Run: 2026-07-25-01KYCXR16VM6AHBSFMQ90V4TWJ

Run Details

Model:
Gemini 3.6 Flash (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
11.9s
Cost:
$0.016767
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="Isabella"> Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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: Isabella 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 Italian, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Isabella and Hunter as a voice sheet: Isabella: "..." Hunter: "..."

Model response

AI
Hunter: "Excuse me, ma'am. Detective Hunter. Mind if I sit down for a second?" Isabella: "Oh! Mi scusi... non capisco. Parlate italiano?" Hunter: "Uh, no. English. Look, I'm investigating an incident over near the old orchard from last night. Did you happen to see anything unusual around here?" Isabella: "Non so cosa sta dicendo... Ma guardi, ho davvero molta paura. Ho visto qualcosa nel bosco mentre usavo la macchina fotografica. C'era un'ombra... un uomo che trascinava qualcosa di pesante." Hunter: "Whoa, slow down. I don't speak... whatever language that is. Italian? Look at my badge. Police. Did you see something?" Isabella: "La polizia? Sì, la polizia! Guardi le foto! C'era qualcuno vicino agli alberi di mele... poi quella persona è scomparsa nel buio! Una persona è sparita!" Hunter: "Photos? You keep pointing at your camera. Did you take pictures of the apple festival setup last night?" Isabella: "No festival! Mamma mia, perché non capisce? C'era un uomo sospetto nel bosco. Aveva un sacco grande e scuro. Mi ha visto e sono scappata a gambe levate!" Hunter: "Okay, hold on. Look, miss, I need you to calm down. Let me see the screen on your camera." Isabella: "Ecco, guardi qui! Questa foto... vede quella figura scura tra gli alberi? Non è normale. Sto tremando da stamattina." Hunter: "Damn. That's... that actually looks like a figure in the treeline behind the orchard. What time did you take this?" Isabella: "Che ore erano? Tardi... le otto di sera, forse? Il sole stava tramontando. Volevo solo fotografare il paesaggio della campagna di Alborn!" Hunter: "Eight o'clock? Is that what 'otto' means? Look, I really need a translator. You don't speak a single word of English, do you?" Isabella: "Non capisco nulla di quello che dice! La prego, mi aiuti, penso che quella persona sia in grande pericolo!" Hunter: "Hold that thought. My phone is ringing... Hunter here. What? Another disappearance reported? Where? Near the creek by the state park? I'm on my way." Hunter: "Look, ma'am—I have to go, right now. Don't leave town. Do not delete those pictures. I'm going to come back here with someone from the county office who speaks Italian. Stay right at this table, understand?" Isabella: "Dove sta andando?! Non riesco a capire! Ritorna qui? Devo chiamare l'ambasciata italiana?!" Hunter: "Just... stay. Please. I'll be back as soon as I can."
created_at"2026-07-25T15:19:21.066Z" 7/25/2026, 3:19:21 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1427
moderation_latency(null)
generation_time11776
tokens_prompt308
tokens_completion1123
native_tokens_prompt288
native_tokens_completion2178
native_tokens_completion_images0
native_tokens_reasoning1536
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"
usage0.016767
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"-dNkatjKC8CR-8YPirKToAk"
is_byokfalse
latency1426
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-1784992761-05aF34P1hiEqANOXpell"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784992761-KxDoKNkOjzb5YEClfrAl"
upstream_id"-dNkatjKC8CR-8YPirKToAk"
total_cost0.016767
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. Detective Hunter. Mind if I sit down for a second?"
detectedLang"en"
heavyLang"en"
scores
en0.7620240480961924
no0.6031746031746031
tl0.5994940978077572
it0.5855148342059336
da0.5836985100788782
fr0.5747538048343778
ro0.5642201834862386
pt0.5352250489236791
ca0.5192307692307693
sq0.5158002038735984
sv0.47973713033954
es0.4644870349492672
nl0.4405182567726737
hr0.4010088272383354
hu0.39567430025445294
cs0.39413265306122447
et0.39413265306122447
sl0.3902439024390244
de0.33473389355742295
pl0.3271954674220963
ms0.302496328928047
tr0.302496328928047
yo0.302496328928047
sk0.2983751846381093
lt0.23387096774193547
fi0.22512234910277326
is0.22512234910277326
az0.21875
lv0.21875
vi0.21875
be0.12844036697247707
eu0.12844036697247707
uk0.1171003717472119
reliabletrue
passestrue
1
name"Isabella"
dialogue"Oh! Mi scusi... non capisco. Parlate italiano?"
