Run: 2026-07-25-01KYCV8RVKHPPXR4M6TF8P4ZTN

Run Details

Model:
Gemini 3.6 Flash (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
12.5s
Cost:
$0.016107
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: "Mi scusi? Non capisco... Parla italiano?" Hunter: "Uh, no. English only, ma'am. Mind if I sit? I'm Detective Hunter with the local PD. I'm asking folks around the café about what happened last night near the festival grounds." Isabella: "Oh... festa? No, io... Oh, Dio... Quel momento alla festa delle mele... è stato terribile! Io ero vicino al frutteto per scattare delle foto al paesaggio, e ho visto qualcosa di orribile!" Hunter: "Whoa, slow down. I don't catch a word of that. Look, you were out by the apple orchard with that camera around eight o'clock, right?" Isabella: "Sì, la macchina fotografica! Ascolti! C'era un uomo nel buio vicino ai vecchi depositi. Ho sentito un urlo fortissimo e poi... è sparito! Qualcuno lo ha trascinato via! Guardi la mia fotocamera, ho cercato di scattare una foto, ma tremavo troppo!" Hunter: "Okay, you're shaking, so I'm guessing whatever you saw freaked you out. Did you see the missing man? 'Uomo'? Is that man?" Isabella: "Sì! L'uomo! C'era un'altra persona con lui, un'ombra alta... indossava qualcosa sul viso! Ho molta paura, signore, penso che quell'uomo sia in grave pericolo! Non capisce?" Hunter: "I really wish I knew what you were saying, lady. You're pointing at the camera screen... did you get a picture of the suspect? Let me see." Isabella: "Guardi qui! È tutto sfocato, ma si vede la sagoma! C'è qualcuno che si nasconde tra gli alberi! Alborn è un posto pericoloso, devo chiamare la mia famiglia..." Hunter: "Right, lots of words, zero clue. Hold on, let me call dispatch and see if anyone on shift speaks Italian—" *Hunter's phone rings and he answers it.* Hunter: "Hunter here. What? Another sighting down by the old mill? Are you sure? Damn it. I'm on my way." Hunter: "Look, miss, stay right here at this table. Don't touch that camera. I have to run, but I'm coming back with a translation app or an officer who knows Italian. Don't leave." Isabella: "Aspetti! Dove sta andando?! Non mi lasci qui da sola! C'è un rapitore nei paraggi, non capisce?!"
created_at"2026-07-25T14:36:04.209Z" 7/25/2026, 2:36:04 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1633
moderation_latency(null)
generation_time12106
tokens_prompt308
tokens_completion1139
native_tokens_prompt288
native_tokens_completion2090
native_tokens_completion_images0
native_tokens_reasoning1516
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"
usage0.016107
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"1MlkaqbyD-f0jrEPhp-ugA0"
is_byokfalse
latency1630
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-1784990164-ExNhVa4FT6RFVVOlEhY5"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784990164-tX1ImygYz3won2b6N4hR"
upstream_id"1MlkaqbyD-f0jrEPhp-ugA0"
total_cost0.016107
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"Mi scusi? Non capisco... Parla italiano?"
detectedLang"it"
heavyLang"it"
scores
it0.786158631415241
es0.6987951807228916
pt0.6308724832214766
fr0.5901639344262295
ca0.576271186440678
ro0.533106960950764
en0.5225694444444445
tl0.5175438596491229
tr0.5149911816578483
cs0.5009074410163339
yo0.45972495088408644
az0.45652173913043476
sl0.45
pl0.4444444444444444
sq0.4421906693711968
hr0.42105263157894735
hu0.3559718969555035
sk0.3559718969555035
de0.314214463840399
lt0.314214463840399
nl0.314214463840399
ms0.30730478589420657
no0.30730478589420657
da0.3002544529262086
sv0.3002544529262086
eu0.2403314917127072
is0.22969187675070027
et0.1863905325443787
fi0.17664670658682635
lv0.17664670658682635
reliabletrue
passestrue
1
name"Hunter"
dialogue"Uh, no. English only, ma'am. Mind if I sit? I'm Detective Hunter with the local PD. I'm asking folks around the café about what happened last night near the festival grounds."
