261682242990654
it
0.6183206106870229
cs
0.5850622406639004
es
0.5535714285714286
ca
0.5495495495495496
lt
0.5203836930455635
en
0.46380697050938335
no
0.46380697050938335
hr
0.45652173913043476
sl
0.44751381215469616
sq
0.4444444444444444
sk
0.43977591036414565
eu
0.3197278911564626
yo
0.3150684931506849
da
0.3103448275862069
et
0.3079584775086505
lv
0.3079584775086505
sv
0.3079584775086505
pl
0.3055555555555556
nl
0.3006993006993007
fi
0.29577464788732394
vi
0.29577464788732394
ms
0.2907801418439716
de
0.2857142857142857
az
0.2727272727272727
hu
0.2727272727272727
tr
0.2647058823529412
pt
0.25925925925925924
reliable
true
passes
true
3
name
"Hunter"
dialogue
"Pictures."
detectedLang
"en"
heavyLang
"fr"
scores
en
0.7844827586206896
fr
0.7191011235955056
ca
0.6938775510204083
ro
0.669603524229075
tl
0.669603524229075
et
0.5664739884393063
lv
0.5253164556962026
da
0.4897959183673469
de
0.4897959183673469
nl
0.4897959183673469
no
0.4897959183673469
sv
0.4897959183673469
reliable
true
passes
true
4
name
"Marie"
dialogue
"J'ai vu quelque chose que j'aurais tant voulu ne jamais voir."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8131046613896219
pt
0.523542600896861
ca
0.47400990099009904
lt
0.4022503516174402
lv
0.3911174785100286
en
0.35993975903614456
it
0.3338557993730407
fi
0.30668841761827076
es
0.2975206611570248
sl
0.2314647377938517
sq
0.21150278293135436
hr
0.2100371747211896
ro
0.1935483870967742
ms
0.1904761904761905
tr
0.18111753371868977
cs
0.16173570019723865
hu
0.16173570019723865
de
0.1550695825049702
reliable
true
passes
true
5
name
"Hunter"
dialogue
"This woman. Sarah Keller. She's missing. You see her Thursday?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.7606981981981982
tl
0.6009389671361502
da
0.5837414299706171
no
0.4810744810744811
et
0.4530244530244531
ms
0.44733420026007803
nl
0.4348404255319149
tr
0.39801699716713884
fi
0.37683284457478006
sv
0.3441358024691358
de
0.2904841402337229
fr
0.28087986463620984
ca
0.27101200686106347
it
0.2659758203799654
is
0.26343154246100525
ro
0.2608695652173913
cs
0.2595818815331011
hr
0.24911660777385158
sq
0.24911660777385158
az
0.2410714285714286
hu
0.20411985018726592
lv
0.1550695825049702
pt
0.1326530612244898
reliable
true
passes
true
6
name
"Marie"
dialogue
"Ensuite un homme l'a suivie. Un homme dans l'ombre, entre les arbres. Je l'ai photographié sans le vouloir — regardez, regardez!"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.7962338392355256
ca
0.5707519242155121
es
0.5543945912722803
it
0.5124411566913248
en
0.4761560693641619
ro
0.42551505546751184
yo
0.3503584229390681
pt
0.30488974113135187
sl
0.2857142857142857
tl
0.25103305785123964
nl
0.23764458464773922
da
0.22459893048128343
no
0.20417124039517012
et
0.19084821428571427
hr
0.19084821428571427
lv
0.18721973094170402
cs
0.16857798165137614
sk
0.16666666666666666
hu
0.11907654921020656
pl
0.11151960784313725
de
0.09937888198757763
fi
0.09713574097135741
hi
0.09600997506234414
reliable
true
passes
true
7
name
"Hunter"
dialogue
"His face. You see his face?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.84
et
0.6296296296296297
ro
0.5283018867924528
fr
0.494949494949495
cs
0.43820224719101125
tl
0.43820224719101125
pt
0.4350282485875706
reliable
true
passes
true
8
name
"Marie"
dialogue
"Là! Comme ça! Le logo sur sa veste — c'était celui-là!"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8107016658253408
ro
0.6231155778894472
it
0.5629370629370629
es
0.5247148288973384
tl
0.4939271255060729
no
0.4897959183673469
pt
0.48559670781893005
et
0.45255474452554745
da
0.43524096385542166
sl
0.4028662420382166
nl
0.39123376623376627
sk
0.3832236842105263
yo
0.358974358974359
hr
0.3093922651933701
vi
0.2951127819548872
en
0.25742574257425743
eu
0.2203742203742204
hu
0.20718816067653278
sq
