Run: 2026-05-10-01KR8ZSVRS2YH27R1NMAWRBV84

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
1m 15s
Cost:
$0.000461
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="Melanie"> Melanie is a 30-year old college student on a study abroad program. Born in Germany, she is fluent in German 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 German, 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: Melanie 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 German, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Melanie and Hunter as a voice sheet: Melanie: "..." Hunter: "..."

Model response

AI
Hunter: "Excuse me. You're the exchange student, right? I'm Detective Hunter. I'm investigating the disappearance of a local girl from the apple orchards. You were out taking photos yesterday—did you see anything unusual?" Melanie: "Oh Gott... ja, ich habe etwas gesehen. Es war schrecklich. Ich weiß nicht, wie ich es beschreiben soll, aber es war so schnell." Hunter: "I’m sorry, I don’t speak German. English? Do you know any English at all?" Melanie: "Ich verstehe Sie nicht. Bitte, ich bin so aufgeschreckt... ich zittere immer noch. Ich glaube, ich habe ein Foto gemacht, aber ich bin mir nicht sicher, ob man etwas erkennt." Hunter: "Look, I can tell you're upset, but I need a 'yes' or 'no.' Did you see something? Just nod your head." Melanie: "Ja! Ja, ich habe sie gesehen! Sie war dort, und dann war plötzlich dieser Schatten... es war kein Mensch, das kann es nicht gewesen sein!" Hunter: "Right. You're nodding, so that's a yes. Now, can you show me on the camera? Just scroll through the pictures." Melanie: "Ich möchte es Ihnen zeigen, aber ich habe Angst. Was, wenn dieses Ding zurückkommt? Ich fühle mich hier nicht sicher." Hunter: "I have no idea what you're saying, but you're gesturing wildly at the door. Just stay calm. I'm a cop, you're safe. Now, the camera—" (Hunter's phone rings loudly; he answers it abruptly) Hunter: "Hunter here. What? Another one? Near the town square? I'm on my way." Hunter: (To Melanie) "Stay right here. Don't move. I'll be back with someone who actually speaks your language."
created_at"2026-05-10T13:04:09.504Z" 5/10/2026, 1:04:09 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency278
moderation_latency(null)
generation_time75273
tokens_prompt319
tokens_completion1059
native_tokens_prompt303
native_tokens_completion1110
native_tokens_completion_images(null)
native_tokens_reasoning650
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)
usage0.00046119
router(null)
provider_responses
0
endpoint_id"4149ab03-3b69-45a0-b94c-6c253b8641a1"
id"chatcmpl-RI3ENbNuTb4FiyGEQGNiWaaE"
is_byokfalse
latency91
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-1778418249-AfBTEEpwf3crvFSBPejY"
session_id(null)
api_type"completions"
id"gen-1778418249-StIhQkF9xJwvvnDhsyeu"
upstream_id"chatcmpl-RI3ENbNuTb4FiyGEQGNiWaaE"
total_cost0.00046119
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 a local girl from the apple orchards. You were out taking photos yesterday—did you see anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.7889809699201964
tl0.6328437917222964
fr0.585843373493976
nl0.5481432796582321
de0.48015122873345933
no0.4783763277693475
pt0.47619047619047616
es0.4469026548672566
ro0.44399514759401537
it0.4325216673545192
sq0.40527681660899656
da0.39719421306444547
ca0.38368444643657557
sv0.3553680262541022
et0.3383060635226179
ms0.3344627299128751
sl0.31181181181181183
cs0.31112224448897796
sk0.2770767613038907
hr0.2740232312565998
yo0.255549539794261
is0.2133867276887872
lt0.20657818811309867
pl0.2019733023795705
tr0.1863905325443787
lv0.16968599033816426
fi0.16767554479418886
az0.16056166056166057
hu0.13522012578616352
hi0.05303030303030303
eu0.04844290657439446
vi0.04844290657439446
reliabletrue
passestrue
1
name"Melanie"
dialogue"Oh Gott... ja, ich habe etwas gesehen. Es war schrecklich. Ich weiß nicht, wie ich es beschreiben soll, aber es war so schnell."