detectedLang"en"
heavyLang"en"
scores
en0.7804449648711944
tl0.6108612936700104
no0.5008873114463177
pt0.4818056195301705
da0.4588744588744588
ca0.44416996047430835
ro0.44168734491315137
sv0.44168734491315137
fr0.43946188340807174
nl0.43438914027149317
it0.42514052120592744
es0.37534702942809545
hr0.3401759530791789
sq0.33667452830188677
de0.2937853107344633
ms0.2928975487115022
cs0.24445936870382806
et0.23728813559322032
sl0.217663421418637
sk0.19985775248933144
yo0.19239052404881551
pl0.19006479481641467
lv0.18596237337192476
hu0.1648106904231626
tr0.16169895678092397
lt0.14383561643835618
az0.13859111791730475
is0.10643367752184274
be0.058577405857740586
fi0.05303030303030303
uk0.05303030303030303
vi0.05303030303030303
reliabletrue
passestrue
2
name"Isabella"
dialogue"Oh... festa? No, io... Oh, Dio... Quel momento alla festa delle mele... è stato terribile! Io ero vicino al frutteto per scattare delle foto al paesaggio, e ho visto qualcosa di orribile!"
detectedLang"it"
heavyLang"it"
scores
it0.8027613412228797
es0.5721509140412291
pt0.5445134575569358
ca0.5414756148395165
ro0.4480682388359258
no0.44668008048289737
fr0.42975635044064275
tl0.41458222458754657
de0.4050838290968091
nl0.4028230184581976
sv0.4008714596949891
sq0.3982494529540482
sk0.39460649422124383
lt0.3919292426755114
en0.3912562257885999
sl0.3830622546270331
hr0.35672514619883045
da0.35064935064935066
yo0.3369499698613623
et0.3234932349323493
lv0.3234932349323493
pl0.3024730500951173
cs0.29032258064516125
ms0.2852501624431449
fi0.2819843342036553
is0.26174496644295303
az0.18397626112759644
tr0.16476841305998483
eu0.15902140672782875
hu0.11290322580645161
vi0.08103592314118631
reliabletrue
passestrue
3
name"Hunter"
dialogue"Whoa, slow down. I don't catch a word of that. Look, you were out by the apple orchard with that camera around eight o'clock, right?"
detectedLang"en"
heavyLang"en"
scores
en0.8067165982121285
tl0.635202918376653
fr0.4587280108254398
de0.42775393419170243
it0.41002949852507375
no0.4087213599408721
sv0.39668174962292607
nl0.38697318007662834
yo0.38461538461538464
da0.35948759007205766
cs0.3579454253611557
ro0.32603201347935973
es0.3237531699070161
ca0.3197278911564626
pl0.30374238468233244
sk0.29701230228471004
ms0.26672777268560954
sq0.26199261992619927
hr0.23882017126546146
is0.22103213242453748
hu0.2179863147605083
tr0.15522703273495247
lt0.15343915343915343
pt0.14893617021276595
az0.14255091103965703
lv0.14255091103965703
vi0.14255091103965703
et0.13606911447084233
sl0.10112359550561797
be0.08045977011494253
eu0.08045977011494253
fi0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
4
name"Isabella"
dialogue"Sì, la macchina fotografica! Ascolti! C'era un uomo nel buio vicino ai vecchi depositi. Ho sentito un urlo fortissimo e poi... è sparito! Qualcuno lo ha trascinato via! Guardi la mia fotocamera, ho cercato di scattare una foto, ma tremavo troppo!"
detectedLang"it"
heavyLang"it"
scores
it0.8004240987900711
es0.576271186440678
ca0.5476392422957308
ro0.5167623074599819
pt0.5034140285536933
fr0.4263176765865902
no0.3989481592787378
tl0.3939393939393939
sq0.3857965451055662
yo0.3762183235867446
sv0.36051159072741806
en0.3582029683112716
de0.3480032599837001
ms0.2805755395683453
lt0.270405836753306
et0.26806953339432754
pl0.2540792540792541
da0.2406264831514001
hr0.23736892278360344
nl0.23076923076923078
sk0.22667955534074433
sl0.22216820612542537
vi0.22178988326848248
cs0.21568627450980393
lv0.20595533498759305
tr0.17355371900826447
is0.16796671866874674
hu0.1493886230728336
fi0.10962715637173066
az0.10364145658263306
eu0.0498812351543943
reliabletrue
passestrue
5
name"Hunter"
dialogue"Okay, you're shaking, so I'm guessing whatever you saw freaked you out. Did you see the missing man? 'Uomo'? Is that man?"