detectedLang"it"
heavyLang"it"
scores
it0.7688751926040062
es0.6495327102803737
pt0.6103896103896105
ro0.5702005730659025
fr0.5689655172413793
en0.5620437956204379
ca0.5016611295681063
tl0.4983277591973244
hr0.47826086956521735
nl0.455535390199637
yo0.43820224719101125
sl0.42857142857142855
pl0.4230769230769231
sq0.42084942084942084
cs0.40476190476190477
no0.3963782696177062
tr0.3877551020408163
hu0.336283185840708
sk0.336283185840708
az0.3006993006993007
de0.29577464788732394
lt0.29577464788732394
ms0.2890995260663507
da0.2822966507177033
sv0.2822966507177033
eu0.2248062015503876
et0.17355371900826447
fi0.16434540389972147
lv0.16434540389972147
reliabletrue
passestrue
2
name"Hunter"
dialogue"Uh, no. English. Look, I'm investigating an incident over near the old orchard from last night. Did you happen to see anything unusual around here?"
detectedLang"en"
heavyLang"en"
scores
en0.8075754506785496
tl0.6460506706408347
no0.5327102803738317
nl0.4873178629249865
da0.4546498277841562
de0.44638694638694637
fr0.43720379146919436
ro0.4245911568746214
pt0.4036409290646579
et0.391025641025641
hr0.3675099866844208
ms0.36198791134989927
sv0.35197817189631647
sq0.3510928961748634
es0.346180316586373
ca0.34346924671734624
sk0.34027777777777785
cs0.3286219081272085
it0.31752873563218387
yo0.302496328928047
sl0.2835595776772248
lv0.2537313432835821
lt0.23325262308313155
pl0.22764227642276424
az0.21681780708985984
tr0.14337240757439135
hu0.1387126019945603
is0.12683823529411764
vi0.10292728989612841
eu0.09867172675521822
fi0.058473736372646176
reliabletrue
passestrue
3
name"Isabella"
dialogue"Non so cosa sta dicendo... Ma guardi, ho davvero molta paura. Ho visto qualcosa nel bosco mentre usavo la macchina fotografica. C'era un'ombra... un uomo che trascinava qualcosa di pesante."
detectedLang"it"
heavyLang"it"
scores
it0.7963506028022157
ca0.5882740447957839
es0.5739604635310157
pt0.5158791634391944
ro0.4931062449310625
fr0.4572297003907946
tl0.39759036144578314
ms0.37717987045341306
no0.35699588477366256
en0.3509865005192108
sk0.3499739989599584
sl0.34725848563968675
de0.3093922651933701
yo0.29932735426008966
sq0.29577464788732394
lv0.26210153482880755
lt0.2350061199510404
et0.23171481253841428
vi0.22263681592039805
cs0.19923126201153107
pl0.1935483870967742
hr0.1824722040549379
nl0.17763157894736845
da0.16943521594684383
hu0.1672218520986009
fi0.12095639943741208
is0.10522548317823907
tr0.09354604786076869
sv0.08625730994152046
eu0.06507105459985041
az0.04507257448433919
reliabletrue
passestrue
4
name"Hunter"
dialogue"Whoa, slow down. I don't speak... whatever language that is. Italian? Look at my badge. Police. Did you see something?"
detectedLang"en"
heavyLang"en"
scores
en0.8010269576379975
tl0.5817593092282785
da0.45306986591390264
no0.44879089615931717
ro0.4379985496736766
cs0.39688715953307396
nl0.3839427662957075
et0.34042553191489355
ms0.33873720136518776
sv0.32550043516100957
fr0.3213660245183888
it0.3213660245183888
hr0.32077125328659073
sq0.3189806678383128
yo0.30493273542600896
sk0.2889908256880734
pl0.28307123034227566
hu0.27637721755368816
pt0.2647058823529412
lt0.26260704091341575
is0.2357001972386588
sl0.23038728897715988
de0.2288557213930348
fi0.21953675730110775
es0.21796165489404642
ca0.2131979695431472
tr0.20594262295081966
az0.20267489711934156
eu0.18162618796198524
lv0.16396979503775622
be0.08284023668639054
uk0.07517899761336516
vi0.07517899761336516
reliabletrue
passestrue
5
name"Isabella"
dialogue"La polizia? Sì, la polizia! Guardi le foto! C'era qualcuno vicino agli alberi di mele... poi quella persona è scomparsa nel buio! Una persona è sparita!"
