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Run: 2026-07-25-01KYCY68E3T16MN8RZVZ7W4FYZ
Run Details
Model:
Gemini 3.5 Flash Lite (Reasoning, Minimal)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
3.5s
Cost:
$0.001818
Provider:
Google AI Studio
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
The crisp autumn air of Alborn, Minnesota, smelled faintly of cinnamon and woodsmoke—a reminder that the town's famous annual apple festival was just around the corner. But for Detective Hunter, the festive atmosphere felt entirely out of place. Three people had vanished from the sleepy Midwest town in the last month, leaving behind nothing but unanswered questions. His sharp, no-nonsense eyes scanned the patio of the local café. They landed on a young woman sitting alone at a corner table. She was clutching a professional DSLR camera like a lifeline, her knuckles white. Marie. Hunter had seen her around campus taking landscape shots. More importantly, she had been near the edge of town on the night the baker disappeared. Hunter walked over, his heavy boots crunching on the gravel, and pulled out the chair opposite her without asking. Marie looked up, startled, framing him instantly in her anxious, wide-eyed gaze. Marie: "Oh! Non, non... Je ne sais pas comment cela a pu arriver. C'était si soudain !" Hunter: "Slow down, Miss. I just need to ask you a few questions about what you saw by the orchard last Tuesday." Marie: "Je ne comprends pas... Qu'est-ce que vous me voulez ? J'ai pris des photos, c'est tout ! C'était horrible !" Hunter: "English, please. Look, I’m Detective Hunter. I'm investigating the disappearances. Did you see someone out there with the baker before he vanished?" Marie: "Il y avait quelqu'un dans les ombres. Grand, sombre... J'ai essayé de l'appeler, mais il était trop tard. Je tremble encore rien qu'y penser." Hunter rubbed the back of his neck, squinting as if French words were physically painful to decipher. "Yeah, I'm gonna need you to use actual human words, because I don't speak a lick of whatever that is." Marie: "Je ne parle pas anglais ! Je suis française, je viens d'arriver pour le programme d'échange. Mais vous devez me croire, quelqu'un rôde par ici !" Hunter pointed a finger firmly toward the camera in her lap, trying to bridge the language gap through sheer willpower. "Camera. Pictures. Show me the pictures." Marie: "Les photos ? Oh, vous voulez voir les photos... Attendez." She nervously scrolled through the digital screen of her camera, turning it around so he could see. "Regardez, ici. Dans le fond des bois. C'était juste avant qu'il ne disparaisse." Hunter leaned in, studying the blurred background of a scenic landscape shot where a dark, indistinct silhouette stood beneath the apple trees. "Well. That’s something, at least." Before Hunter could try to pantomime asking for a copy of the digital file, his cell phone buzzed loudly in his jacket pocket. He pulled it out, checked the caller ID, and let out a sharp sigh of frustration. Hunter: "Damn it." He stood up abruptly, giving Marie a curt nod. "Stay put, alright? Don't go anywhere." Marie: "Pardon ? Qu'est-ce que vous dites ?" Hunter: "Duty calls. We're not done here."
created_at
"2026-07-25T15:27:07.217Z"
7/25/2026, 3:27:07 PM
model
"google/gemini-3.5-flash-lite-20260721"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
327
moderation_latency
(null)
generation_time
3360
tokens_prompt
303
tokens_completion
746
native_tokens_prompt
284
native_tokens_completion
693
native_tokens_completion_images
0
native_tokens_reasoning
0
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
"default"
usage
0.0018177
router
(null)
provider_responses
0
endpoint_id
"6bd8f433-79e1-416c-b407-1772eb796c9a"
id
"y9VkauvYF-f0jrEPhp-ugA0"
is_byok
false
latency
327
model_permaslug
"google/gemini-3.5-flash-lite-20260721"
provider_name
"Google AI Studio"
status
200
user_agent
"langchainjs-openai/1.0.0 ((node/v24.18.0; linux; x64))"
http_referer
(null)
request_id
"req-1784993227-RU4aTACrKJah7D9cIY2I"
session_id
(null)
preset_id
(null)
api_type
"completions"
id
"gen-1784993227-JnitcA6851cPHfTcFKhP"
upstream_id
"y9VkauvYF-f0jrEPhp-ugA0"
total_cost
0.0018177
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Google AI Studio"
response_cache_source_id
(null)
data_region
"global"
Evaluation details
Result
Evaluator
Details
Meta Data
100.00%
Parse dialogue
n/a
dialogue
0
name
"Marie"
dialogue
