Run: 2026-07-25-01KYCT5Y834PJ7DZ8NAZYEPK3M

Run Details

Model:
Gemini 3.6 Flash (Reasoning, Minimal)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
5.1s
Cost:
$0.004864
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
Isabella: "..." [She hums softly, tapping the camera screen, then gasps slightly as a shadow falls over her table] Hunter: "Excuse me, miss. Mind if I have a word? Name's Detective Hunter. I'm looking into the commotion down by the old mill near the apple orchards last night." Isabella: "Ah! Mi ha spaventata... Chi è lei? Un poliziotto?" Hunter: "Uh... right. Look, I just need to know if you were out taking pictures near the town square around nine. A local shopkeeper went missing, and folks said they saw someone with a big camera." Isabella: "Non capisco quello che dice... Ma è successo qualcosa di terribile, vero? Ho visto un'ombra strana vicino al bosco... È stato spaventoso. Un uomo è sparito nel nulla!" Hunter: "I... okay, slow down. I don't speak... whatever language that is. Italian? Did you see anything or not? I'm looking for a tall guy, wearing a heavy winter coat." Isabella: "Sì, l'ho visto! Era altissimo, ed è corso via verso la nebbia! Ho cercato di scattare una foto, ma la mia macchina fotografica... si è bloccata! Guardi, guardi qui!" Hunter: "Is that... are you trying to show me your camera? Look, I don't have time for a photography lesson, miss. Did you see a suspect?" Isabella: "Ma perché non capisce?! C'era qualcosa che non andava in quell'uomo! Le mie mani tremano ancora... Ho molta paura." Hunter: "You look shaken up, I get that much. Take a breath. Just... point. Did he go toward the lake, or toward the highway?" Isabella: "Verso il bosco! Là, oltre i frutteti! L'oscurità l'ha inghiottito... È un incubo." Hunter: "Great. Shaking your head and pointing at the trees. Very helpful." [A loud, sharp cell phone ring interrupts them. Hunter sighs heavy and pulls his phone from his belt.] Hunter: "Hunter here. What? Another one? Down at the docks?" Isabella: "È... è un'altra persona? Chi è al telefono?" Hunter: "Hold tight, I'm on my way. Look, miss—stay here. Don't go wandering off with that camera. I'm gonna find someone from the high school who actually took foreign language classes to translate this." Isabella: "Aspetti! Non mi lasci qui da sola! Ho paura!" Hunter: "Duty calls. Keep your doors locked tonight."
created_at"2026-07-25T14:17:02.475Z" 7/25/2026, 2:17:02 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency478
moderation_latency(null)
generation_time5034
tokens_prompt308
tokens_completion559
native_tokens_prompt288
native_tokens_completion591
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"
usage0.0048645
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"XsVkasrfIteGjrEPmNmZ0Ak"
is_byokfalse
latency478
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-1784989022-UZROwdzExl8THftCKd4Z"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784989022-c5Rnu5vDtKuuObQjxIty"
upstream_id"XsVkasrfIteGjrEPmNmZ0Ak"
total_cost0.0048645
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"Isabella"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. Mind if I have a word? Name's Detective Hunter. I'm looking into the commotion down by the old mill near the apple orchards last night."
detectedLang"en"
heavyLang"en"
scores
en0.7928477976450066
tl0.6048252911813644
fr0.5855148342059336
da0.4994731296101159
nl0.4870410367170626
no0.47830862163646354
de0.464184997179921
sv0.4467093768200349
it0.4411764705882353
sq0.3807040417209909
es0.3725231175693527
ro0.36241610738255037
pt0.358974358974359
ca0.35064935064935066
yo0.3356643356643356
cs0.31654676258992803
sl0.30504754937820044
hr0.2931547619047619
et0.28892215568862273
pl0.2686682063125481
sk0.26242236024844723
hu0.24662965900079303
ms0.23014586709886548
fi0.18803418803418803
is0.18032786885245902
tr0.1782006920415225
lt0.1324200913242009
az0.12280701754385964
lv0.12280701754385964
vi0.12280701754385964
zh0.07497565725413825
be0.06862745098039216
eu0.06862745098039216
uk0.06219151036525173
reliabletrue
passestrue
2
name"Isabella"
dialogue"Ah! Mi ha spaventata... Chi è lei? Un poliziotto?"