detectedLang"it"
heavyLang"it"
scores
it0.8110271231658515
es0.5775347912524851
ca0.5595854922279793
ro0.502050380785003
fr0.4845360824742268
yo0.43408788282290284
ms0.3906810035842294
pt0.3862815884476534
tl0.3722304283604136
en0.3623405851462866
sq0.3545937737281701
de0.34615384615384615
et0.3405740884406517
no0.3259318001586043
da0.31396287328490724
sv0.2946058091286307
hu0.27597955706984667
lv0.2621527777777778
nl0.2595818815331011
sk0.25569176882662
sl0.2511013215859031
hr0.24977934686672548
cs0.24712134632418067
eu0.24712134632418067
lt0.21223354958294718
tr0.2107706592386258
az0.20708955223880596
fi0.20187793427230047
pl0.19811320754716982
vi0.17555771096023276
is0.14228052472250252
reliabletrue
passestrue
6
name"Hunter"
dialogue"Photos? You keep pointing at your camera. Did you take pictures of the apple festival setup last night?"
detectedLang"en"
heavyLang"en"
scores
en0.7863247863247863
tl0.7074801504387798
fr0.6009122006841505
nl0.5532865347798341
no0.5205479452054795
de0.4905385735080059
da0.48604992657856094
it0.453978159126365
ro0.4492525570416995
ca0.4395516413130504
es0.4233937397034596
sv0.4186046511627907
ms0.41569282136894825
pt0.3320610687022901
et0.29789368104312935
yo0.29577464788732394
lt0.29435483870967744
is0.2776057791537668
hr0.2768595041322314
cs0.27461139896373055
sl0.27461139896373055
lv0.2366412213740458
sq0.2290748898678414
pl0.18128654970760233
az0.14425427872860636
sk0.14425427872860636
hi0.0990990990990991
hu0.08735332464146023
fi0.08256880733944955
reliabletrue
passestrue
7
name"Isabella"
dialogue"No festival! Mamma mia, perché non capisce? C'era un uomo sospetto nel bosco. Aveva un sacco grande e scuro. Mi ha visto e sono scappata a gambe levate!"
detectedLang"it"
heavyLang"it"
scores
it0.806064880112835
es0.5866215708380308
ca0.542809642560266
pt0.537620849096259
fr0.5100222717149221
ro0.49702789208962045
no0.45892769306443676
en0.44917376064096143
sv0.4076467420570813
sk0.39560439560439564
lv0.39527212754260577
tl0.3806306306306307
nl0.36416184971098264
hr0.3612078977932636
da0.358974358974359
hu0.3487270574304322
sl0.3464052287581699
pl0.342498505678422
sq0.33373712901271957
cs0.32844932844932845
yo0.3099121706398996
ms0.289864428663654
lt0.27726675427069647
et0.2724867724867725
de0.23451635351426586
tr0.2181947405828003
is0.20806335493160547
fi0.20116194625998549
az0.1857883049592894
eu0.1249005568814638
vi0.05982905982905983
reliabletrue
passestrue
8
name"Hunter"
dialogue"Okay, hold on. Look, miss, I need you to calm down. Let me see the screen on your camera."
detectedLang"en"
heavyLang"en"
scores
en0.7984683595324465
tl0.6572995202193284
et0.5539696699375558
no0.5073891625615764
da0.504950495049505
cs0.5004995004995005
yo0.44812362030905084
sq0.4186046511627907
fr0.414519906323185
it0.41383352872215706
pl0.40828402366863903
hr0.40688018979833923
ca0.4040524433849821
nl0.4040524433849821
sl0.3857493857493857
ms0.3842364532019704
fi0.38195302843016066
sv0.3734335839598998
sk0.3581514762516046
es0.3556701030927836
ro0.3315508021390375
lv0.27007299270072993
lt0.25037481259370314
pt0.14965986394557826
hi0.14383561643835618
de0.12587412587412586
be0.12280701754385964
tr0.12280701754385964
hu0.11816578483245149
az0.11190053285968028
is0.11190053285968028
uk0.11190053285968028
vi0.11190053285968028
reliabletrue
passestrue
9
name"Isabella"
dialogue"Ecco, guardi qui! Questa foto... vede quella figura scura tra gli alberi? Non è normale. Sto tremando da stamattina."
