Run: 2026-05-10-01KR8ZQMT9B7AKPYAS5WAA2P17

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
41.4s
Cost:
$0.000496
Provider:
DeepInfra

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
Hunter: "Excuse me. You're the exchange student, right? I'm Detective Hunter. I'm investigating the disappearance of the Miller girl. Were you out by the north ridge yesterday afternoon?" Marie: "Oh mon Dieu... oui! J'ai vu quelque chose! Quelqu'un l'a emmenée, je le sais! C'était tellement rapide, j'ai eu peur de bouger!" Hunter: "I’m sorry, what? Look, I don’t speak French. English. Do you speak any English?" Marie: "Je ne comprends pas ce que vous dites! S'il vous plaît, écoutez-moi! C'était horrible! J'ai vu un homme, un homme avec un masque!" Hunter: "Right. No English. Listen, I've got a situation here and you're the only witness in the area. Did you see a silver sedan? Yes or no?" Marie: "Pourquoi me regardez-vous comme ça? Aidez-moi! Regardez mon appareil photo, j'ai peut-être pris une photo sans le vouloir!" Hunter: "Is that your camera? You took pictures? Just... give it here. Let me see the screen." Marie: "Non! Je ne peux pas! J'ai peur qu'il revienne si je donne des preuves à un étranger! Qui êtes-vous vraiment?" Hunter: "I’m a cop, lady. See the badge? I'm trying to help, but we are speaking two different languages here. Just stay put, alright? Don't leave the cafe." Marie: "Je ne comprends rien! Pourquoi partez-vous? Je vous supplie, je suis terrifiée!" Hunter: (Phone rings) "Damn it. I have to take this. Stay right here. Don't move."
created_at"2026-05-10T13:02:56.852Z" 5/10/2026, 1:02:56 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency637
moderation_latency(null)
generation_time41274
tokens_prompt316
tokens_completion1095
native_tokens_prompt299
native_tokens_completion1204
native_tokens_completion_images(null)
native_tokens_reasoning724
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)
usage0.00049639
router(null)
provider_responses
0
endpoint_id"4149ab03-3b69-45a0-b94c-6c253b8641a1"
id"chatcmpl-RJgaljbTCl3oxFgMbYkV6Yhy"
is_byokfalse
latency67
model_permaslug"google/gemma-4-31b-it-20260402"
provider_name"DeepInfra"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1778418176-Ozvv1BniT9rrzSGypeWp"
session_id(null)
api_type"completions"
id"gen-1778418176-UTNIWYDWW2Nx1i10MA5A"
upstream_id"chatcmpl-RJgaljbTCl3oxFgMbYkV6Yhy"
total_cost0.00049639
cache_discount(null)
upstream_inference_cost0
provider_name"DeepInfra"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Hunter"
dialogue"Excuse me. You're the exchange student, right? I'm Detective Hunter. I'm investigating the disappearance of the Miller girl. Were you out by the north ridge yesterday afternoon?"
detectedLang"en"
heavyLang"en"
scores
en0.789167916041979
tl0.6536330049261083
no0.5546318289786223
fr0.5532168387609213
nl0.5472837022132797
da0.5061457418788411
de0.47282099343955014
pt0.42777212614445576
it0.4186046511627907
ro0.40318302387267907
es0.3967828418230563
sq0.3815283122594832
sv0.37569367369589346
ca0.36512415349887134
cs0.3553008595988539
sk0.32351172579675286
ms0.2959949937421777
sl0.29111531190926276
hr0.26566579634464754
et0.2584047462096243
yo0.2388362652232747
tr0.2214532871972318
is0.21875
az0.20042643923240938
pl0.1847826086956522
fi0.15667166416791606
lt0.14837244511733536
hu0.11626080125687353
lv0.11067193675889328
reliabletrue
passestrue
1
name"Marie"
dialogue"Oh mon Dieu... oui! J'ai vu quelque chose! Quelqu'un l'a emmenée, je le sais! C'était tellement rapide, j'ai eu peur de bouger!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7895844292477643
nl0.477124183006536
en0.47643979057591623
ro0.42363112391930835
da0.3670886075949367
yo0.355877616747182
hu0.3464052287581699
it0.34047815333882936
de0.3220338983050847
pt0.32088285229202035
sl0.31093884582256676
cs0.3097497842968076
sk0.3025283347863993
es0.3006993006993007
ca0.2988606485539001
hr0.27862939585211904
no0.2779783393501805
sv0.23954372623574144
tr0.1935483870967742
tl0.1683991683991684
pl0.1649269311064718
sq0.13978494623655913
az0.13606911447084233
et0.0990990990990991
hi0.0888382687927107
fi0.08151549942594719
eu0.08045977011494253
ms0.07300115874855156
reliabletrue
passestrue
2
name"Hunter"
dialogue"I’m sorry, what? Look, I don’t speak French. English. Do you speak any English?"