detectedLang"it"
heavyLang"it"
scores
it0.8042168674698795
ro0.6501614639397202
es0.615839243498818
ca0.6153846153846154
fr0.531700288184438
yo0.5053272450532724
hu0.4645799011532125
no0.459234608985025
lv0.4406196213425129
hr0.42781690140845074
pt0.4196428571428571
sv0.3902439024390244
tl0.3902439024390244
sl0.3602362204724409
sq0.358974358974359
da0.3512974051896207
cs0.34738955823293177
sk0.34077079107505076
en0.3394308943089431
et0.3380855397148676
pl0.3380855397148676
nl0.3257261410788381
tr0.30703624733475476
vi0.2903930131004367
eu0.2243436754176611
lt0.2111650485436893
fi0.20537897310513448
ms0.20147420147420148
de0.19753086419753088
az0.1875
reliabletrue
passestrue
3
name"Hunter"
dialogue"Uh... right. Look, I just need to know if you were out taking pictures near the town square around nine. A local shopkeeper went missing, and folks said they saw someone with a big camera."
detectedLang"en"
heavyLang"en"
scores
en0.8086942364050799
tl0.6158875449493298
no0.44549315714959886
sv0.4337349397590362
ca0.4271087274500244
ro0.41454907822620823
da0.4008159102498725
fr0.4008159102498725
it0.38897555902236086
et0.3776483050847458
pt0.3586244541484716
nl0.3565169769989047
yo0.34649610678531706
ms0.2989260143198091
es0.29302045728038506
pl0.2865816636308439
cs0.27513880320789635
de0.2710918114143921
sq0.268823895457374
sk0.25632911392405067
hr0.23800259403372243
is0.23502604166666669
lv0.22339722405816262
sl0.1935483870967742
lt0.17485955056179778
tr0.16548295454545453
hu0.15951359084406294
fi0.15830945558739254
az0.14420975965040056
vi0.10168195718654435
be0.05622489959839357
eu0.05622489959839357
uk0.050888529886914384
reliabletrue
passestrue
4
name"Isabella"
dialogue"Non capisco quello che dice... Ma è successo qualcosa di terribile, vero? Ho visto un'ombra strana vicino al bosco... È stato spaventoso. Un uomo è sparito nel nulla!"
detectedLang"it"
heavyLang"it"
scores
it0.809515746698273
es0.5562130177514794
ca0.5198463508322664
fr0.507227332457293
pt0.49709432275368803
ro0.49664429530201337
en0.4460856720827179
tl0.3855816493719279
da0.3774211400110681
ms0.37010078387458006
yo0.34516880093131547
sk0.34325744308231176
nl0.33510638297872336
no0.33115338882282996
lt0.31983071342200725
de0.3152769324406573
sv0.3115055079559364
sl0.29775280898876405
lv0.2879746835443038
sq0.2637434554973822
cs0.2569352708058124
et0.24496644295302009
fi0.2388362652232747
az0.22520661157024793
hr0.21983356449375865
pl0.21438547486033518
is0.16169895678092397
tr0.1412213740458015
eu0.13990825688073394
vi0.1346153846153846
hu0.1141732283464567
reliabletrue
passestrue
5
name"Hunter"
dialogue"I... okay, slow down. I don't speak... whatever language that is. Italian? Did you see anything or not? I'm looking for a tall guy, wearing a heavy winter coat."
detectedLang"en"
heavyLang"en"
scores
en0.8029556650246306
tl0.5983935742971888
no0.47368421052631576
nl0.45593035908596297
da0.44781888459414687
ro0.3849938499384994
sv0.3761696818465377
de0.35275080906148865
fr0.3519118600129617
ms0.3459777632439503
sq0.33862433862433866
pt0.32930918846411805
yo0.3145990404386566
it0.2800575953923686
is0.2779783393501805
hu0.2737835875090778
cs0.27219796215429404
et0.27219796215429404
tr0.2553983618763961
ca0.24981245311327827
hr0.2366412213740458
lt0.21321793863099922
pl0.18765231519090173
sl0.1796554552912223
sk0.16805324459234608
fi0.164578111946533
es0.16317991631799164
az0.1610738255033557
eu0.1289198606271777
lv0.11738746690203002
vi0.11738746690203002
be0.06542056074766354
uk0.059266227657572904
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì, l'ho visto! Era altissimo, ed è corso via verso la nebbia! Ho cercato di scattare una foto, ma la mia macchina fotografica... si è bloccata! Guardi, guardi qui!"
detectedLang"it"
heavyLang"it"
scores
it0.8035453216374269
ca0.5937263794406652
ro0.5734126984126984
es0.5708582834331337
pt0.5402053036783576
fr0.44271643338517364
tl0.42819148936170215
yo0.40476190476190477
no0.3933408577878104
en0.38465941614195764
sq0.3818286371477861
sk0.35551558752997603
nl0.33229813664596275
sv0.3272841051314143
de0.31875792141951836
sl0.3126598465473146
ms0.2922975641869652
da0.28523936170212766
lt0.2847638057218896
cs0.2799732083054253
pl0.26721199727334694
et0.24982554082344735
hr0.20252225519287834
vi0.19415292353823088
lv0.19294294294294295
is0.16795665634674922
tr0.16081186572989853
az0.15949960906958563
hu0.12530512611879577
eu0.07566638005159072
fi0.07566638005159072
reliabletrue
passestrue
7
name"Hunter"
dialogue"Is that... are you trying to show me your camera? Look, I don't have time for a photography lesson, miss. Did you see a suspect?"
