Run: 2026-09-10-01M25DEB16CESDT47TZZAGPFF3

Run Details

Model:
DeepSeek V4.1 Flash (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
21.8s
Cost:
$0.002532
Provider:
DeepSeek

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
Marie: "Je ne comprends pas... Non, pas encore. J'étais au verger hier. J'ai vu un homme—il a forcé une femme dans une camionnette. J'ai pris des photos. Il m'a vue. Il sait." Hunter: "Excuse me, ma'am. Detective Hunter. I'm asking folks about the disappearances. Have you seen anything unusual lately?" Marie: "Je ne parle pas anglais. Mais écoutez-moi! L'homme avait une veste verte. La femme criait. C'est sur mon appareil—regardez!" Hunter: "Uh... ma'am? I don't understand. Do you speak English?" Marie: "Oui! Là! Sur l'écran. La camionnette. La plaque. Vous voyez? C'est lui!" Hunter: "I'm sorry. I don't... I don't know what you're saying. Is that a camera? You want me to look?" Marie: "Il va revenir. Il a dit qu'il reviendrait. Vous devez le croire! Aidez-moi!" Hunter: "Okay. I see a picture. An orchard. A truck. That's... something. But I need context. I need words I can understand." Marie: "Oui! Aidez-moi! Arrêtez-le avant qu'il ne soit trop tard!" Hunter: "Ma'am, please. Calm down. Are you in trouble? Do you need help?" Marie: "Attendez! Monsieur! Ne partez pas! S'il vous plaît!" Hunter: "I can't—I don't—Hold on. Hunter. ... Yeah. ... I'm on my way. ... No, I'll deal with it. Stay here. I'll be back. Don't leave." Marie: "Il va tuer quelqu'un! Vous ne comprenez pas!" Hunter: "I'm sorry. I have to go."
created_at"2026-09-10T10:22:32.493Z" 9/10/2026, 10:22:32 AM
model"deepseek/deepseek-v4.1-flash-20260910"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency868
moderation_latency(null)
generation_time21744
tokens_prompt303
tokens_completion4203
native_tokens_prompt289
native_tokens_completion4147
native_tokens_completion_images(null)
native_tokens_reasoning3739
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(null)
usage0.00253155
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.20.0; linux; x64))"
http_referer(null)
request_id"req-1789035752-yc5C4BKHttsuiAk0uaKt"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1789035752-fWIatSAYll3DAW9Y96nH"
upstream_id"6e96e2e5-49da-4dd9-9682-83d714bf9777"
provider_responses
0
endpoint_id"fd104bc8-535a-4d31-a847-a8e402e86a02"
id"6e96e2e5-49da-4dd9-9682-83d714bf9777"
is_byokfalse
latency332
model_permaslug"deepseek/deepseek-v4.1-flash-20260910"
provider_name"DeepSeek"
status200
total_cost0.00253155
cache_discount(null)
upstream_inference_cost0
provider_name"DeepSeek"
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"Marie"
dialogue"Je ne comprends pas... Non, pas encore. J'étais au verger hier. J'ai vu un homme—il a forcé une femme dans une camionnette. J'ai pris des photos. Il m'a vue. Il sait."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8134328358208955
it0.5687796463993101
ca0.5231282784930854
en0.48586118251928023
ro0.4594594594594595
de0.45593035908596297
nl0.45085118066996155
es0.4331065759637188
da0.42594718714121704
pt0.3898718730933496
lt0.36386768447837153
no0.34554973821989526
lv0.3390614672835426
sq0.3342210386151798
tr0.331997327989312
fi0.2907801418439716
hr0.28366762177650434
tl0.28212491026561376
sl0.2810927390366643
yo0.2795389048991354
cs0.2652461425422484
hu0.2630803242446574
sk0.21568627450980393
az0.2069785884218874
et0.18962722852512154
sv0.17627677100494232
pl0.1638795986622074
eu0.13569576490924803
ms0.1281604184829991
hi0.07149489322191271
is0.06976744186046512
vi0.06542056074766354
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. Detective Hunter. I'm asking folks about the disappearances. Have you seen anything unusual lately?"