detectedLang"en"
heavyLang"en"
scores
en0.7949574726609964
tl0.6484375
nl0.5379876796714579
no0.44168734491315137
sv0.40528634361233484
da0.3935309973045822
is0.3673851921274602
de0.36619718309859156
yo0.3433852140077821
fr0.30268595041322316
ms0.29906542056074764
et0.25824175824175827
pt0.23556058890147225
it0.21236872812135354
hu0.18576598311218334
sl0.18280871670702178
lv0.13793103448275862
sk0.1357234314980794
vi0.12790697674418602
lt0.1222366710013004
cs0.10358565737051792
fi0.10358565737051792
sq0.10358565737051792
ca0.09638554216867469
az0.08783783783783784
reliabletrue
passestrue
6
name"Isabella"
dialogue"Sì! L'uomo! C'era un'altra persona con lui, un'ombra alta... indossava qualcosa sul viso! Ho molta paura, signore, penso che quell'uomo sia in grave pericolo! Non capisce?"
detectedLang"it"
heavyLang"it"
scores
it0.7979265506940784
ca0.5683183183183182
ro0.5043103448275862
pt0.5006513243595311
es0.4698017519594283
fr0.45958646616541354
en0.38469769930444087
de0.31384248210023863
ms0.31384248210023863
sq0.3097238895558223
lv0.29577464788732394
no0.2866004962779156
sv0.28214731585518105
nl0.267515923566879
sk0.26140012845215155
da0.22973878097789682
sl0.22506738544474394
lt0.21501706484641636
tl0.20194309507286606
et0.18842625264643612
yo0.18207681365576103
cs0.16666666666666666
az0.15066469719350073
hr0.15066469719350073
eu0.13403614457831325
fi0.11809815950920245
hu0.11809815950920245
pl0.1105955143078113
is0.10714285714285714
vi0.10226385636221702
tr0.0987460815047022
reliabletrue
passestrue
7
name"Hunter"
dialogue"I really wish I knew what you were saying, lady. You're pointing at the camera screen... did you get a picture of the suspect? Let me see."
detectedLang"en"
heavyLang"en"
scores
en0.8133484162895928
tl0.6884441087613292
no0.5124113475177305
ro0.5068738792588164
it0.48662103298070936
nl0.48372966207759704
fr0.46911196911196906
da0.4503664223850766
sq0.40987124463519314
es0.40561959654178675
ca0.38661710037174724
ms0.3861607142857143
yo0.37594553706505296
cs0.3726235741444867
hr0.3614551083591331
pt0.3614551083591331
sv0.3483412322274882
de0.34575733544805715
sl0.3405275779376499
is0.3276283618581907
et0.321546052631579
pl0.32098765432098764
lt0.26273458445040215
sk0.24588665447897623
tr0.23041044776119401
hu0.21278625954198474
fi0.21203438395415475
az0.19196865817825662
lv0.19196865817825662
vi0.13883089770354906
be0.0782122905027933
eu0.0782122905027933
uk0.07094594594594594
reliabletrue
passestrue
8
name"Isabella"
dialogue"Guardi qui! È tutto sfocato, ma si vede la sagoma! C'è qualcuno che si nasconde tra gli alberi! Alborn è un posto pericoloso, devo chiamare la mia famiglia..."
