Run: 2026-07-25-01KYCYFEQ2VJXEPVDA3P0THRZK

Run Details

Model:
Gemini 3.6 Flash (Reasoning, Minimal)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
5.7s
Cost:
$0.005429
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

AI
Marie: "..." Hunter: "..." **Voice Sheet:** Hunter: "Excuse me, ma'am. Mind if I sit down for a second?" Marie: "Ah, pardon? Vous... vous voulez vous asseoir?" Hunter: "Right. Look, I'm Detective Hunter. I'm investigating the disappearance of the festival organizer, Mr. Gable. He went missing near the north orchard yesterday evening. Did you happen to see anything unusual while you were taking pictures around that area?" Marie: "Je... je ne comprends pas très bien ce que vous dites. Mais si vous parlez de l'homme près de la grange... c'était effrayant. Vraiment effrayant." Hunter: "I... okay, I have no idea what you're saying. 'Effrayant'? Is that a name? Look at my badge. Police. Did you see this man?" Marie: "Mon Dieu, vous êtes de la police? Écoutez-moi, s'il vous plaît! J'ai entendu des cris près des pommiers. Et puis... j'ai vu une silhouette sombre qui le traînait dans l'ombre. J'ai eu tellement peur que j'ai caché mon appareil photo et je suis partie en courant. Mes mains tremblent encore..." Hunter: "Woah, woah, slow down. You're upset, I get that much. You're shaking. Did you witness something? Did you take a photo of whatever happened?" Marie: "Regardez mes mains! Je n'arrive même pas à tenir mon appareil correctement. Cet endroit devait être paisible pour mes études, mais c'est un cauchemar. Qu'est-ce qui se passe dans cette ville?" Hunter: "Lady, I need you to speak English. French isn't going to help me solve a kidnapping. Do you have a photo on that camera or not? *Photo*? You know... *click, click*?" Marie: "Non, non! Je n'ai pas eu le temps de prendre une photo! L'homme en noir m'a presque vue! Si j'avais utilisé le flash, il m'aurait attrapée moi aussi!" Hunter: "Great. Loud, panicked French. Just what my morning was missing." *(Hunter’s phone rings with a sharp, buzz-heavy chime. He pulls it out and answers immediately.)* Hunter: "Hunter... What? Are you sure?... Don't touch anything, I'm on my way." *(Hunter stands up and slides his phone back into his pocket, looking down at Marie.)* Hunter: "Duty calls. They found Gable's truck by the lake. Look, stay right here, okay? Or better yet, go back to your hotel. Don't go wandering around taking pictures until I sort this out." Marie: "Vous partez déjà? Mais... et s'il revient? Vous ne pouvez pas me laisser comme ça sans me dire ce qui se passe!" Hunter: "Yeah, yeah. *Au revoir*, or whatever it is you people say. Just stay safe."
created_at"2026-07-25T15:32:09.379Z" 7/25/2026, 3:32:09 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency568
moderation_latency(null)
generation_time4816
tokens_prompt303
tokens_completion629
native_tokens_prompt284
native_tokens_completion667
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached0
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"default"
usage0.0054285
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"-dZkaqWRG5CZ-8YPlobE2Qk"
is_byokfalse
latency568
model_permaslug"google/gemini-3.6-flash-20260721"
provider_name"Google AI Studio"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.18.0; linux; x64))"
http_referer(null)
request_id"req-1784993529-zqU9k6F1MVZbKz1eEiPQ"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784993529-oBbAlukFNnZzPpYxsKUV"
upstream_id"-dZkaqWRG5CZ-8YPlobE2Qk"
total_cost0.0054285
cache_discount(null)
upstream_inference_cost0
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"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
2
name"Hunter"
dialogue"Excuse me, ma'am. Mind if I sit down for a second?"
detectedLang"en"
heavyLang"en"
scores
en0.7482014388489209
no0.6170678336980306
da0.5882352941176471
it0.5541401273885351
tl0.5430809399477807
fr0.5185694635488307
sq0.5028409090909091
pt0.4728915662650602
hu0.47049924357034795
et0.4688922610015175
ro0.4648318042813456
sv0.46236559139784944
ca0.43910256410256415
hr0.4176372712146422
cs0.40374787052810895
es0.4006849315068493
pl0.39759036144578314
nl0.3955094991364421
yo0.37050359712230213
sk0.36594202898550726
sl0.3371212121212121
ms0.29577464788732394
tr0.29577464788732394
lt0.29292929292929293
fi0.2827868852459016
is0.2827868852459016
az0.2753623188405797
lv0.2753623188405797
vi0.2753623188405797
be0.16666666666666666
eu0.16666666666666666
de0.1606714628297362
uk0.15254237288135594
reliabletrue
passestrue
3
name"Marie"
dialogue"Ah, pardon? Vous... vous voulez vous asseoir?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.6509598603839442
lt0.3939393939393939
ca0.35275080906148865
tl0.3442622950819672
cs0.3333333333333333
pt0.3220338983050847
en0.3127147766323024
it0.3127147766323024
nl0.2727272727272727
reliabletrue
passestrue
4
name"Hunter"
dialogue"Right. Look, I'm Detective Hunter. I'm investigating the disappearance of the festival organizer, Mr. Gable. He went missing near the north orchard yesterday evening. Did you happen to see anything unusual while you were taking pictures around that area?"