detectedLang"it"
heavyLang"it"
scores
it0.7830488863176164
pt0.5974235104669887
fr0.5577830188679246
ca0.5418448381185095
es0.5373226403454658
ro0.503968253968254
da0.46619217081850534
no0.4627507163323783
en0.4577006507592191
sl0.43095599393019723
et0.40805051302288875
sq0.402390438247012
de0.4014365522745411
hr0.37913907284768217
fi0.36006825938566556
tl0.358974358974359
sv0.32553956834532377
sk0.313815187557182
cs0.3081180811808118
ms0.28435114503816794
yo0.27184466019417475
eu0.2704280155642024
az0.23625254582484725
is0.22680412371134018
vi0.21218487394957983
lv0.21135646687697163
nl0.20718816067653278
pl0.19786096256684493
tr0.17943107221006563
lt0.15730337078651685
hu0.10501193317422433
reliabletrue
passestrue
10
name"Hunter"
dialogue"Damn. That's... that actually looks like a figure in the treeline behind the orchard. What time did you take this?"
detectedLang"en"
heavyLang"en"
scores
en0.8199125289426293
tl0.6006845407872219
no0.4807121661721069
nl0.46929492039423804
ro0.4569433669511249
fr0.4483845547675335
pt0.38325991189427316
da0.38217122683142096
de0.3805309734513274
it0.36594202898550726
sl0.3524514338575393
ms0.33078393881453155
et0.3230174081237911
sq0.3184031158714703
ca0.31640625
yo0.30966469428007887
es0.3013972055888224
cs0.2776057791537668
hr0.2670157068062827
sv0.26160337552742613
tr0.24487594390507011
eu0.23161361141602635
sk0.21612541993281076
pl0.2125984251968504
hu0.1822429906542056
az0.18032786885245902
fi0.1606714628297362
lt0.10485933503836317
is0.0967741935483871
lv0.09090909090909091
vi0.09090909090909091
ja0.077733860342556
reliabletrue
passestrue
11
name"Isabella"
dialogue"Che ore erano? Tardi... le otto di sera, forse? Il sole stava tramontando. Volevo solo fotografare il paesaggio della campagna di Alborn!"
detectedLang"it"
heavyLang"it"
scores
it0.8051811288963774
es0.52344152498712
fr0.5053475935828877
ca0.4533096926713948
pt0.40476190476190477
ro0.39817826935588807
sl0.3517869656622285
hr0.3416370106761566
cs0.338340486409156
ms0.336441893830703
no0.33501078360891445
sv0.33261183261183264
nl0.31328878990348924
sk0.29389312977099236
et0.28350116189000774
tl0.26819620253164556
da0.2588141025641026
en0.2367986798679868
de0.23172757475083056
lv0.223993288590604
yo0.2154368108566582
is0.2120954003407155
az0.20804794520547945
fi0.19982698961937717
sq0.19072615923009625
tr0.18717047451669597
eu0.1306390977443609
lt0.11988582302568983
pl0.11652340019102196
hu0.09579667644183773
vi0.0949119373776908
reliabletrue
passestrue
12
name"Hunter"
dialogue"Eight o'clock? Is that what 'otto' means? Look, I really need a translator. You don't speak a single word of English, do you?"
detectedLang"en"
heavyLang"en"
scores
en0.8123827392120075
tl0.626691553896407
no0.47264337508239945
hr0.4405594405594406
ro0.4393833216538192
nl0.4338287331917905
yo0.4248741912293314
it0.4215473608098337
pl0.41944847605224966
cs0.41605839416058393
de0.41605839416058393
da0.40298507462686567
sq0.40298507462686567
sk0.39984996249062266
pt0.39439818319454956
ca0.3798449612403101
sv0.36608557844690964
ms0.3311036789297659
sl0.3294216261525566
et0.32489451476793246
hu0.32030586236193714
fr0.30374238468233244
vi0.29328621908127206
is0.28507596067917784
es0.2673992673992674
lt0.2558139534883721
lv0.24741298212605833
az0.24170616113744076
tr0.2079207920792079
eu0.14621131270010673
be0.08045977011494253
fi0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
13
name"Isabella"
dialogue"Non capisco nulla di quello che dice! La prego, mi aiuti, penso che quella persona sia in grande pericolo!"
