Run: 2026-07-25-01KYCVEH2S4DKA4HNBMRFYH9N3

Run Details

Model:
Gemini 3.6 Flash (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
11.3s
Cost:
$0.014196
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
Hunter: "Excuse me, ma'am. Mind if I take a second? Detective Hunter, lead investigator on the disappearances here in Alborn." Marie: "Pardon ? Qu'est-ce que... oh, vous êtes policier ?" Hunter: "I'm looking into the incident down near the Miller apple orchard last night. A couple of locals mentioned seeing a tourist out near the treeline around dusk with a setup like yours. Did you happen to notice anything unusual?" Marie: "Je... je ne comprends pas. Je suis désolée, je ne parle pas anglais. Mais... hier soir, c'était terrible. J'étais là-bas pour prendre des photos du coucher de soleil sur les arbres, et..." Hunter: "Whoa, slow down. English? Do you speak any English?" Marie: "Non, non... français. Écoutez-moi, s'il vous plaît ! J'ai vu quelqu'un près de la vieille grange. Un homme. Il... il traînait quelque chose de très lourd dans les herbes hautes. J'ai eu si peur." Hunter: "French. Fantastic. Look, I don't know a lick of French, ma'am. 'Bonjour' is about where my vocabulary stops. I need to know if you saw Sarah Vance. Tall, blonde, green jacket?" Marie: "Regardez ! J'ai mon appareil photo. J'ai essayé d'en prendre une, mais il faisait trop sombre, et les ombres... oh mon Dieu, je crois qu'il m'a vue !" Hunter: "Hey, take a breath. You're shaking. You're pointing at your camera—did you take pictures out there? Photos?" Marie: "Oui, la photo ! L'appareil ! Mais je ne sais pas si on voit son visage. J'ai eu si peur que j'ai couru jusqu'ici. Vous devez m'aider, je ne me sens pas en sécurité !" Hunter: "Photos. Right. Just... let me see the display screen. Show me." Marie: "Attendez, je... la batterie est presque vide, je cherche le fichier..." Hunter: "Hold on, my phone is ringing. Don't move." Hunter: "Hunter. ...What? You're sure it's her car? Where? Dammit. Keep the perimeter tight, I'm five minutes out." Hunter: "Look, miss, I have to go. Emergency down on County Road 4. Stay right here in the cafe, alright? Don't leave, and don't delete anything on that camera. I'm going to bring back a deputy who speaks French." Marie: "Monsieur ? Où allez-vous ? Ne me laissez pas seule, s'il vous plaît !" Hunter: "Just stay put. I'll be back."
created_at"2026-07-25T14:39:12.484Z" 7/25/2026, 2:39:12 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1517
moderation_latency(null)
generation_time11263
tokens_prompt303
tokens_completion1030
native_tokens_prompt284
native_tokens_completion1836
native_tokens_completion_images0
native_tokens_reasoning1224
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"
usage0.014196
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"kMpkarHoIqLwjrEP_avsiAo"
is_byokfalse
latency1517
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-1784990352-l4pMxbECekXrYZxonpLP"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784990352-bde5hUubqB0MCcWgjY4o"
upstream_id"kMpkarHoIqLwjrEP_avsiAo"
total_cost0.014196
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"Hunter"
dialogue"Excuse me, ma'am. Mind if I take a second? Detective Hunter, lead investigator on the disappearances here in Alborn."