"Oh! Non, non... Je ne sais pas comment cela a pu arriver. C'était si soudain !"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.7968349016253208
ca
0.5994940978077572
it
0.5994940978077572
cs
0.588031222896791
en
0.5673952641165756
sq
0.5618081180811808
nl
0.5535714285714286
sl
0.5138178096212898
tl
0.5046923879040667
yo
0.496288441145281
sk
0.49252136752136755
ro
0.4919786096256684
hr
0.49143468950749464
lt
0.42839951865222625
es
0.39567430025445294
no
0.39490445859872614
hu
0.38788659793814434
de
0.3815104166666667
da
0.3572395128552098
pl
0.35636856368563685
eu
0.34119278779472956
pt
0.31654676258992803
sv
0.31654676258992803
lv
0.2669753086419753
tr
0.2647058823529412
fi
0.24121405750798725
ms
0.23633440514469453
az
0.21875
is
0.13636363636363635
vi
0.12844036697247707
et
0.1171003717472119
reliable
true
passes
true
1
name
"Hunter"
dialogue
"Slow down, Miss. I just need to ask you a few questions about what you saw by the orchard last Tuesday."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8215305539691605
tl
0.5912361020274689
fr
0.49718423169750603
cs
0.48003327787021627
no
0.44146559428060766
ca
0.4409660107334526
pl
0.436429215509468
da
0.43387681159420294
sk
0.4292237442922375
it
0.42870201096892135
yo
0.4186046511627907
et
0.4153414405986903
nl
0.39379243452958296
sv
0.378727634194831
hr
0.3699596774193548
pt
0.3343982960596379
sq
0.3124312431243124
lv
0.28977272727272724
lt
0.28489702517162474
ms
0.27829099307159355
ro
0.2681498829039813
hu
0.26297169811320753
sl
0.25239234449760767
es
0.24969987995198079
tr
0.19041450777202074
de
0.18513689700130379
is
0.18086500655307994
az
0.17546174142480211
vi
0.17546174142480211
be
0.10071942446043164
eu
0.10071942446043164
fi
0.09156976744186046
uk
0.09156976744186046
reliable
true
passes
true
2
name
"Marie"
dialogue
"Je ne comprends pas... Qu'est-ce que vous me voulez ? J'ai pris des photos, c'est tout ! C'était horrible !"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8157751091703058
ca
0.5565045992115638
es
0.4992581602373888
en
0.4617224880382775
nl
0.40685413005272403
pt
0.4063324538258575
it
0.4005328596802842
sl
0.3656015037593985
sq
0.36380772855796417
de
0.3528283796740172
lt
0.3528283796740172
ro
0.34466019417475724
tl
0.32228915662650603
hr
0.2961418143899896
cs
0.25331858407079644
eu
0.2114485981308411
lv
0.2049469964664311
ms
0.199288256227758
no
0.199288256227758
fi
0.1945107398568019
yo
0.1945107398568019
sk
0.17682926829268292
et
0.12337662337662338
tr
0.1222366710013004
da
0.12109375000000001
pl
0.11879895561357702
hu
0.1083223249669749
hi
0.10239361702127658
sv
0.10239361702127658
reliable
true
passes
true
3
name
"Hunter"
dialogue
"English, please. Look, I’m Detective Hunter. I'm investigating the disappearances. Did you see someone out there with the baker before he vanished?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8101746393318148
tl
0.6027016289233214
fr
0.4658119658119659
ro
0.44196428571428575
pt
0.4353472614342179
no
0.4148624926857812
nl
0.3946731234866829
sv
0.3943064809206541
ca
0.3857493857493857
da
0.3857493857493857
de
0.3857493857493857
es
0.3662864385297845
it
0.35064935064935066
ms
0.350227420402859
sq
0.29873772791023845
hr
0.2553983618763961
et
0.23017705927636642
cs
0.21875
sl
0.20127795527156547
yo
0.1728701406120761
fi
0.13043478260869565
lv
0.12587412587412586
is
0.12126537785588754
sk
0.12126537785588754
lt
0.11190053285968028
az
0.10554561717352416
eu
0.10474485228290062
hu
0.07063197026022305
tr
0.05571293673276676
reliable
true
passes
true
4
name
"Marie"
dialogue
"Il y avait quelqu'un dans les ombres. Grand, sombre... J'ai essayé de l'appeler, mais il était trop tard. Je tremble encore rien qu'y penser."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8038788407060362
ca
0.5103373231773667
es
0.494949494949495
pt
0.4633273703041145
it
0.44168734491315137
nl
0.42344650864830236
en
0.3955674949630624
no
0.39065673662830064
da
0.38650306748466257
de
0.3732590529247911
yo
0.35988620199146515
ro
0.3258426966292135
sv
0.3171471927162367
sl
0.2694805194805195
tl
0.2568125516102395
tr
0.2493744787322769
pl
0.22813036020583194
az
0.20983318700614575
hr
0.20913884007029876
sq
0.1891891891891892
cs
0.18625678119349007
sk
0.1847826086956522
ms
0.18107370336669698
et
0.1346153846153846
lt
0.12280701754385964
vi
0.09819639278557114
hu
0.09729187562688066
lv
0.07312049433573636
eu
0.07216494845360825
reliable
true
passes
true
5
name
"Hunter"
dialogue
"Yeah, I'm gonna need you to use actual human words, because I don't speak a lick of whatever that is."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8054735712369198
