Run: 2026-09-02-01M1HK0SWBYQNWN6E05WR9Y95P

Run Details

Model:
Gemini 3.8 Flash (Reasoning, Medium)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
8.9s
Cost:
$0.007270
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="Melanie"> Melanie is a 30-year old college student on a study abroad program. Born in Germany, she is fluent in German 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 German, 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: Melanie 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 German, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Melanie and Hunter as a voice sheet: Melanie: "..." Hunter: "..."

Model response

AI
Hunter: "Excuse me, ma'am. Detective Hunter, local sheriff's department. Mind if I take a seat? I'm asking folks around town about what happened out by the Miller orchard last night." Melanie: "Bitte? Entschuldigung... ich... ich verstehe Sie leider nicht. Mein Englisch... ich spreche überhaupt kein Englisch. Wer sind Sie?" Hunter: "Uh... right. Look, miss, I don't need a whole speech. Just a simple yes or no. You've got that heavy-duty camera on the table. Were you out by the edge of the woods around dusk? Taking pictures of the apple trees?" Melanie: "Die Kamera? Ja, die Fotos... mein Gott, ich wollte doch nur den Sonnenuntergang über den Hügeln festhalten. Aber da war etwas. Im Schatten. Es war so furchtbar, ich... meine Hände zittern immer noch." Hunter: "Whoa, slow down. German? Dutch? Look, lady, I don't speak a lick of whatever that is. Did you see Clara Higgins or not? Tall woman, yellow knit sweater? Anyone suspicious hanging around the perimeter?" Melanie: "Ich habe solche Angst... Da war ein Mann. Er hat jemanden in das dichte Unterholz gezerrt! Ich habe einen Schrei gehört, nur ganz kurz, und dann bin ich einfach nur gerannt. Verstehen Sie mich denn nicht? Jemand wurde entführt!" Hunter: "Easy, easy. Take a breath. You're white as a sheet, ma'am. You're shaking. Look at me—did you catch something on that digital screen? Photos? Snapshots? Can you show me?" Melanie: "Bilder? Wollen Sie die Speicherkarte sehen? Nein, ich... ich kann nicht noch einmal hinsehen. Was, wenn dieser Mann mich gesehen hat? Was, wenn er weiß, dass ich dort war? Bitte, Sie müssen mir helfen, ich kenne hier niemanden!" Hunter: "Damn it, I can't make heads or tails of a single syllable. Just sit tight, okay? Don't move. I'm going to call someone down at city hall who might know—" Hunter: "Hunter here. Speak to me. ... Where? By the reservoir pump station? Did you secure the tire tracks? Roger that, don't touch a damn thing, I'm two minutes out." Hunter: "Ma'am, listen to the tone of my voice. Stay right here in this cafe. Don't leave town. I'll be back with a translator. Just stay put." Melanie: "Warten Sie! Gehen Sie nicht weg! Bitte, lassen Sie mich hier nicht allein... Ich glaube, das Mädchen schwebt in Lebensgefahr!"
created_at"2026-09-02T17:35:11.764Z" 9/2/2026, 5:35:11 PM
model"google/gemini-3.8-flash-20260902"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1449
moderation_latency(null)
generation_time8871
tokens_prompt306
tokens_completion1011
native_tokens_prompt288
native_tokens_completion1881
native_tokens_completion_images0
native_tokens_reasoning1285
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"
usage0.00726975
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788370511-NdxiLYt65xzNe11kVu0y"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788370511-r9rFtmtsM5lnO0TLS4wc"
upstream_id"T16YatiPNIasjMcP-ZrfmQc"
provider_responses
0
endpoint_id"d376f781-516d-42f9-936d-46f19abca6cc"
id"T16YatiPNIasjMcP-ZrfmQc"
is_byokfalse
latency1449
model_permaslug"google/gemini-3.8-flash-20260902"
provider_name"Google AI Studio"
status200
total_cost0.00726975
cache_discount(null)
upstream_inference_cost0
provider_name"Google AI Studio"
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"Hunter"
dialogue"Excuse me, ma'am. Detective Hunter, local sheriff's department. Mind if I take a seat? I'm asking folks around town about what happened out by the Miller orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.7792900496597388
tl0.6172248803827751
no0.5088006549324601
fr0.496010079798404
ca0.4690265486725664
da0.4545454545454546
ro0.4280266920877026
sq0.42775393419170243
sv0.4216867469879518
nl0.41972920696324956
de0.4129158512720157
pt0.40119760479041916
es0.38303341902313626
it0.3710691823899371
cs0.2953611274221961
et0.28741092636579574
hu0.2784125075165364
yo0.2727272727272727
pl0.25742574257425743
sk0.2504684572142411
sl0.24146649810366622
hr0.2409867172675522
tr0.2376111817026684
ms0.23615531508593254
az0.2277992277992278
is0.19839679358717435
lt0.15134370579915135
fi0.15074309978768577
lv0.099774943735934
vi0.099774943735934
be0.05511811023622047
eu0.05511811023622047
uk0.0498812351543943
reliabletrue
passestrue
1
name"Melanie"
dialogue"Bitte? Entschuldigung... ich... ich verstehe Sie leider nicht. Mein Englisch... ich spreche überhaupt kein Englisch. Wer sind Sie?"