detectedLang"it"
heavyLang"it"
scores
it0.7968659315147998
fr0.5251017639077341
ro0.5229441163107679
ca0.504950495049505
es0.4863013698630137
tl0.4712990936555891
pt0.44620253164556967
yo0.3383742911153119
sq0.3168510084580351
en0.30417495029821073
hr0.29006085192697767
et0.27486187845303867
no0.26212227687983136
ms0.2584745762711864
nl0.25584691708008506
sv0.2526690391459075
cs0.2505353319057816
lt0.2374727668845316
de0.22794117647058826
vi0.2227979274611399
sk0.21465968586387435
pl0.2128935532233883
sl0.21111945905334337
da0.21052631578947367
lv0.17711598746081506
fi0.16467780429594273
hu0.13934426229508196
tr0.10409556313993173
eu0.06333630686886708
az0.053201082055906214
reliabletrue
passestrue
9
name"Hunter"
dialogue"Right, lots of words, zero clue. Hold on, let me call dispatch and see if anyone on shift speaks Italian—"
detectedLang"en"
heavyLang"en"
scores
en0.7904377522508538
tl0.6142857142857143
fr0.471830985915493
et0.45255474452554745
sq0.4073748902546093
de0.40423654015887023
it0.39298561151079137
yo0.38969258589511757
nl0.3818681318681319
fi0.3471953578336557
da0.3229689067201605
no0.3229689067201605
cs0.3181818181818182
ca0.2826780021253985
sl0.28038379530916846
es0.27884615384615385
sv0.2702702702702703
pt0.26789587852494573
ro0.26789587852494573
ms0.25742574257425743
hr0.17883211678832117
sk0.1758241758241758
is0.11649214659685864
hi0.11067193675889328
pl0.11067193675889328
lt0.08536585365853659
az0.08038147138964578
tr0.08038147138964578
reliabletrue
passestrue
10
name"Hunter"
dialogue"Hunter here. What? Another sighting down by the old mill? Are you sure? Damn it. I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8182105595953209
tl0.6120107962213225
cs0.39153439153439157
nl0.39088983050847464
da0.3604004449388209
sq0.3596881959910913
sk0.34059633027522934
pl0.33831990794016115
ro0.32273262661955243
fr0.3105515587529976
yo0.3097238895558223
no0.3088942307692307
ms0.28393524283935245
sv0.28393524283935245
de0.22611036339165547
ca0.21555252387448842
hr0.21232876712328766
et0.21124828532235942
fi0.20689655172413793
it0.1843971631205674
pt0.1843971631205674
es0.14814814814814814
lv0.13010590015128592
hi0.1274658573596358
is0.11538461538461538
sl0.09305993690851734
tr0.09305993690851734
reliabletrue
passestrue
11
name"Hunter"
dialogue"Look, miss, stay right here at this table. Don't touch that camera. I have to run, but I'm coming back with a translation app or an officer who knows Italian. Don't leave."
detectedLang"en"
heavyLang"en"
scores
en0.8192276088742809
tl0.6681749622926093
fr0.5751255310930862
da0.5223621363438992
de0.48015122873345933
no0.45300845350571856
ro0.44612286002014095
yo0.43618657098923624
sv0.3823694553621561
nl0.38167509836987074
ca0.3710691823899371
es0.3707093821510297
it0.36817920735209647
sq0.35103244837758113
hr0.3369499698613623
sl0.3230769230769231
ms0.31335830212234705
tr0.3099121706398996
cs0.3064312736443884
pl0.2838541666666667
sk0.2651970607882432
lt0.25625422582826235
pt0.253224711473184
vi0.23076923076923078
lv0.22644163150492264
fi0.20232052211747645
az0.1857883049592894
eu0.17971662938105892
hu0.16855631141345426
et0.14396887159533073
is0.11147011308562196
zh0.06542056074766354
be0.05982905982905983
uk0.05417024935511608
reliabletrue
passestrue
12
name"Isabella"
dialogue"Aspetti! Dove sta andando?! Non mi lasci qui da sola! C'è un rapitore nei paraggi, non capisce?!"
detectedLang"it"
heavyLang"it"
scores
it0.8096026490066226
es0.5875179340028694
fr0.578136463683052
ro0.5759587020648967
pt0.5640636846095527
ca0.5465299684542587
en0.4801084990958409
sl0.4460500963391137
hr0.41624365482233505
lv0.4096509240246407
tl0.39727463312368977
eu0.3850267379679145
yo0.37089715536105033
no0.36393805309734517
tr0.3575418994413408
sq0.3546576879910213
lt0.3203309692671395
da0.3072289156626506
az0.2874845105328377
sk0.2776381909547738
pl0.26187419768934533
fi0.21662125340599456
is0.21124828532235942
ms0.1991643454038997
cs0.19692737430167598
de0.19692737430167598
hu0.12878787878787878
et0.11538461538461538
vi0.0987460815047022
nl0.09305993690851734
sv0.09305993690851734
reliabletrue
passestrue