detectedLang"en"
heavyLang"en"
scores
en0.7693597987140062
tl0.6338215712383488
fr0.6220797068254694
ro0.5662460567823343
it0.5611702127659575
nl0.5261344055140724
pt0.5258620689655172
ca0.5244956772334294
sq0.5152761457109283
sv0.49417535254445133
no0.472168905950096
sl0.4670542635658915
et0.4418132611637348
es0.4406779661016949
da0.4376278118609407
hr0.42267319804058784
ms0.41322901849217636
de0.4123931623931624
cs0.3838685586258402
yo0.36587240584166025
pl0.3609604957397366
sk0.3346774193548387
fi0.2960750853242321
az0.28879310344827586
hu0.2737676056338028
lv0.25136116152450094
lt0.24726277372262775
tr0.19980601357904945
is0.19590643274853803
vi0.13883089770354906
hi0.0924092409240924
be0.0782122905027933
eu0.0782122905027933
uk0.07094594594594594
reliabletrue
passestrue
1
name"Marie"
dialogue"Pardon ? Qu'est-ce que... oh, vous êtes policier ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.79404309252218
nl0.5390070921985816
es0.4992295839753467
ca0.4953416149068323
pt0.48899371069182396
ro0.48
it0.417562724014337
lt0.4003690036900369
cs0.3701550387596899
tl0.3564356435643564
en0.34210526315789475
pl0.336734693877551
da0.3285123966942149
sv0.3271221532091097
eu0.2243436754176611
sl0.21875
et0.214975845410628
lv0.214975845410628
no0.214975845410628
hr0.21307506053268765
sk0.20924574209245742
fi0.20537897310513448
ms0.20147420147420148
sq0.20147420147420148
de0.19753086419753088
az0.1875
hu0.1875
tr0.181360201511335
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm looking into the incident down near the Miller apple orchard last night. A couple of locals mentioned seeing a tourist out near the treeline around dusk with a setup like yours. Did you happen to notice anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.7956110154905336
tl0.602510460251046
fr0.5824787576911807
no0.5015739769150053
nl0.47436370343046846
de0.463882618510158
da0.43809148264984227
ca0.38814942035208244
es0.3876235496347228
ro0.37582128777923784
et0.36946902654867253
it0.36298614215467145
sv0.3418013856812933
pt0.33535447761194026
cs0.2997542997542998
ms0.2973372781065089
hr0.28391959798994976
yo0.27848101265822783
sk0.27035330261136714
is0.26204039357845677
hu0.2503945291951605
sl0.24762407602956704
tr0.21703296703296704
sq0.20524261015058562
lv0.179147465437788
pl0.1786743515850144
az0.1758241758241758
fi0.16225749559082892
lt0.1467065868263473
eu0.04682274247491639
vi0.04682274247491639
ja0.03975741239892184
reliabletrue
passestrue
3
name"Marie"
dialogue"Je... je ne comprends pas. Je suis désolée, je ne parle pas anglais. Mais... hier soir, c'était terrible. J'étais là-bas pour prendre des photos du coucher de soleil sur les arbres, et..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8087954110898662
ca0.6167247386759582
es0.5067264573991032
de0.45137157107231923
pt0.4494494494494495
en0.4321115126484254
nl0.4321115126484254
lt0.4231777661248033
no0.4123931623931624
it0.4073275862068965
da0.3926007730535616
sl0.3574766355140187
tl0.33171324422843257
sv0.325567136725935
sq0.3193069306930693
ro0.314214463840399
lv0.2805755395683453
hr0.2796332678454486
cs0.25271739130434784
sk0.24965893587994542
yo0.23875432525951554
tr0.22644163150492264
ms0.2198581560283688
hu0.21930447125621005
et0.20462762111352134
vi0.1887905604719764
pl0.16476841305998483
eu0.16158536585365854
az0.15123456790123457
fi0.11788291900561347
hi0.06542056074766354
reliabletrue
passestrue
4
name"Hunter"
dialogue"Whoa, slow down. English? Do you speak any English?"
detectedLang"en"
heavyLang"en"
scores
en0.790268456375839
cs0.4577006507592191
hr0.43438914027149317
tl0.41588785046728977
pt0.3842364532019704
pl0.36386768447837153
ca0.34725848563968675
sk0.34554973821989526
sl0.32432432432432434
sq0.31880108991825606
vi0.30747922437673125
no0.24698795180722888
yo0.2378048780487805
da0.22360248447204967
de0.22360248447204967
ms0.22360248447204967
ro0.22360248447204967
sv0.22360248447204967
reliabletrue
passestrue
5
name"Marie"
dialogue"Non, non... français. Écoutez-moi, s'il vous plaît ! J'ai vu quelqu'un près de la vieille grange. Un homme. Il... il traînait quelque chose de très lourd dans les herbes hautes. J'ai eu si peur."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8054635761589405
ca0.5609118086696562
it0.48689956331877726
ro0.43126815101645694
en0.4285019455252918
no0.4282238442822384
es0.4142572283150548
da0.3968172484599589
pt0.3655507559395248
de0.34975096845600445
tl0.329337899543379
yo0.3235463442717329
sq0.2865816636308439
nl0.2710918114143921
sv0.26054122089364373
eu0.24534360950545922
et0.22798948751642575
cs0.213520749665328
sl0.2119382964453387
sk0.21140939597315436
fi0.1913282863041982
tr0.17253521126760563
az0.17019774011299435
hu0.1660752306600426
lv0.16131334760885083
hr0.15710186513629842
is0.1191904047976012
pl0.10646387832699619
lt0.1003062787136294
ms0.09406322282189669
vi0.06671961874503574
reliabletrue
passestrue
6
name"Hunter"
dialogue"French. Fantastic. Look, I don't know a lick of French, ma'am. 'Bonjour' is about where my vocabulary stops. I need to know if you saw Sarah Vance. Tall, blonde, green jacket?"