detectedLang"de"
heavyLang"de"
scores
de0.8243412797992472
nl0.6119733924611973
no0.35125115848007415
et0.31305201177625125
ro0.3034825870646766
da0.2985971943887776
en0.29789368104312935
ms0.279835390946502
lt0.2738589211618257
pl0.24487594390507011
it0.23580786026200873
is0.2324561403508772
sv0.2290748898678414
sk0.21612541993281076
hr0.17550058892815076
fr0.16666666666666666
az0.15458937198067632
sl0.13580246913580246
cs0.125
hu0.09326424870466321
tl0.08972691807542263
tr0.08972691807542263
es0.08256880733944955
pt0.08256880733944955
ca0.077733860342556
sq0.077733860342556
reliabletrue
passestrue
2
name"Hunter"
dialogue"Uh... right. Look, miss, I don't need a whole speech. Just a simple yes or no. You've got that heavy-duty camera on the table. Were you out by the edge of the woods around dusk? Taking pictures of the apple trees?"
detectedLang"en"
heavyLang"en"
scores
en0.807244690136747
tl0.6275997751545812
fr0.5011295180722892
ca0.478756884343037
nl0.3947007766103243
es0.3888376383763838
et0.37352245862884165
ro0.36328688130706394
no0.35617103984450926
sv0.33915211970074816
de0.33583959899749377
pl0.31665807117070655
da0.3066457352171638
hr0.3026315789473684
sk0.3026315789473684
yo0.3026315789473684
it0.29745493107104987
cs0.2822318526543879
pt0.2411225658648339
sq0.24068767908309455
tr0.2341040462427746
lv0.2075358851674641
is0.1836105976586568
sl0.1826033312769895
fi0.18108776266996293
ms0.17701863354037267
hu0.14405684754521964
lt0.09863945578231294
az0.09122085048010975
vi0.09122085048010975
hi0.0596167494677076
be0.05017921146953405
eu0.05017921146953405
uk0.045389048991354465
reliabletrue
passestrue
3
name"Melanie"
dialogue"Die Kamera? Ja, die Fotos... mein Gott, ich wollte doch nur den Sonnenuntergang über den Hügeln festhalten. Aber da war etwas. Im Schatten. Es war so furchtbar, ich... meine Hände zittern immer noch."
detectedLang"de"
heavyLang"de"
scores
de0.8087730252887918
nl0.533155487804878
sv0.5140817136057121
no0.4891576313594662
da0.4315545243619489
en0.39684884293451506
ca0.3428111587982833
sk0.33278867102396514
sl0.3110236220472441
es0.29435483870967744
tl0.2832065535400819
pl0.28068115091015855
et0.27856301531213196
it0.2781378903948144
hr0.26160337552742613
lv0.26071213035606516
ms0.24336009882643608
fi0.23389618511569732
yo0.2290748898678414
pt0.21675191815856776
tr0.20299284320104097
fr0.1998693664271718
cs0.19724770642201836
lt0.19513797634691196
ro0.17341430499325236
is0.17229729729729729
eu0.16836388323150034
az0.15458937198067632
sq0.14335664335664336
vi0.11679884643114635
hu0.07686510926902788
reliabletrue
passestrue
4
name"Hunter"
dialogue"Whoa, slow down. German? Dutch? Look, lady, I don't speak a lick of whatever that is. Did you see Clara Higgins or not? Tall woman, yellow knit sweater? Anyone suspicious hanging around the perimeter?"