detectedLang"en"
heavyLang"en"
scores
en0.8001721593703885
tl0.6661873459326211
nl0.5349170005724099
no0.5150701283199045
fr0.4939271255060729
pt0.468954248366013
da0.4559758955473719
de0.44292080905039427
es0.4347826086956522
it0.4169357732328669
sv0.4129335260115607
ro0.4099491648511256
ca0.4027930907754502
ms0.3543901470003973
sq0.3463395012067578
sl0.3402354851806739
et0.3361928104575163
hr0.33017312448474856
cs0.3296204620462046
sk0.2882172579938677
yo0.26702751465944974
is0.2562929061784897
lt0.2374472078836227
lv0.22876127195064072
pl0.2161119150988905
fi0.18587174348697394
az0.181360201511335
tr0.14473684210526316
hu0.09014557670772676
reliabletrue
passestrue
5
name"Marie"
dialogue"Je... je ne comprends pas très bien ce que vous dites. Mais si vous parlez de l'homme près de la grange... c'était effrayant. Vraiment effrayant."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8128577719066491
ca0.672951135051943
es0.5760598503740648
ro0.5600414078674948
it0.5367847411444141
pt0.5264623955431754
tl0.48296836982968366
sq0.4723774053382992
nl0.46941323345817726
no0.46741854636591484
en0.4533762057877813
lt0.423728813559322
yo0.41460055096418735
de0.40848990953375086
da0.38848920863309355
sl0.38583815028901736
cs0.3853940708604483
hr0.35945742275810094
sk0.3511450381679389
ms0.2975206611570248
hu0.26660914581535805
sv0.26279271465741544
pl0.2576419213973799
tr0.22797456857402362
et0.19962335216572505
az0.18738049713193117
lv0.1600790513833992
eu0.15924826904055392
fi0.09381663113006397
vi0.08993576017130622
reliabletrue
passestrue
6
name"Hunter"
dialogue"I... okay, I have no idea what you're saying. 'Effrayant'? Is that a name? Look at my badge. Police. Did you see this man?"
detectedLang"en"
heavyLang"en"
scores
en0.7973161867486721
tl0.6453033268101762
da0.5091401489505755
no0.4723435225618632
cs0.4457186544342508
ca0.43491816056118476
sk0.4250594766058684
hr0.41767068273092367
nl0.40476190476190477
it0.4013212221304706
pl0.4013212221304706
lv0.38870151770657674
hu0.38402718776550554
es0.3728373702422146
sv0.36514886164623467
tr0.35954063604240283
ro0.3584070796460177
fr0.35498220640569395
et0.34684684684684686
pt0.32432432432432434
de0.3198874296435272
lt0.3101807802093245
yo0.3101807802093245
sq0.28430404738400794
sl0.2579324462640737
is0.24083769633507857
ms0.23442449841605068
az0.2229367631296892
eu0.1844769403824522
fi0.16857798165137614
vi0.15501165501165504
be0.0880503144654088
uk0.0799492385786802
reliabletrue
passestrue
7
name"Marie"
dialogue"Mon Dieu, vous êtes de la police? Écoutez-moi, s'il vous plaît! J'ai entendu des cris près des pommiers. Et puis... j'ai vu une silhouette sombre qui le traînait dans l'ombre. J'ai eu tellement peur que j'ai caché mon appareil photo et je suis partie en courant. Mes mains tremblent encore..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7965825874694874
ca0.5480371900826446
en0.49553185356010376
es0.4648318042813456
ro0.43548387096774194
da0.42509855453350853
nl0.4109727364523729
it0.39883201648917893
no0.3848857644991213
tl0.3736578382247674
pt0.37275985663082434
de0.3413624388407979
cs0.32406334492081884
sl0.32406334492081884
hu0.2768595041322314
sk0.25436727737537285
tr0.2530943235168587
yo0.2530943235168587
et0.2492492492492493
sv0.24373379429559205
sq0.2391304347826087
hr0.23714036617262424
eu0.19614147909967844
pl0.18566775244299674
fi0.15743861338468948
lv0.155812831644959
ms0.14758889430102287
az0.13835548990645002
lt0.13280475718533202
hi0.08136482939632546
is0.07112526539278131
vi0.04580152671755725
reliabletrue
passestrue
8
name"Hunter"
dialogue"Woah, woah, slow down. You're upset, I get that much. You're shaking. Did you witness something? Did you take a photo of whatever happened?"