detectedLang"en"
heavyLang"en"
scores
en0.7677364864864865
fr0.4978697504564821
tl0.47817836812144215
pt0.43298969072164945
nl0.43259972489683635
sq0.40217391304347827
no0.39338235294117646
da0.37688821752265855
ms0.3648960739030023
es0.35090479937057434
it0.32817589576547235
ca0.32098765432098764
sv0.3176178660049628
de0.28447528187337384
ro0.2737676056338028
sl0.20596727622714148
et0.19512195121951217
fi0.15644171779141106
cs0.15384615384615385
yo0.11480686695278969
sk0.08637873754152825
hi0.08435072142064373
pl0.08435072142064373
lv0.08231368186874304
is0.07924107142857142
hr0.07511210762331838
tr0.0667420814479638
reliabletrue
passestrue
2
name"Marie"
dialogue"Je ne parle pas anglais. Mais écoutez-moi! L'homme avait une veste verte. La femme criait. C'est sur mon appareil—regardez!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7984322508398656
it0.5197438633938101
ca0.454214675560946
ro0.4437577255871446
nl0.44064636420136727
es0.4392523364485981
no0.4353826850690088
sl0.42196531791907516
da0.399599733155437
lt0.39759036144578314
pt0.37586685159500693
sq0.371946964410328
de0.3186979560938683
en0.3176648976497347
hr0.3119266055045872
cs0.29245283018867924
sk0.2879746835443038
tl0.25434962717481363
et0.2430613961312027
lv0.2214532871972318
yo0.22077922077922074
fi0.2194275802254987
hu0.20704845814977973
pl0.14933837429111532
tr0.1452991452991453
ms0.14040114613180515
eu0.10536779324055667
is0.08814589665653494
vi0.08536585365853659
hi0.07975460122699386
az0.07216494845360825
sv0.06152241918665276
reliabletrue
passestrue
3
name"Hunter"
dialogue"Uh... ma'am? I don't understand. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.7747747747747747
no0.5828698553948832
da0.5772266065388951
sv0.5288944723618091
cs0.5161290322580645
pl0.4806094182825485
hr0.4688385269121813
tl0.4627507163323783
sk0.438622754491018
de0.4140625
sq0.4009584664536741
ro0.3862520458265139
nl0.3218806509945751
vi0.3169398907103825
yo0.3055555555555556
pt0.2937853107344633
ca0.2690058479532163
is0.267578125
sl0.24242424242424243
it0.23469387755102045
ms0.1610738255033557
be0.15730337078651685
tr0.15730337078651685
hu0.1515837104072398
az0.14383561643835618
et0.14383561643835618
lt0.14383561643835618
lv0.14383561643835618
uk0.14383561643835618
reliabletrue
passestrue
4
name"Marie"
dialogue"Oui! Là! Sur l'écran. La camionnette. La plaque. Vous voyez? C'est lui!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8096192384769538
it0.5167853509664293
es0.4762954796030871
ro0.4318181818181818
ca0.3493150684931507
vi0.3365921787709497
tl0.33473389355742295
no0.30758017492711365
da0.2770167427701674
pt0.2759146341463415
yo0.27480916030534347
tr0.24722662440570525
hu0.20033670033670034
de0.15630550621669628
fi0.15630550621669628
nl0.14721723518850988
sq0.1410488245931284
reliabletrue
passestrue
5
name"Hunter"
dialogue"I'm sorry. I don't... I don't know what you're saying. Is that a camera? You want me to look?"