0.20212765957446807
is
0.1883116883116883
sv
0.1830065359477124
ca
0.15540540540540537
de
0.1515837104072398
lt
0.1515837104072398
reliable
true
passes
true
9
name
"Hunter"
dialogue
"All right. Here's the hard part. I need the camera. The photos — they're evidence now."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8055231427460131
fr
0.6059889676910953
tl
0.5815899581589958
ca
0.497991967871486
no
0.4807892004153686
nl
0.4742376445846478
it
0.46062567421790723
es
0.4517543859649123
sv
0.42528735632183906
da
0.42263279445727486
sq
0.41245593419506466
cs
0.40191387559808617
yo
0.40119760479041916
ro
0.3902439024390244
pt
0.3710691823899371
et
0.3670886075949367
de
0.3662864385297845
lv
0.3564993564993565
sk
0.3131868131868132
ms
0.23076923076923078
lt
0.2223950233281493
hr
0.21752738654147105
tr
0.21507064364207218
pl
0.20127795527156547
hi
0.1334488734835355
sl
0.13043478260869565
be
0.12280701754385964
hu
0.11816578483245149
az
0.11190053285968028
is
0.11190053285968028
uk
0.11190053285968028
vi
0.11190053285968028
reliable
true
passes
true
10
name
"Marie"
dialogue
"Non! Non, non — pas mon appareil photo! C'est... c'est tout ce que j'ai ici! Mes photos, mon travail, ma vie entière — tout est là-dedans!"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8126338329764453
ca
0.5108315863032844
en
0.453125
es
0.42528735632183906
it
0.4233937397034596
pt
0.3665158371040724
ro
0.3566176470588235
lt
0.328214971209213
nl
0.32627526467757456
sq
0.29221435793731043
vi
0.25133689839572193
sk
0.20634920634920634
yo
0.19168591224018475
tl
0.19075144508670522
hi
0.18128654970760233
ms
0.17550058892815076
da
0.17355371900826447
pl
0.1325898389095415
et
0.125
fi
0.11504424778761062
cs
0.1116751269035533
eu
0.11054637865311309
hr
0.10485933503836317
hu
0.10485933503836317
de
0.0920881971465629
lv
0.0920881971465629
sl
0.08972691807542263
tr
0.08972691807542263
reliable
true
passes
true
11
name
"Hunter"
dialogue
"I'll take care of it. You have my word."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8263888888888888
tl
0.6543778801843317
yo
0.45652173913043476
ro
0.4538834951456311
cs
0.42159383033419023
da
0.3951612903225807
nl
0.358974358974359
no
0.29467084639498436
pl
0.2902208201892744
is
0.2834394904458599
lv
0.27652733118971057
sk
0.27652733118971057
sq
0.27652733118971057
de
0.2694805194805195
sl
0.25742574257425743
reliable
true
passes
true
12
name
"Marie"
dialogue
"D'accord... d'accord. Mais prenez-en soin, je vous en prie. Et... retrouvez-la. Retrouvez cette femme. S'il vous plaît."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8143364546335162
ca
0.6001390820584145
it
0.5724907063197026
da
0.5008680555555556
no
0.4986922406277245
es
0.49472759226713536
nl
0.4295634920634921
sl
0.37089715536105033
ro
0.3596881959910913
pt
0.3532058492688414
tr
0.31384248210023863
yo
0.3072289156626506
hr
0.30387409200968524
sk
0.28125
eu
0.2730720606826802
fi
0.2353723404255319
de
0.22611036339165547
tl
0.22402159244264505
et
0.2144808743169399
en
0.21124828532235942
lt
0.20689655172413793
sv
0.20470262793914246
cs
0.203601108033241
is
0.18899858956276447
hu
0.17146974063400575
pl
0.13663663663663664
vi
0.1274658573596358
sq
0.11944869831546708
reliable
true
passes
true
13
name
"Hunter"
dialogue
"Hunter. ... When? ... Is she — no. Don't let anybody touch anything. Tape it off. I'm five minutes out."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8056365403304179
tl
0.4444444444444444
fr
0.43289224952741023
ca
0.3630573248407643
sq
0.33920704845814975
nl
0.3220338983050847
cs
0.3063583815028902
pt
0.3055555555555556
sk
0.2890995260663507
no
0.28741092636579574
sl
0.2822966507177033
de
0.2779783393501805
da
0.2736077481840194
lv
0.26560587515299877
it
0.25925925925925924
es
0.2537313432835821
ms
0.24623115577889448
yo
0.24623115577889448
hr
0.21875
hu