detectedLang"en"
heavyLang"en"
scores
en0.8010780287474333
tl0.5992761116856257
no0.3839427662957075
cs0.38148443735035914
fr0.3673469387755102
is0.3393009377664109
nl0.3324720068906115
da0.32784041630529054
pt0.31778169014084506
sv0.31718061674008813
yo0.29159049360146255
de0.2824074074074074
ca0.2612011439466158
hr0.24463937621832363
it0.23645320197044337
pl0.22962226640159045
ro0.2280876494023904
hu0.22344689378757512
es0.2131979695431472
lv0.2115971515768057
sq0.20998980632008157
sk0.20675537359263052
fi0.17815482502651114
sl0.17815482502651114
tr0.1594360086767896
lt0.15760869565217392
ms0.15393013100436684
az0.14647577092511013
vi0.14647577092511013
et0.13984461709211987
hi0.0903755868544601
be0.08284023668639054
eu0.08284023668639054
uk0.07517899761336516
reliabletrue
passestrue
9
name"Marie"
dialogue"Regardez mes mains! Je n'arrive même pas à tenir mon appareil correctement. Cet endroit devait être paisible pour mes études, mais c'est un cauchemar. Qu'est-ce qui se passe dans cette ville?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8092132648813654
ca0.5574509172835532
en0.4846326836581709
it0.46393762183235865
es0.445340863251311
da0.416383701188455
no0.39293598233995586
pt0.38478747203579416
nl0.358974358974359
ro0.33894230769230765
yo0.3186323092170466
sq0.3135297054418372
tl0.30869783810960283
et0.2945100051308363
de0.2845993756503642
sv0.2804814233385662
cs0.26431246655965757
fi0.2506811989100818
hr0.24116997792494482
sl0.21428571428571427
ms0.1991846243447874
tr0.17417417417417416
sk0.16817906836055657
lt0.16260657734470157
lv0.15644171779141106
hu0.15123456790123457
pl0.10306588388780169
is0.08516300731869593
hi0.053682037164487266
az0.04381084840055633
reliabletrue
passestrue
10
name"Hunter"
dialogue"Lady, I need you to speak English. French isn't going to help me solve a kidnapping. Do you have a photo on that camera or not? Photo? You know... click, click?"
detectedLang"en"
heavyLang"en"
scores
en0.8021108179419525
tl0.5766698024459078
cs0.45188794153471373
fr0.44819129368485594
it0.42122186495176844
hr0.4182288299935359
pt0.4182288299935359
da0.4015957446808511
pl0.3971868720696584
et0.3935309973045822
no0.38650306748466257
sk0.3754337265787648
sv0.37413073713490963
yo0.3553008595988539
ca0.34545454545454546
sq0.3435448577680525
ro0.33774834437086093
es0.32381667918858
sl0.3176648976497347
ms0.2907801418439716
de0.27184466019417475
nl0.25
fi0.24242424242424243
lv0.22077922077922074
lt0.21671018276762402
vi0.21328671328671328
tr0.2
hu0.1985752448797863
hi0.15174363807728558
is0.13294797687861273
az0.1287512100677638
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
11
name"Marie"
dialogue"Non, non! Je n'ai pas eu le temps de prendre une photo! L'homme en noir m'a presque vue! Si j'avais utilisé le flash, il m'aurait attrapée moi aussi!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8043818466353677
ca0.5650282731622445
it0.5446265938069217
sl0.49469429004547755
da0.4813278008298755
es0.4666666666666667
ro0.44196428571428575
no0.4298745724059293
en0.4189424753050552
nl0.41792782305005816
pt0.405116002379536
de0.38837920489296635
sq0.3872549019607844
sv0.36224489795918363
yo0.3610223642172524
sk0.32840832773673606
cs0.32614555256064687
hr0.3136582017844887
tl0.3045897079276773
az0.28366762177650434
tr0.2663242846661775
lt0.24357034795764
eu0.24127465857359634
ms0.2378048780487805
fi0.23254029163468917
hu0.20760697305863707
et0.1371872303710095
pl0.13043478260869565
is0.11816578483245149
hi0.07149489322191271
lv0.059266227657572904
reliabletrue
passestrue
12
name"Hunter"
dialogue"Great. Loud, panicked French. Just what my morning was missing."