detectedLang"en"
heavyLang"en"
scores
en0.7587907375643225
tl0.5452708164915118
nl0.42337262942080983
no0.405076679005817
cs0.3954862976894143
sv0.39057421451787644
da0.37948152233866517
yo0.36079545454545453
fr0.3515850144092219
it0.35008665511265163
hr0.33471318746303963
sk0.32795698924731176
pl0.3226971703792896
sq0.29906542056074764
es0.29819089207735494
de0.28932406822488943
sl0.28023032629558536
pt0.2779204107830552
ms0.2608409986859396
hu0.25099866844207724
ro0.25049966688874087
ca0.24849699398797598
et0.2331288343558282
lv0.22839506172839508
is0.22091412742382271
lt0.1812227074235808
tr0.16169895678092397
az0.15286144578313252
fi0.11556603773584906
vi0.10572337042925278
be0.058577405857740586
eu0.058577405857740586
uk0.05303030303030303
reliabletrue
passestrue
7
name"Marie"
dialogue"Regardez ! J'ai mon appareil photo. J'ai essayé d'en prendre une, mais il faisait trop sombre, et les ombres... oh mon Dieu, je crois qu'il m'a vue !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8014121800529568
ca0.471830985915493
it0.3754337265787648
es0.34450109249817923
pt0.32381667918858
nl0.32228915662650603
no0.28514694201747415
da0.27999999999999997
en0.2688870836718116
sl0.22680412371134018
yo0.22613929492691315
hr0.21807124239791487
tl0.2125984251968504
cs0.20704845814977973
sk0.2
az0.19282511210762332
ro0.15492957746478872
et0.14853358561967833
hi0.14691943127962084
tr0.14691943127962084
sv0.09274193548387095
pl0.09182643794147326
de0.0816326530612245
reliabletrue
passestrue
8
name"Hunter"
dialogue"Hey, take a breath. You're shaking. You're pointing at your camera—did you take pictures out there? Photos?"
detectedLang"en"
heavyLang"en"
scores
en0.806432400238237
tl0.7109826589595376
fr0.5337159253945482
de0.4881889763779528
ro0.4766505636070853
nl0.4313210848643919
ca0.4242692648361382
no0.417562724014337
it0.3959107806691449
da0.37799043062200954
sv0.36149312377210213
pt0.3551587301587301
es0.3236212278876171
ms0.3186582809224318
lt0.27616926503340755
lv0.2562929061784897
is0.2537313432835821
cs0.24418604651162787
pl0.23258559622195982
hr0.21592279855247284
sl0.20537897310513448
et0.19852034525277434
hu0.1935483870967742
sq0.1875
sk0.16666666666666666
yo0.15474642392717813
hi0.10591471801925723
tr0.10591471801925723
az0.09722222222222222
eu0.09722222222222222
vi0.09722222222222222
fi0.08835904628330996
reliabletrue
passestrue
9
name"Marie"
dialogue"Oui, la photo ! L'appareil ! Mais je ne sais pas si on voit son visage. J'ai eu si peur que j'ai couru jusqu'ici. Vous devez m'aider, je ne me sens pas en sécurité !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8076533711277587
ca0.49841605068637806
en0.4742667404537908
es0.4692737430167597
ro0.46808510638297873
sl0.4341870160810006
pt0.4297719087635054
tl0.42143727161997563
cs0.4135802469135802
fi0.4128553770086526
nl0.38391699092088194
sq0.38311688311688313
no0.36198791134989927
it0.3594066082265678
hr0.3581081081081081
sk0.34119278779472956
yo0.32287954383464007
sv0.2994100294985251
lt0.2873218304576144
tr0.28625093914350114
de0.2658423493044822
et0.2549019607843137
da0.24302788844621515
lv0.17891097666378566
az0.15854738706820196
pl0.15555555555555556
ms0.15026833631484796
hi0.1449144914491449
hu0.13557779799818015
is0.12361623616236161
vi0.08123791102514508
eu0.07317073170731707
reliabletrue
passestrue
10
name"Hunter"
dialogue"Photos. Right. Just... let me see the display screen. Show me."
detectedLang"en"
heavyLang"en"
scores
en0.8082191780821918
tl0.6531219028741327
fr0.5990836197021764
nl0.5400788436268068
et0.5118549511854952
es0.5021337126600285
pt0.49640287769784175
no0.4890510948905109
de0.4728915662650602
sq0.45736434108527135
ca0.40476190476190477
da0.3955094991364421
sl0.3554327808471455
cs0.3408662900188324
yo0.3408662900188324
sv0.33962264150943394
it0.3346007604562738
ms0.31640625
fi0.31237721021611
ro0.21524663677130043
lt0.18604651162790697
hi0.18032786885245902
lv0.16864608076009502
sk0.16467780429594273
reliabletrue
passestrue
11
name"Marie"
dialogue"Attendez, je... la batterie est presque vide, je cherche le fichier..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8008434864104967
it0.6794871794871795
es0.6205357142857143
ro0.5821042281219272
de0.5526315789473685
ca0.5370370370370371
da0.5240761478163494
no0.51036866359447
yo0.5086705202312138
sl0.5040840140023337
en0.49941107184923444
nl0.49584816132858833
sk0.452319587628866
pt0.44371727748691103
cs0.4385733157199472
hr0.41540577716643745
sq0.39372325249643364
sv0.3928571428571429
tl0.3694362017804154
et0.33070866141732286
lv0.3178170144462279
eu0.27101200686106347
ms0.23971377459749554
fi0.23835125448028674
tr0.22586520947176683
hu0.18738049713193117
pl0.17635658914728683
vi0.1650294695481336
lt0.1290983606557377
az0.121900826446281
reliabletrue
passestrue
12
name"Hunter"
dialogue"Hold on, my phone is ringing. Don't move."