detectedLang"de"
heavyLang"de"
scores
de0.8357870894677236
nl0.5047814207650273
sk0.3022136669874879
pl0.27354709418837675
ca0.2609582059123343
fi0.2494824016563147
lv0.24479166666666666
en0.2432150313152401
sl0.24163179916317992
sv0.24163179916317992
es0.23684210526315788
yo0.2170626349892009
hu0.21281216069489683
no0.186307519640853
et0.1751990898748578
eu0.13690476190476192
is0.12439613526570048
cs0.12121212121212122
vi0.12014563106796115
lt0.11151960784313725
tl0.1082410824108241
da0.09937888198757763
sq0.09375000000000001
reliabletrue
passestrue
2
name"Hunter"
dialogue"I’m sorry, I don’t speak German. English? Do you know any English at all?"
detectedLang"en"
heavyLang"en"
scores
en0.8145255759468958
tl0.7001262626262625
no0.49360341151385934
sq0.45276497695852536
da0.4483159117305459
it0.4385342789598109
ca0.42771084337349397
sv0.4256348246674728
hr0.41066997518610426
ro0.40476190476190477
cs0.3994943109987357
pl0.36155913978494625
pt0.35020519835841313
de0.3155619596541787
sk0.3004418262150221
vi0.26810477657935283
yo0.2578125
et0.24121405750798725
ms0.23014586709886548
tr0.22764227642276424
az0.21875
sl0.20168067226890754
nl0.1410488245931284
be0.12844036697247707
es0.12844036697247707
hu0.12361623616236161
is0.1171003717472119
lt0.1171003717472119
lv0.1171003717472119
uk0.1171003717472119
reliabletrue
passestrue
3
name"Melanie"
dialogue"Ich verstehe Sie nicht. Bitte, ich bin so aufgeschreckt... ich zittere immer noch. Ich glaube, ich habe ein Foto gemacht, aber ich bin mir nicht sicher, ob man etwas erkennt."
detectedLang"de"
heavyLang"de"
scores
de0.8305860805860806
nl0.6116708648194794
no0.4477611940298507
da0.41157760814249367
en0.3562978427279054
sl0.33501078360891445
it0.3306801736613603
sv0.30241327300150833
sk0.24796747967479676
pl0.23868312757201646
is0.22916666666666666
tl0.21742808798646363
tr0.2141036533559898
fr0.2018981880931838
ro0.18717047451669597
ca0.1726296958855098
et0.1567912488605287
lt0.156021897810219
lv0.156021897810219
ms0.15215398716773604
cs0.14667896678966788
hr0.14667896678966788
yo0.11988582302568983
es0.11652340019102196
pt0.11652340019102196
vi0.0966796875
eu0.07960199004975126
hu0.07221664994984955
az0.059959349593495935
sq0.059959349593495935
reliabletrue
passestrue
4
name"Hunter"
dialogue"Look, I can tell you're upset, but I need a 'yes' or 'no.' Did you see something? Just nod your head."
detectedLang"en"
heavyLang"en"
scores
en0.7913043478260869
tl0.51651893634166
et0.5102040816326531
ca0.4163424124513619
cs0.3442622950819672
sv0.33554817275747506
fr0.3204983012457531
hr0.29494712103407755
it0.2857142857142857
pl0.2779783393501805
ro0.2762364294330519
tr0.27184466019417475
hu0.2709599027946537
ms0.2673992673992674
pt0.2665036674816626
no0.26380368098159507
da0.2601726263871763
az0.25925925925925924
es0.25925925925925924
sq0.2555831265508685
yo0.2555831265508685
sk0.2518703241895262
fi0.21875
lt0.19463087248322147
is0.18699186991869918
lv0.18144611186903137
vi0.18144611186903137
sl0.13043478260869565
be0.1044776119402985
eu0.1044776119402985
nl0.1044776119402985
de0.10044977511244377
uk0.09502262443438914
reliabletrue
passestrue
5
name"Melanie"
dialogue"Ja! Ja, ich habe sie gesehen! Sie war dort, und dann war plötzlich dieser Schatten... es war kein Mensch, das kann es nicht gewesen sein!"