tl
0.5669056152927121
nl
0.47691197691197695
ca
0.4661266568483063
no
0.4457186544342508
yo
0.4427363566487318
fr
0.4172025723472669
ro
0.4067103109656301
da
0.39633638634471274
pt
0.39126784214945426
cs
0.3808710503842869
hr
0.37553832902670115
es
0.36067019400352734
et
0.34684684684684686
hu
0.34210526315789475
pl
0.3354720439963337
sq
0.3249534450651769
it
0.3153918791312559
sk
0.3153918791312559
de
0.31344696969696967
is
0.3055555555555556
sv
0.28500986193293887
sl
0.27860696517412936
az
0.2757242757242757
fi
0.2602040816326531
lv
0.2602040816326531
lt
0.25564681724846
ms
0.18171557562076748
tr
0.16857798165137614
vi
0.15501165501165504
be
0.0880503144654088
eu
0.0880503144654088
uk
0.0799492385786802
reliable
true
passes
true
6
name
"Marie"
dialogue
"Je ne parle pas anglais ! Je suis française, je viens d'arriver pour le programme d'échange. Mais vous devez me croire, quelqu'un rôde par ici !"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8012136430215526
sl
0.5170310116929334
it
0.49252136752136755
en
0.4873178629249865
lv
0.4765840220385675
ca
0.4692737430167597
pt
0.46175637393767704
da
0.45054945054945056
de
0.43886591848789136
sq
0.43886591848789136
no
0.4378698224852071
nl
0.43653618030842234
lt
0.42528735632183906
es
0.414664202094886
ro
0.41030415890751093
hr
0.4095711622125544
cs
0.3770491803278688
sv
0.35374149659863946
sk
0.346180316586373
hu
0.32432432432432434
tl
0.3090909090909091
tr
0.28409947249434814
ms
0.27921092564491656
pl
0.27866362946089596
yo
0.27756653992395436
et
0.2759146341463415
fi
0.21096345514950168
eu
0.13083257090576395
az
0.12280701754385964
is
0.058473736372646176
reliable
true
passes
true
7
name
"Hunter"
dialogue
"Camera. Pictures. Show me the pictures."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7811816192560175
fr
0.6860282574568289
tl
0.6825396825396826
nl
0.6627318718381113
ro
0.6078431372549019
ca
0.576271186440678
no
0.5633187772925764
it
0.54337899543379
ms
0.5391705069124424
sv
0.5370370370370371
sq
0.5305164319248826
es
0.5012468827930174
et
0.4910941475826972
pt
0.4520547945205479
da
0.42857142857142855
de
0.4186046511627907
yo
0.3485342019543974
sl
0.3055555555555556
lv
0.29328621908127206
fi
0.2727272727272727
reliable
true
passes
true
8
name
"Marie"
dialogue
"Regardez, ici. Dans le fond des bois. C'était juste avant qu'il ne disparaisse."
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.8184974747474747
ca
0.5535714285714286
ro
0.5450949367088607
it
0.5313773431132844
es
0.47963800904977383
pt
0.47869446962828643
en
0.3940990516332982
et
0.39088983050847464
de
0.3876464323748669
da
0.3105515587529976
sq
0.3055555555555556
sl
0.2987804878048781
no
0.29012345679012347
tl
0.2703045685279188
hu
0.23841059602649006
sk
0.2271505376344086
tr
0.2219215155615697
nl
0.21875
cs
0.20798898071625344
sv
0.18555240793201136
yo
0.17503586800573886
hr
0.16424418604651161
lt
0.16180758017492713
lv
0.15191740412979352
fi
0.13273001508295626
eu
0.10990712074303406
ms
0.1043613707165109
reliable
true
passes
true
9
name
"Hunter"
dialogue
"Well. That’s something, at least."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8313090418353577
tl
0.6867167919799498
da
0.4117647058823529
no
0.3811881188118812
it
0.2857142857142857
sq
0.2857142857142857
nl
0.28366762177650434
es
0.2378048780487805
et
0.2378048780487805
ms
0.2378048780487805
pt
0.2378048780487805
reliable
true
passes
true
10
name
"Hunter"
dialogue
"Stay put, alright? Don't go anywhere."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7848537005163512
tl
0.5265151515151516
de
0.37810945273631835
yo
0.3765586034912718
hr
0.3333333333333333
pl
0.30167597765363136
sq
0.2378048780487805
da
0.22839506172839508
fr
0.22839506172839508
no
0.22839506172839508
reliable
true
passes
true
11
name
"Marie"
dialogue
"Pardon ? Qu'est-ce que vous dites ?"
detectedLang
"fr"
heavyLang
"fr"
scores
fr
0.7918593894542091
ca
0.5360824742268042
es
0.5283018867924528
pt
0.5202558635394456
lt
0.4730679156908665
ms
0.39999999999999997
ro
0.38524590163934425
tl
0.3181818181818182
cs
0.30769230769230765
en
0.267100977198697
it
0.25742574257425743
de
0.24242424242424243
et
0.24242424242424243
reliable
true
passes
true
12
name
"Hunter"
dialogue
"Duty calls. We're not done here."
detectedLang
"en"
heavyLang
"en"
scores
en
0.797979797979798
de
0.46949602122015915
sq
0.3333333333333333
es
0.3197278911564626
ca
0.3055555555555556
tl
0.2805755395683453
tr
0.2805755395683453
reliable
true
passes
true