detectedLang"en"
heavyLang"en"
scores
en0.7697077059344553
tl0.6296296296296297
nl0.46236559139784944
no0.41043083900226757
ro0.37560038424591735
sv0.36893203883495146
pt0.33571793561573837
ca0.3350383631713555
fr0.32432432432432434
tr0.32397295891835676
da0.3229166666666667
es0.30518439337252806
hu0.3048128342245989
sq0.30220075147611375
yo0.29577464788732394
ms0.282560706401766
hr0.2617830777967064
et0.24242424242424243
it0.23349056603773585
cs0.22894424673784108
de0.228486646884273
az0.19703520691785054
is0.19703520691785054
sk0.17144678138942002
pl0.15088177661659047
fi0.14077990746860541
lt0.1356382978723404
lv0.128686327077748
sl0.10406616126809097
vi0.0928122819260293
be0.051094890510948905
eu0.051094890510948905
uk0.046221570066030816
reliabletrue
passestrue
5
name"Melanie"
dialogue"Ich habe solche Angst... Da war ein Mann. Er hat jemanden in das dichte Unterholz gezerrt! Ich habe einen Schrei gehört, nur ganz kurz, und dann bin ich einfach nur gerannt. Verstehen Sie mich denn nicht? Jemand wurde entführt!"
detectedLang"de"
heavyLang"de"
scores
de0.8275201226523572
nl0.5802238805970149
no0.41608996539792387
da0.3835616438356164
is0.3048403707518023
it0.2879746835443038
en0.2674986435160065
tr0.2606790799561884
sv0.256198347107438
pt0.25290536801328173
eu0.2474916387959866
ms0.24284913067863154
pl0.21693735498839908
ro0.2025989367985824
es0.1818181818181818
sl0.1702519975414874
hu0.16356877323420074
yo0.15677701436602123
az0.15572232645403375
fi0.1520100502512563
tl0.14448669201520914
fr0.13903061224489796
et0.11591355599214145
lt0.11125740618828177
sq0.09335124244459368
ca0.08783783783783784
sk0.0841248303934871
hr0.08038147138964578
cs0.06896551724137931
vi0.0445859872611465
reliabletrue
passestrue
6
name"Hunter"
dialogue"Easy, easy. Take a breath. You're white as a sheet, ma'am. You're shaking. Look at me—did you catch something on that digital screen? Photos? Snapshots? Can you show me?"
detectedLang"en"
heavyLang"en"
scores
en0.7915330339961514
tl0.634009009009009
pt0.456824512534819
fr0.4284876905041032
es0.385633270321361
no0.38173747622067217
nl0.36564736499674694
ca0.3495663775850567
ms0.32055749128919864
fi0.30851063829787234
de0.30057388809182206
da0.27670623145400597
sq0.27616926503340755
sv0.2647058823529412
cs0.2630385487528345
it0.26024279210925644
et0.24242424242424243
yo0.22496025437201908
hr0.21243941841680128
sl0.20796100731112918
hu0.1968698517298188
tr0.1820469798657718
ro0.17652027027027026
sk0.17372881355932204
pl0.16237113402061853
lt0.1424802110817942
hi0.14172535211267606
az0.13101604278074866
is0.1302408563782337
lv0.12634408602150538
eu0.06698564593301436
vi0.06698564593301436
reliabletrue
passestrue
7
name"Melanie"
dialogue"Bilder? Wollen Sie die Speicherkarte sehen? Nein, ich... ich kann nicht noch einmal hinsehen. Was, wenn dieser Mann mich gesehen hat? Was, wenn er weiß, dass ich dort war? Bitte, Sie müssen mir helfen, ich kenne hier niemanden!"