detectedLang"en"
heavyLang"en"
scores
en0.8191365227537923
tl0.6146195922426653
fr0.5116572148708255
no0.4867549668874172
ro0.47457627118644075
da0.47314751869476546
pt0.42077727952167415
nl0.41198786039453716
it0.38148443735035914
yo0.37399030694668817
hr0.367862969004894
ca0.36631234668847096
cs0.36527436527436524
sv0.3492863140218304
es0.3432203389830509
et0.3353344768439108
hu0.3272569444444444
ms0.3225524475524475
pl0.32077125328659073
is0.31355181576616475
sq0.31355181576616475
sk0.3011722272317403
sl0.2783985102420857
lv0.2475728155339806
lt0.24316406250000003
tr0.1594360086767896
de0.1520787746170678
fi0.15115005476451257
az0.14647577092511013
vi0.14647577092511013
hi0.0903755868544601
be0.08284023668639054
eu0.08284023668639054
uk0.07517899761336516
reliabletrue
passestrue
8
name"Isabella"
dialogue"Ma perché non capisce?! C'era qualcosa che non andava in quell'uomo! Le mie mani tremano ancora... Ho molta paura."
detectedLang"it"
heavyLang"it"
scores
it0.8142644873699851
fr0.5508982035928144
ca0.5120364346128823
ro0.44237918215613387
pt0.41815360744763375
en0.4014365522745411
es0.3718592964824121
tl0.3321460373998219
sl0.33095450490633366
hu0.32003626473254765
ms0.30362116991643456
de0.2917847025495751
sk0.2795389048991354
yo0.2774566473988439
et0.21052631578947367
pl0.20297555791710944
cs0.19700214132762314
nl0.17218543046357618
sq0.1515837104072398
lv0.13793103448275862
no0.1289198606271777
sv0.12485414235705952
eu0.1039426523297491
az0.10071942446043164
fi0.10071942446043164
vi0.09420289855072464
is0.09090909090909091
lt0.07975460122699386
reliabletrue
passestrue
9
name"Hunter"
dialogue"You look shaken up, I get that much. Take a breath. Just... point. Did he go toward the lake, or toward the highway?"
detectedLang"en"
heavyLang"en"
scores
en0.8251277912294862
tl0.7012867647058824
yo0.4663382594417077
pl0.45515507124895216
no0.4268077601410935
fr0.42324755989352264
sv0.4186046511627907
ca0.40476190476190477
da0.40476190476190477
nl0.39870490286771504
cs0.32642487046632124
sq0.30406852248394006
hr0.2785793562708102
it0.2696629213483146
is0.268018018018018
ro0.2605233219567691
et0.25968109339407747
hu0.2554410080183276
es0.2494226327944573
sk0.23708920187793428
sl0.20537897310513448
fi0.19154228855721395
tr0.18444165621079048
lt0.18238993710691823
ms0.17825537294563845
pt0.17721518987341772
az0.1698595146871009
lv0.1698595146871009
vi0.1698595146871009
be0.09722222222222222
eu0.09722222222222222
de0.09344490934449094
uk0.08835904628330996
reliabletrue
passestrue
10
name"Isabella"
dialogue"Verso il bosco! Là, oltre i frutteti! L'oscurità l'ha inghiottito... È un incubo."
detectedLang"it"
heavyLang"it"
scores
it0.7333617747440273
ca0.5335820895522388
ro0.4743481917577796
fr0.46351931330472107
es0.42974452554744524
sq0.42502299908003677
yo0.4013409961685824
pt0.3206521739130435
az0.27494199535962877
lv0.2690058479532163
vi0.26035502958579887
no0.24969987995198079
sv0.23965936739659366
nl0.20886075949367086
en0.20785804816223066
tr0.19768934531450577
lt0.1830065359477124
da0.1819371727748691
hr0.1819371727748691
hu0.1819371727748691
is0.17218543046357618
pl0.1677762982689747
cs0.14383561643835618
de0.12831241283124128
sl0.11095305832147938
tl0.10714285714285714
sk0.10329985652797705
be0.10071942446043164
et0.09156976744186046
uk0.09156976744186046
reliabletrue
passestrue
11
name"Hunter"
dialogue"Great. Shaking your head and pointing at the trees. Very helpful."