detectedLang"en"
heavyLang"en"
scores
en0.8152709359605912
tl0.6411483253588517
pt0.4367959949937422
hr0.4238156209987196
cs0.412532637075718
it0.3935309973045822
ca0.37586685159500693
pl0.37413073713490963
sq0.3580599144079886
no0.3353028064992614
da0.31921331316187596
sv0.3181818181818182
sk0.3119266055045872
vi0.27884615384615385
yo0.2682926829268293
ro0.2647058823529412
sl0.21052631578947367
es0.17883211678832117
de0.13793103448275862
ms0.13793103448275862
be0.1346153846153846
tr0.1346153846153846
hu0.12959381044487428
az0.12280701754385964
et0.12280701754385964
is0.12280701754385964
lt0.12280701754385964
lv0.12280701754385964
uk0.12280701754385964
reliabletrue
passestrue
3
name"Marie"
dialogue"Je ne comprends pas ce que vous dites! S'il vous plaît, écoutez-moi! C'était horrible! J'ai vu un homme, un homme avec un masque!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.80285855101035
ca0.5572772551189817
es0.47229551451187335
it0.3957703927492447
ro0.3850883935434281
en0.33829611248966085
pt0.313893653516295
lt0.3103448275862069
nl0.2779783393501805
sl0.27338782924613986
hr0.26199261992619927
lv0.2523364485981308
yo0.2516370439663237
tl0.23371647509578544
et0.23298178331735378
sq0.22928709055876687
ms0.2263056092843327
cs0.22254616132167152
de0.22254616132167152
eu0.18450560652395515
fi0.17184265010351968
sk0.15343915343915343
da0.12087912087912088
tr0.10514541387024609
no0.10414333706606943
pl0.10213243546576879
hu0.09297052154195011
reliabletrue
passestrue
4
name"Hunter"
dialogue"Right. No English. Listen, I've got a situation here and you're the only witness in the area. Did you see a silver sedan? Yes or no?"
detectedLang"en"
heavyLang"en"
scores
en0.8017348203221809
tl0.5932892730045755
sv0.5705850778314546
de0.521244763614602
no0.5070856438693777
da0.5
fr0.47299077733860345
es0.4576271186440678
nl0.4478951000690131
ro0.44751381215469616
it0.44173063503140264
hr0.43622269203664554
pt0.43422913719943423
yo0.42028985507246375
cs0.3798449612403101
sl0.3635640413683373
ms0.3610223642172524
lv0.3532740501212611
sk0.3464052287581699
sq0.3174061433447099
ca0.30313588850174217
fi0.293909973521624
pl0.2926613616268789
et0.2779783393501805
hu0.2277992277992278
tr0.2248062015503876
eu0.1894630192502533
az0.16142557651991615
lt0.15700737618545837
is0.15343915343915343
zh0.08779931584948689
vi0.08045977011494253
reliabletrue
passestrue
5
name"Marie"
dialogue"Pourquoi me regardez-vous comme ça? Aidez-moi! Regardez mon appareil photo, j'ai peut-être pris une photo sans le vouloir!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8175626368280223
en0.42263279445727486
it0.4038155802861685
es0.3321460373998219
nl0.3231046931407942
da0.2725509214354995
no0.258160237388724
tl0.25521350546176763
sl0.21465968586387435
ro0.20042643923240938
et0.18655097613882862
pt0.1812227074235808
hi0.1712707182320442
sq0.1648106904231626
yo0.13990825688073394
eu0.12689173457508732
hu0.11556603773584906
cs0.10501193317422433
ms0.10071942446043164
sv0.09310761789600969
fi0.09090909090909091
ca0.08980582524271845
reliabletrue
passestrue
6
name"Hunter"
dialogue"Is that your camera? You took pictures? Just... give it here. Let me see the screen."