detectedLang"en"
heavyLang"en"
scores
en0.8178807947019868
tl0.5546558704453441
it0.5124113475177305
nl0.48550046772684746
yo0.4570582428430405
cs0.44779116465863456
no0.4300518134715026
ro0.4130202774813233
hu0.4066882416396979
ca0.40604751619870405
hr0.40021810250817885
pl0.39956331877729256
sq0.39159292035398224
sk0.3778280542986425
es0.377123442808607
pt0.3735763097949886
da0.36416184971098264
sl0.35217903415783275
fr0.3405275779376499
sv0.33973589435774315
lv0.3167701863354037
lt0.311639549436796
tr0.3099121706398996
is0.2948717948717949
et0.28664072632944226
ms0.28478543563068925
de0.20174165457184323
fi0.2005813953488372
az0.19472913616398244
vi0.19472913616398244
be0.11290322580645161
eu0.11290322580645161
uk0.10277324632952692
reliabletrue
passestrue
6
name"Marie"
dialogue"Il va revenir. Il a dit qu'il reviendrait. Vous devez le croire! Aidez-moi!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8197734294541709
es0.5970836531082119
ro0.5853080568720379
ca0.580335731414868
it0.5353982300884956
pt0.48122529644268774
en0.43790149892933616
sl0.4061085972850679
az0.35185185185185186
nl0.34210526315789475
hr0.3346007604562738
tr0.33375634517766495
hu0.32605905006418484
yo0.31462140992167104
tl0.2981283422459893
eu0.25426136363636365
da0.23133235724743775
sq0.22106824925816024
no0.21524663677130043
et0.21052631578947367
sv0.20933734939759033
cs0.2009132420091324
sk0.1984732824427481
pl0.16666666666666666
lt0.13509060955518945
is0.125
lv0.11764705882352942
vi0.11764705882352942
de0.11317567567567569
fi0.10714285714285714
ms0.10714285714285714
reliabletrue
passestrue
7
name"Hunter"
dialogue"Okay. I see a picture. An orchard. A truck. That's... something. But I need context. I need words I can understand."
detectedLang"en"
heavyLang"en"
scores
en0.8004910988336402
tl0.6207701283547258
de0.5262390670553936
fr0.5083207261724659
ca0.49139280125195617
ro0.4787489975942261
no0.4745351657235246
nl0.46369636963696376
da0.4406196213425129
it0.4117647058823529
et0.40092165898617516
sv0.3879472693032015
sq0.3670886075949367
yo0.36336924583741426
pt0.3493493493493494
hr0.3414387031408308
es0.3394308943089431
cs0.3305870236869207
pl0.3222106360792492
ms0.3150684931506849
tr0.31216931216931215
sk0.3092454835281615
vi0.2713004484304933
hu0.2554410080183276
is0.2459396751740139
az0.24418604651162787
eu0.2111650485436893
sl0.2073170731707317
lt0.18238993710691823
lv0.1698595146871009
be0.09722222222222222
fi0.08835904628330996
uk0.08835904628330996
reliabletrue
passestrue
8
name"Marie"
dialogue"Oui! Aidez-moi! Arrêtez-le avant qu'il ne soit trop tard!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7997997997997998
ro0.4805194805194805
ca0.477124183006536
it0.4421199442119944
hu0.4326241134751773
es0.4074074074074074
sl0.3798449612403101
sq0.3150684931506849
tr0.2907801418439716
pt0.2805755395683453
yo0.23371647509578544
hr0.2202729044834308
lt0.2172211350293542
eu0.21414538310412573
lv0.2047713717693837
fi0.18032786885245902
cs0.17012448132780084
en0.15966386554621848
no0.15966386554621848
et0.14893617021276595
sv0.14893617021276595
reliabletrue
passestrue
9
name"Hunter"
dialogue"Ma'am, please. Calm down. Are you in trouble? Do you need help?"