detectedLang"en"
heavyLang"en"
scores
en0.8208263069139966
tl0.7303299492385786
no0.49644549763033174
nl0.46941323345817726
da0.43633952254641906
fr0.375
ms0.3675595238095238
ro0.36377245508982037
sv0.3501529051987768
yo0.3264659270998415
et0.30668841761827076
de0.2735042735042735
is0.25569176882662
it0.2517605633802817
pt0.24511545293072823
ca0.1904761904761905
fi0.18893129770992365
pl0.17794970986460348
lt0.16829745596868884
sq0.1550695825049702
hr0.1361788617886179
reliabletrue
passestrue
12
name"Hunter"
dialogue"Hunter here. What? Another one? Down at the docks?"
detectedLang"en"
heavyLang"en"
scores
en0.8254799301919721
tl0.637243047158404
da0.5792426367461431
no0.5215311004784688
sq0.441340782122905
fr0.3333333333333333
sv0.33035714285714285
nl0.3288590604026846
ms0.3135011441647597
yo0.2628992628992629
es0.25
de0.22680412371134018
hr0.2248062015503876
pl0.2248062015503876
it0.17355371900826447
pt0.17355371900826447
ca0.16434540389972147
ro0.16434540389972147
sl0.16434540389972147
tr0.16434540389972147
reliabletrue
passestrue
13
name"Isabella"
dialogue"È... è un'altra persona? Chi è al telefono?"
detectedLang"it"
heavyLang"it"
scores
it0.7955390334572491
ca0.7233400402414487
es0.6372031662269129
ro0.5542949756888168
da0.5053956834532374
sq0.5027124773960217
lv0.5009074410163339
nl0.492619926199262
eu0.48308270676691734
ms0.47718631178707227
sv0.4318181818181818
lt0.4294605809128631
tr0.4270833333333333
no0.4258872651356994
yo0.4222689075630252
de0.41737288135593226
hu0.41737288135593226
pt0.4123931623931624
az0.40860215053763443
cs0.40860215053763443
et0.40604751619870405
hr0.40217391304347827
fr0.34210526315789475
en0.3373493975903614
sl0.3276283618581907
tl0.3276283618581907
vi0.32598039215686275
sk0.3226600985221675
pl0.314214463840399
is0.1863905325443787
fi0.17664670658682635
reliabletrue
passestrue
14
name"Hunter"
dialogue"Hold tight, I'm on my way. Look, miss—stay here. Don't go wandering off with that camera. I'm gonna find someone from the high school who actually took foreign language classes to translate this."
detectedLang"en"
heavyLang"en"
scores
en0.8106646058732613
tl0.6296856106408706
da0.4367816091954023
nl0.42107750472589794
no0.4194312796208531
fr0.38256048387096775
ro0.3629745189807592
de0.35356200527704484
ca0.3110236220472441
yo0.3031854379977247
pl0.2852975495915986
it0.28236672524897477
ms0.2755765819041987
cs0.26426426426426425
sk0.26382211538461536
es0.2629362214199759
pt0.25441265976871574
et0.2512224938875306
hr0.21825143586470963
sv0.21373555840821568
fi0.17785234899328858
sq0.16949152542372883
lt0.16038382453735436
lv0.13366336633663367
sl0.12811387900355872
is0.1256245538900785
eu0.10583941605839417
vi0.06702208682406702
hi0.0641711229946524
tr0.04891304347826087
az0.045950155763239874
reliabletrue
passestrue
15
name"Isabella"
dialogue"Aspetti! Non mi lasci qui da sola! Ho paura!"
detectedLang"it"
heavyLang"it"
scores
it0.8006644518272426
fr0.5652173913043478
ca0.5468277945619335
tr0.4545454545454546
ro0.4263862332695985
es0.42528735632183906
sl0.4174757281553398
eu0.4129158512720157
no0.39999999999999997
pt0.3963782696177062
hr0.3951612903225807
sk0.39148073022312374
cs0.38524590163934425
en0.35344827586206895
yo0.35205183585313177
pl0.3197278911564626
az0.26108374384236455
da0.23076923076923078
fi0.2248062015503876
hu0.22077922077922074
de0.21465968586387435
ms0.21052631578947367
is0.20424403183023873
sq0.19137466307277629
tl0.17355371900826447
vi0.17355371900826447
reliabletrue
passestrue
16
name"Hunter"
dialogue"Duty calls. Keep your doors locked tonight."
detectedLang"en"
heavyLang"en"
scores
en0.7623163353500432
de0.560702875399361
tl0.5080500894454383
nl0.32598039215686275
sv0.26666666666666666
es0.25474254742547425
ca0.24242424242424243
ms0.22096317280453256
da0.21203438395415475
fr0.21203438395415475
no0.21203438395415475
yo0.21203438395415475
reliabletrue
passestrue