detectedLang"en"
heavyLang"en"
scores
en0.8180494905385736
tl0.6254681647940075
nl0.5327102803738317
et0.48186528497409326
fr0.46638207043756674
sq0.4517543859649123
da0.4131455399061033
ca0.4110718492343934
sv0.4004796163069544
no0.3997599039615846
ms0.3842364532019704
ro0.38271604938271603
yo0.37733499377334995
es0.3556701030927836
it0.32249322493224936
sl0.2784992784992785
cs0.2753623188405797
lv0.25261584454409564
fi0.24127465857359634
hu0.23547400611620795
de0.22360248447204967
is0.15540540540540537
pt0.14965986394557826
reliabletrue
passestrue
7
name"Marie"
dialogue"Non! Je ne peux pas! J'ai peur qu'il revienne si je donne des preuves à un étranger! Qui êtes-vous vraiment?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8259052924791086
ca0.5926127104834329
it0.5876855415063221
ro0.45255474452554745
sq0.43566591422121903
yo0.43396226415094336
de0.43138741470811215
sl0.4261667941851569
hr0.4038155802861685
sk0.38974776240846215
no0.3832236842105263
cs0.3540051679586563
pt0.34782608695652173
nl0.34268185801928136
lv0.33745583038869253
en0.3333333333333333
lt0.3150684931506849
es0.3087557603686636
sv0.3049119555143651
tl0.2877492877492877
da0.2870722433460076
hu0.24318869828456105
eu0.19181034482758622
fi0.1758241758241758
pl0.17400881057268722
tr0.11137440758293839
ms0.10071942446043164
az0.07749077490774908
reliabletrue
passestrue
8
name"Hunter"
dialogue"I’m a cop, lady. See the badge? I'm trying to help, but we are speaking two different languages here. Just stay put, alright? Don't leave the cafe."
detectedLang"en"
heavyLang"en"
scores
en0.8034753827058337
tl0.5986480777355302
fr0.46145124716553293
ro0.40289126335637965
nl0.39567430025445294
no0.391025641025641
ca0.37335092348284965
yo0.3448275862068966
da0.34392265193370164
de0.31899641577060933
hr0.30808448652585574
et0.3030080704328687
pl0.2994100294985251
lt0.29577464788732394
cs0.2554858934169279
sk0.2549019607843137
ms0.24901185770750986
sv0.24841772151898736
sq0.24782264449722882
it0.24722662440570525
sl0.2238562091503268
lv0.21161825726141079
is0.19491525423728812
pt0.181739879414298
es0.1703056768558952
hu0.1410488245931284
eu0.13479052823315119
tr0.07497565725413825
az0.06862745098039216
vi0.06862745098039216
fi0.06219151036525173
reliabletrue
passestrue
9
name"Marie"
dialogue"Je ne comprends rien! Pourquoi partez-vous? Je vous supplie, je suis terrifiée!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.800531914893617
en0.5557749259624877
it0.5472837022132797
ca0.4972067039106145
nl0.49037372593431483
ro0.46236559139784944
es0.4538834951456311
sl0.4498777506112469
hr0.43820224719101125
tl0.4230769230769231
de0.39999999999999997
cs0.3935309973045822
pt0.39271255060728744
lt0.3767313019390581
sq0.3626062322946175
yo0.33035714285714285
pl0.3283582089552239
da0.3181818181818182
sv0.3181818181818182
hu0.3161094224924012
sk0.3161094224924012
no0.3150684931506849
lv0.27999999999999997
tr0.26350245499181674
fi0.24623115577889448
az0.24114671163575044
et0.22813036020583194
eu0.15094339622641512
ms0.1346153846153846
reliabletrue
passestrue
10
name"Hunter"
dialogue"Damn it. I have to take this. Stay right here. Don't move."
detectedLang"en"
heavyLang"en"
scores
en0.8293515358361775
tl0.6384297520661157
da0.5700245700245701
yo0.5165745856353591
no0.48377581120943947
sq0.47761194029850745
lv0.4363929146537842
pl0.42716857610474634
hr0.42148760330578516
cs0.40273037542662116
sk0.36823104693140796
sl0.36247723132969034
lt0.3230174081237911
ca0.2827868852459016
sv0.2827868852459016
it0.24731182795698922
ro0.20454545454545453
de0.17452830188679244
fr0.17452830188679244
be0.16666666666666666
tr0.16666666666666666
hu0.1606714628297362
az0.15254237288135594
et0.15254237288135594
is0.15254237288135594
uk0.15254237288135594
vi0.15254237288135594
reliabletrue
passestrue