detectedLang"en"
heavyLang"en"
scores
en0.7975708502024291
ro0.527027027027027
tl0.4992846924177396
sl0.43910256410256415
nl0.4006849315068493
pl0.3934142114384749
cs0.3761140819964349
fr0.36247723132969034
yo0.3217054263565891
pt0.308300395256917
de0.29577464788732394
it0.29577464788732394
et0.2842535787321063
sk0.2738589211618257
hr0.25531914893617025
sq0.2505353319057816
vi0.24078091106290672
sv0.23413566739606126
az0.1935483870967742
ms0.1764705882352941
reliabletrue
passestrue
10
name"Marie"
dialogue"Attendez! Monsieur! Ne partez pas! S'il vous plaît!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7949619214997071
ca0.6036240090600227
it0.5145631067961165
sq0.4696969696969697
lt0.44178628389154706
en0.4372990353697749
es0.4318181818181818
lv0.4176372712146422
nl0.41275167785234906
tr0.39236111111111116
no0.3783303730017762
ro0.360146252285192
sl0.35779816513761464
pt0.34210526315789475
hr0.33962264150943394
de0.3269230769230769
da0.30966469428007887
tl0.30966469428007887
ms0.3055555555555556
cs0.29292929292929293
hu0.29292929292929293
sv0.2857142857142857
et0.27835051546391754
fi0.2009132420091324
az0.18604651162790697
eu0.18604651162790697
pl0.16666666666666666
sk0.15254237288135594
yo0.14425427872860636
reliabletrue
passestrue
11
name"Hunter"
dialogue"I can't—I don't—Hold on. Hunter. ... Yeah. ... I'm on my way. ... No, I'll deal with it. Stay here. I'll be back. Don't leave."
detectedLang"en"
heavyLang"en"
scores
en0.8102466793168881
tl0.5145631067961165
ca0.4180407371483996
sq0.3871297242083759
pl0.3858751279426817
yo0.3670886075949367
da0.35691318327974275
hr0.35344827586206895
sk0.35064935064935066
no0.34782608695652173
lv0.3181818181818182
cs0.3071593533487298
it0.3006993006993007
et0.26560587515299877
tr0.26560587515299877
sv0.25742574257425743
pt0.250936329588015
hu0.23469387755102045
fr0.23175416133162616
lt0.22580645161290325
fi0.2
ro0.19893190921228304
es0.18588873812754408
ms0.18588873812754408
de0.12790697674418602
hi0.12280701754385964
be0.1044776119402985
az0.09502262443438914
is0.09502262443438914
nl0.09502262443438914
uk0.09502262443438914
vi0.09502262443438914
sl0.08952959028831564
reliabletrue
passestrue
12
name"Marie"
dialogue"Il va tuer quelqu'un! Vous ne comprenez pas!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8010610079575596
it0.6951219512195121
ca0.6681415929203539
ro0.5956873315363882
es0.5057660626029654
lt0.4897959183673469
sq0.44237918215613387
nl0.3775933609958506
tr0.3723849372384937
eu0.3197278911564626
sl0.29906542056074764
en0.29411764705882354
pt0.2890995260663507
az0.27710843373493976
hr0.2736077481840194
lv0.2555831265508685
tl0.23273657289002556
fi0.22680412371134018
ms0.21875
cs0.21465968586387435
hu0.21465968586387435
de0.20634920634920634
reliabletrue
passestrue
13
name"Hunter"
dialogue"I'm sorry. I have to go."
detectedLang"en"
heavyLang"en"
scores
en0.8068432671081677
da0.6902654867256637
pl0.6783088235294117
tl0.6601941747572816
yo0.6323529411764706
hr0.5930232558139535
no0.5920745920745921
cs0.5742092457420924
it0.5512820512820513
sk0.5382585751978892
lv0.5138888888888888
lt0.4883040935672514
ca0.44089456869009586
sv0.44089456869009586
sq0.4336569579288026
sl0.40878378378378377
pt0.36363636363636365
ro0.33962264150943394
be0.2857142857142857
tr0.2857142857142857
hu0.2768595041322314
az0.2647058823529412
et0.2647058823529412
is0.2647058823529412
uk0.2647058823529412
vi0.2647058823529412
reliabletrue
passestrue