detectedLang"de"
heavyLang"de"
scores
de0.8288867160217908
nl0.5640569395017794
no0.5062474808544941
da0.43234476367006486
sv0.395360315893386
is0.3669250645994832
en0.2886178861788618
fr0.2690930787589499
tr0.24336009882643608
hu0.23771001866832606
pl0.21574903969270168
eu0.20660621761658032
fi0.20557717250324253
it0.17452830188679244
az0.16609938733832538
sq0.15107415107415106
et0.14095371669004209
sk0.13793103448275862
es0.12624821683309556
yo0.125
pt0.11870503597122302
ro0.08102025506376594
cs0.07547169811320754
hr0.07547169811320754
ms0.059861857252494245
ru0.056966897613548874
tl0.05185758513931888
reliabletrue
passestrue
8
name"Hunter"
dialogue"Damn it, I can't make heads or tails of a single syllable. Just sit tight, okay? Don't move. I'm going to call someone down at city hall who might know—"
detectedLang"en"
heavyLang"en"
scores
en0.8002796085480327
tl0.5768091409225561
no0.4708994708994709
da0.40968122786304606
fr0.39283545840922895
yo0.37733499377334995
ca0.3438320209973753
sv0.30891499654457505
nl0.29428369795342274
sk0.28724162508909473
de0.274310595065312
cs0.2690058479532163
hr0.2684711046086321
pl0.26793557833089315
lv0.2542878448918718
ro0.2418498862774829
es0.2401215805471125
it0.23605805958747134
sq0.2260061919504644
lt0.19935948759007205
et0.18566775244299674
is0.1850040749796251
hu0.1823385118560916
ms0.18032786885245902
pt0.17898193760262726
sl0.17423616845582166
tr0.1281604184829991
az0.11738746690203002
vi0.11738746690203002
be0.06542056074766354
eu0.06542056074766354
fi0.059266227657572904
uk0.059266227657572904
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter here. Speak to me. ... Where? By the reservoir pump station? Did you secure the tire tracks? Roger that, don't touch a damn thing, I'm two minutes out."
detectedLang"en"
heavyLang"en"
scores
en0.7987522640370296
tl0.5519713261648745
fr0.5374653098982424
no0.4490358126721763
nl0.43149516770892554
da0.427262313860252
sq0.3993993993993994
de0.38875305623471884
sv0.38233477455219267
cs0.37888198757763975
sk0.34725848563968675
ca0.34167215273206053
yo0.34167215273206053
it0.33993399339933994
sl0.33020763563295374
pl0.32614555256064687
ms0.32432432432432434
es0.3145990404386566
ro0.3045897079276773
pt0.302649930264993
et0.2647058823529412
hr0.2636229749631811
lt0.24471299093655588
fi0.2260061919504644
lv0.20318725099601595
tr0.16317991631799164
hu0.13494809688581316
az0.11738746690203002
zh0.07149489322191271
is0.06976744186046512
eu0.06542056074766354
vi0.06542056074766354
reliabletrue
passestrue
10
name"Hunter"
dialogue"Ma'am, listen to the tone of my voice. Stay right here in this cafe. Don't leave town. I'll be back with a translator. Just stay put."
detectedLang"en"
heavyLang"en"
scores
en0.8012527101903156
tl0.5963796477495108
yo0.4755244755244755
no0.47418738049713194
de0.45580474934036935
nl0.45255474452554745
sv0.4349315068493151
da0.43064182194616984
pl0.4290657439446367
ro0.4250871080139373
hr0.4008714596949891
sl0.39737034331628923
fr0.3726235741444867
cs0.36342592592592593
sk0.36293436293436293
sq0.35797665369649806
ms0.3341404358353511
it0.3232157506152584
lt0.3067226890756302
hu0.299660441426146
lv0.2948717948717949
pt0.29426860564585117
ca0.25876010781671155
et0.25675675675675674
es0.2479489516864175
eu0.23540315106580167
fi0.23327137546468402
is0.22096317280453256
az0.20520231213872833
tr0.2005813953488372
ja0.17746759720837485
vi0.1607324516785351
reliabletrue
passestrue
11
name"Melanie"
dialogue"Warten Sie! Gehen Sie nicht weg! Bitte, lassen Sie mich hier nicht allein... Ich glaube, das Mädchen schwebt in Lebensgefahr!"
detectedLang"de"
heavyLang"de"
scores
de0.8295454545454545
nl0.6044303797468354
sv0.44526627218934917
da0.3734335839598998
pl0.3556701030927836
no0.32915921288014316
it0.293119698397738
fr0.25595238095238093
fi0.24395161290322584
en0.23076923076923078
eu0.20969441517386725
et0.20802534318901794
pt0.1812227074235808
tl0.17853231106243156
sl0.17035398230088497
ms0.16943521594684383
ro0.1591928251121076
sk0.14187643020594967
cs0.11764705882352942
yo0.10501193317422433
az0.10071942446043164
ca0.08536585365853659
es0.08536585365853659
tr0.08536585365853659
reliabletrue
passestrue