detectedLang"en"
heavyLang"en"
scores
en0.7946611909650924
tl0.5580110497237569
nl0.51278928136419
sv0.4550408719346049
de0.4211287988422576
da0.4038748137108793
is0.3957703927492447
no0.33884297520661155
sk0.3311036789297659
pl0.32432432432432434
et0.2945326278659612
pt0.2831541218637993
ca0.27140255009107467
it0.26199261992619927
ms0.21568627450980393
ro0.2
es0.19678714859437751
yo0.17864476386036962
cs0.17695473251028807
fi0.16317991631799164
fr0.15254237288135594
az0.13978494623655913
reliabletrue
passestrue
13
name"Hunter"
dialogue"Hunter... What? Are you sure?... Don't touch anything, I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8255336617405582
tl0.54004329004329
fr0.40807799442896936
cs0.35993975903614456
ro0.3275316455696203
pl0.2928452579034942
sk0.2747440273037543
sq0.2722602739726028
ca0.27101200686106347
et0.2659758203799654
fi0.2608695652173913
ms0.24377224199288253
de0.17153996101364524
hr0.17153996101364524
hi0.1650294695481336
da0.16173570019723865
no0.1550695825049702
yo0.15
sv0.1414141414141414
it0.1290983606557377
nl0.1290983606557377
pt0.1290983606557377
sl0.121900826446281
tr0.121900826446281
reliabletrue
passestrue
14
name"Hunter"
dialogue"Duty calls. They found Gable's truck by the lake. Look, stay right here, okay? Or better yet, go back to your hotel. Don't go wandering around taking pictures until I sort this out."
detectedLang"en"
heavyLang"en"
scores
en0.8056775937816829
tl0.6500304321363359
da0.4909251881363435
no0.47655894401456533
de0.46808510638297873
nl0.4053774560496381
ca0.37397931409907453
fr0.36075597554196775
sv0.3568232662192394
pl0.34021801491681014
yo0.2953431372549019
sk0.29187192118226607
cs0.2703045685279188
ro0.250814332247557
sq0.2498369210697978
ms0.24688932547478712
sl0.222447599729547
hr0.21662125340599456
es0.20634920634920634
et0.20194309507286606
pt0.1935483870967742
lv0.18899858956276447
it0.18149466192170818
lt0.12680334092634776
tr0.11944869831546708
fi0.1078355314197052
is0.1043613707165109
be0.05737704918032788
hu0.055053410024650785
az0.05193734542456719
uk0.05193734542456719
vi0.05193734542456719
reliabletrue
passestrue
15
name"Marie"
dialogue"Vous partez déjà? Mais... et s'il revient? Vous ne pouvez pas me laisser comme ça sans me dire ce qui se passe!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8278939316675167
it0.604337631887456
ca0.5879120879120879
pt0.5229681978798587
no0.512987012987013
da0.5087336244541485
nl0.4901812688821752
sq0.48940998487140697
ro0.47674418604651164
en0.45652173913043476
et0.452998379254457
sl0.41760138050043144
de0.38468550592525064
es0.3755781683626272
lt0.3732590529247911
sv0.3620037807183365
hr0.36140018921475875
ms0.3098159509202454
cs0.2939330543933054
fi0.28191489361702127
tl0.28038379530916846
lv0.2058823529411765
yo0.19738406658739593
tr0.19258373205741627
hu0.17682926829268292
az0.10596026490066225
eu0.10596026490066225
pl0.09395973154362416
is0.08783783783783784
sk0.08536585365853659
reliabletrue
passestrue
16
name"Hunter"
dialogue"Yeah, yeah. Au revoir, or whatever it is you people say. Just stay safe."
detectedLang"en"
heavyLang"en"
scores
en0.8016798880074661
tl0.5473908413205538
fr0.5324532453245324
nl0.42333785617367703
ro0.371301775147929
yo0.3156199677938808
sv0.3089430894308943
da0.2697594501718213
hu0.2659758203799654
no0.2647058823529412
sq0.2621527777777778
cs0.2517605633802817
ca0.2504409171075838
pt0.24377224199288253
et0.1935483870967742
is0.17794970986460348
lv0.16829745596868884
es0.1326530612244898
hr0.1326530612244898
sk0.1326530612244898
sl0.1326530612244898
reliabletrue
passestrue