detectedLang"it"
heavyLang"it"
scores
it0.8185117967332124
es0.6598639455782312
ro0.6085011185682326
fr0.5783132530120482
ca0.56656346749226
pt0.5195607412491421
tl0.5003568879371877
sv0.4967649173256649
ms0.44881889763779526
yo0.43684633950120677
en0.43593875906527
no0.4350282485875706
sq0.4281045751633987
nl0.41569282136894825
de0.38380281690140844
et0.3783303730017762
pl0.37275985663082434
fi0.3676603432700994
lv0.36363636363636365
sl0.360146252285192
da0.3346007604562738
hr0.33078393881453155
az0.2849846782431052
sk0.27835051546391754
lt0.26854754440961337
cs0.2222222222222222
tr0.22048997772828507
vi0.2054483541430193
eu0.20273348519362186
hu0.17452830188679244
is0.08256880733944955
reliabletrue
passestrue
14
name"Hunter"
dialogue"Hold that thought. My phone is ringing... Hunter here. What? Another disappearance reported? Where? Near the creek by the state park? I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8178137651821863
tl0.5679308689390302
nl0.5207667731629393
da0.4712103407755582
fr0.44886711573790566
no0.37586685159500693
sq0.3626062322946175
cs0.35437589670014347
it0.35205183585313177
sk0.35064935064935066
sv0.336283185840708
ms0.3353028064992614
de0.33085501858736055
es0.3212669683257918
yo0.3202416918429003
ro0.3135011441647597
pl0.2840095465393795
et0.2524916943521595
hr0.23793395427603725
pt0.22613929492691315
sl0.2214532871972318
ca0.14933837429111532
hu0.14611005692599618
fi0.14285714285714285
vi0.1287512100677638
tr0.11591355599214145
is0.09274193548387095
eu0.09182643794147326
hi0.08536585365853659
lt0.07692307692307693
az0.06542056074766354
lv0.06542056074766354
reliabletrue
passestrue
15
name"Hunter"
dialogue"Look, ma'am—I have to go, right now. Don't leave town. Do not delete those pictures. I'm going to come back here with someone from the county office who speaks Italian. Stay right at this table, understand?"
detectedLang"en"
heavyLang"en"
scores
en0.819744869661675
tl0.6067755595886267
no0.5234604105571847
da0.49768160741885625
fr0.40202391904323825
ro0.367704280155642
sq0.36368086147821826
sv0.34902353530295444
yo0.32642487046632124
nl0.32150313152400833
pl0.31216931216931215
de0.29501084598698485
cs0.282560706401766
hr0.2793791574279379
ca0.2692523889825745
sl0.25968109339407747
it0.24855491329479767
sk0.24637681159420294
es0.22802850356294538
et0.22388059701492538
pt0.22295277943813513
tr0.21968787515006
ms0.19053549190535493
lv0.1709183673469388
lt0.15032679738562094
vi0.11804613297150611
hu0.10406616126809097
is0.0953375086986778
fi0.09344490934449094
az0.08579465541490858
be0.051094890510948905
uk0.046221570066030816
reliabletrue
passestrue
16
name"Isabella"
dialogue"Dove sta andando?! Non riesco a capire! Ritorna qui? Devo chiamare l'ambasciata italiana?!"
detectedLang"it"
heavyLang"it"
scores
it0.782766111513396
ro0.5655322230267922
es0.5545657015590201
pt0.5545657015590201
ca0.5137763371150729
fr0.5041322314049587
en0.47506561679790027
tl0.40476190476190477
sl0.3730407523510972
hr0.36575052854122625
sv0.34711643090315564
sq0.3348115299334811
pl0.3265993265993266
de0.25742574257425743
sk0.250936329588015
cs0.24146649810366622
yo0.23954372623574144
eu0.2073976221928666
hu0.20634920634920634
lt0.19463087248322147
tr0.1847826086956522
nl0.18144611186903137
no0.18144611186903137
da0.1792065663474692
az0.17695473251028807
fi0.16897506925207756
ms0.16897506925207756
is0.1111111111111111
lv0.1044776119402985
vi0.1044776119402985
et0.09502262443438914
reliabletrue
passestrue
17
name"Hunter"
dialogue"Just... stay. Please. I'll be back as soon as I can."
detectedLang"en"
heavyLang"en"
scores
en0.8158070997990622
tl0.5655608214849921
ca0.5149911816578483
yo0.5098039215686274
hu0.492619926199262
sv0.46601941747572817
sq0.44779116465863456
ro0.40860215053763443
lt0.3888888888888889
et0.375
tr0.3483412322274882
no0.34523809523809523
pt0.33894230769230765
az0.3373493975903614
da0.3357487922705314
hr0.3357487922705314
pl0.314214463840399
it0.2948717948717949
cs0.2763157894736842
ja0.26666666666666666
ms0.25474254742547425
sk0.207492795389049
be0.20289855072463767
is0.1863905325443787
lv0.1863905325443787
uk0.1863905325443787
vi0.1863905325443787
reliabletrue
passestrue