0.20424403183023873
tr
0.19678714859437751
et
0.19246298788694483
sv
0.1891891891891892
pl
0.18699186991869918
ro
0.17695473251028807
is
0.13294797687861273
fi
0.10714285714285714
lt
0.09502262443438914
reliable
true
passes
true
14
name
"Marie"
dialogue
"Attendez! Qu'est-ce qui se passe? Il y a un problème?!"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8244527054935977
it
0.732872407291012
ca
0.697508896797153
es
0.6626984126984127
ro
0.62882096069869
pt
0.586977648202138
no
0.5449678800856531
da
0.5365321701199565
en
0.5267260579064588
sv
0.5052386495925495
de
0.4835965978128797
lv
0.47724477244772445
nl
0.46202531645569617
et
0.4585987261146497
cs
0.45161290322580644
yo
0.4385733157199472
hr
0.42953020134228187
sl
0.40476190476190477
tr
0.40476190476190477
pl
0.3988684582743989
az
0.38226744186046513
sq
0.371301775147929
tl
0.34514637904468415
hu
0.34006211180124224
sk
0.3275316455696203
vi
0.28330522765598654
fi
0.2796610169491525
lt
0.26343154246100525
is
0.247787610619469
ms
0.2314647377938517
eu
0.1414141414141414
reliable
true
passes
true
15
name
"Hunter"
dialogue
"Here. Don't move, don't talk to anybody. I'll be back — with somebody who speaks French. You'll be safe till then."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7908678982223771
tl
0.4854202401372213
yo
0.29161747343565525
lt
0.2647058823529412
sk
0.25925925925925924
cs
0.2583436341161928
sv
0.24528301886792453
es
0.22680412371134018
pt
0.22178988326848248
et
0.1880920162381597
pl
0.1836734693877551
lv
0.16897506925207756
sl
0.1678224687933426
hu
0.16317991631799164
hr
0.16201117318435754
no
0.153737658674189
da
0.14772727272727273
sq
0.14285714285714285
ms
0.11504424778761062
it
0.1137370753323486
reliable
true
passes
true
16
name
"Marie"
dialogue
"Je ne comprends pas... restez! Revenez! S'il vous plaît, j'ai peur..."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.7949769349051768
ca
0.6138996138996139
ro
0.4805194805194805
en
0.4791666666666667
it
0.4791666666666667
nl
0.4784876140808344
es
0.47368421052631576
sl
0.47368421052631576
lt
0.464524765729585
hr
0.4616419919246299
sq
0.4261119081779053
cs
0.42196531791907516
pt
0.41262848751835535
eu
0.40476190476190477
tl
0.3620414673046252
de
0.35064935064935066
yo
0.2895204262877442
lv
0.28825622775800713
tr
0.2766726943942134
sk
0.26605504587155965
ms
0.26335174953959484
no
0.26062846580406657
pl
0.18533604887983707
fi
0.18032786885245902
hu
0.17012448132780084
da
0.14346895074946467
sv
0.13606911447084233
az
0.12854030501089325
et
0.12854030501089325
reliable
true
passes
true
17
name
"Hunter"
dialogue
"Courage. Same in French, right?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8211091234347049
tl
0.7343957503320053
de
0.6116504854368932
it
0.5959595959595959
fr
0.5771670190274841
nl
0.531615925058548
ro
0.5157384987893463
no
0.45652173913043476
yo
0.44751381215469616
sl
0.4350282485875706
hr
0.4269340974212034
da
0.42028985507246375
sv
0.3485342019543974
es
0.3288590604026846
pt
0.3174061433447099
az
0.29577464788732394
pl
0.29577464788732394
ms
0.2727272727272727
reliable
true
passes
true
18
name
"Marie"
dialogue
"Courage... Mon Dieu, qu'est-ce qui se passe dans cette ville..."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8315789473684211
da
0.6750609260763607
it
0.634703196347032
no
0.576271186440678
ca
0.5271867612293144
en
0.5151515151515151
de
0.5085995085995086
sv
0.50186799501868
ro
0.453551912568306
et
0.4467496542185339
tl
0.43820224719101125
pt
0.43422913719943423
nl
0.4244604316546763
fi
0.42363112391930835
hr
0.33774834437086093
es
0.3333333333333333
sq
0.313893653516295
hu
0.3127147766323024
cs
0.2537313432835821
sl
0.24812030075187969
is
0.24242424242424243
yo
0.21104536489151873
tr
0.17012448132780084
hi
0.16317991631799164
ms
0.13978494623655913
reliable
true
passes
true