detectedLang"en"
heavyLang"en"
scores
en0.8062015503875969
tl0.5716510903426791
nl0.56
da0.4963369963369963
et0.47115384615384615
yo0.4148936170212766
fr0.4123931623931624
pl0.3902439024390244
cs0.3692660550458715
no0.3692660550458715
sk0.3692660550458715
ms0.367816091954023
hu0.358974358974359
fi0.3529411764705882
vi0.32598039215686275
ca0.2647058823529412
is0.2506811989100818
hr0.24242424242424243
hi0.233983286908078
sv0.233983286908078
de0.21428571428571427
it0.21428571428571427
reliabletrue
passestrue
13
name"Hunter"
dialogue"Hunter. ...What? You're sure it's her car? Where? Dammit. Keep the perimeter tight, I'm five minutes out."
detectedLang"en"
heavyLang"en"
scores
en0.7971437844855567
tl0.48728465955701394
no0.486863711001642
fr0.4808970099667774
da0.4761106454316848
sv0.44196428571428575
de0.42555147058823534
sq0.3996157540826129
nl0.3648373983739837
ms0.35831622176591377
tr0.3272335844994618
ca0.30709534368070956
et0.2961711711711712
pt0.2857142857142857
ro0.2487980769230769
it0.24425634824667475
es0.24058323207776428
sl0.2350061199510404
yo0.22456575682382132
fi0.18513689700130379
sk0.18513689700130379
hr0.1677762982689747
lt0.16331994645247658
cs0.10714285714285714
pl0.09156976744186046
lv0.08625730994152046
reliabletrue
passestrue
14
name"Hunter"
dialogue"Look, miss, I have to go. Emergency down on County Road 4. Stay right here in the cafe, alright? Don't leave, and don't delete anything on that camera. I'm going to bring back a deputy who speaks French."
detectedLang"en"
heavyLang"en"
scores
en0.8145344436033309
tl0.6243483593989574
da0.43704044117647056
no0.4367816091954023
it0.429170549860205
yo0.41331417624521066
ro0.38349270256668344
pl0.37275985663082434
sv0.3711498973305955
nl0.3452699091394976
fr0.34068891280947255
sq0.3367623172712507
es0.33640303358613216
pt0.31141090500281055
ca0.3067345783814375
de0.30239179954441914
hr0.30159635119726336
et0.28737638161721935
ms0.27213309566250743
cs0.2655875299760192
sl0.26426426426426425
sk0.25030599755201954
lv0.2202418841502228
hu0.2003916449086162
az0.19829842931937172
lt0.1689280868385346
tr0.15342087076710437
fi0.14812239221140475
is0.10124724871606751
vi0.0979381443298969
hi0.0641711229946524
be0.05405405405405406
eu0.05405405405405406
uk0.04891304347826087
reliabletrue
passestrue
15
name"Marie"
dialogue"Monsieur ? Où allez-vous ? Ne me laissez pas seule, s'il vous plaît !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8193027210884353
sq0.47595561035758327
lt0.4348404255319149
nl0.40476190476190477
ca0.4039270687237027
it0.37683284457478006
fi0.3541033434650456
sl0.3369734789391576
no0.2975206611570248
et0.2963576158940397
ms0.28330522765598654
en0.27101200686106347
de0.2144177449168207
hr0.2100371747211896
lv0.19507575757575757
es0.1935483870967742
ro0.1935483870967742
da0.18738049713193117
tr0.18111753371868977
pt0.17153996101364524
cs0.16173570019723865
hu0.16173570019723865
tl0.1414141414141414
reliabletrue
passestrue
16
name"Hunter"
dialogue"Just stay put. I'll be back."
detectedLang"en"
heavyLang"en"
scores
en0.8031496062992126
hr0.4545454545454546
hu0.43820224719101125
lt0.42748091603053434
yo0.4230769230769231
et0.40476190476190477
sv0.40476190476190477
tl0.39999999999999997
ca0.33920704845814975
reliabletrue
passestrue