detectedLang"de"
heavyLang"de"
scores
de0.8470141380037983
nl0.49582753824756604
no0.3287037037037037
da0.3249534450651769
fi0.32369402985074625
sv0.32369402985074625
lv0.2974806201550388
pl0.2974806201550388
ca0.2609582059123343
pt0.25641025641025644
es0.24163179916317992
hu0.22872340425531915
sk0.2229367631296892
en0.21790722761596548
is0.17707150964812712
et0.1751990898748578
sl0.1733181299885975
sq0.16857798165137614
tr0.16857798165137614
eu0.13690476190476192
fr0.13381123058542413
cs0.12121212121212122
lt0.11151960784313725
it0.103831891223733
ms0.10161090458488227
tl0.09375000000000001
yo0.09375000000000001
reliabletrue
passestrue
6
name"Hunter"
dialogue"Right. You're nodding, so that's a yes. Now, can you show me on the camera? Just scroll through the pictures."
detectedLang"en"
heavyLang"en"
scores
en0.8044692737430168
tl0.6230479267635972
ca0.5135510771369006
fr0.5128740431454419
no0.48755490483162517
nl0.4514106583072101
et0.42244224422442245
yo0.4171523730224813
sv0.4042553191489362
ro0.3907745865970409
de0.3676603432700994
ms0.3630573248407643
sq0.36247723132969034
sk0.3536472760849492
da0.35064935064935066
it0.34148635936030103
es0.3223620522749274
sl0.3197278911564626
pt0.3034825870646766
fi0.29149797570850206
cs0.2893401015228426
hr0.2222222222222222
pl0.2125984251968504
vi0.19447640966628307
hu0.1822429906542056
tr0.18032786885245902
lv0.17936694021101993
az0.17355371900826447
is0.17355371900826447
hi0.10714285714285714
lt0.10485933503836317
eu0.09090909090909091
reliabletrue
passestrue
7
name"Melanie"
dialogue"Ich möchte es Ihnen zeigen, aber ich habe Angst. Was, wenn dieses Ding zurückkommt? Ich fühle mich hier nicht sicher."
detectedLang"de"
heavyLang"de"
scores
de0.835675430643699
nl0.5488487865588052
es0.3068833652007648
tl0.2728184553660983
ca0.2494824016563147
en0.24242424242424243
lv0.21875
sv0.21790722761596548
fr0.20242024202420242
no0.1935483870967742
da0.17048054919908467
sk0.14605418138987042
pl0.13690476190476192
hu0.12333736396614269
cs0.12121212121212122
pt0.11907654921020656
lt0.11151960784313725
yo0.10714285714285714
et0.09261576971214018
it0.0903387703889586
reliabletrue
passestrue
8
name"Hunter"
dialogue"I have no idea what you're saying, but you're gesturing wildly at the door. Just stay calm. I'm a cop, you're safe. Now, the camera—"
detectedLang"en"
heavyLang"en"
scores
en0.7932663910218547
ca0.5558375634517766
tl0.5504174694926139
da0.5111731843575419
nl0.5024875621890548
no0.4931209268645909
sv0.451840250587314
it0.44620253164556967
ro0.44267515923566875
es0.4331983805668016
fr0.3854258121158911
de0.3613138686131387
ms0.35304990757855825
pt0.3451824134705332
sq0.34024505183788883
hr0.3346007604562738
tr0.32367149758454106
yo0.3089832181638697
pl0.30417495029821073
is0.2964824120603015
sk0.2950654582074521
lv0.2738589211618257
cs0.25293489861259333
et0.2456896551724138
hu0.24160346695557963
lt0.17159763313609466
az0.15966386554621848
vi0.15966386554621848
sl0.11392405063291139
be0.09090909090909091
eu0.09090909090909091
fi0.08256880733944955
uk0.08256880733944955
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter here. What? Another one? Near the town square? I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8275862068965517
tl0.5979899497487438
pl0.39668174962292607
fr0.3930197268588771
it0.3911719939117199
da0.3730407523510972
sq0.37205651491365777
yo0.3127147766323024
hr0.30434782608695654
no0.3019197207678883
cs0.28698752228163993
sk0.28698752228163993
ca0.2831541218637993
et0.2779783393501805
ro0.2766726943942134
fi0.2727272727272727
sv0.27007299270072993
nl0.2687385740402194
ms0.25512104283054005
es0.2
de0.18032786885245902
hi0.17355371900826447
pt0.13606911447084233
sl0.12854030501089325
tr0.12854030501089325
reliabletrue
passestrue
10
name"Hunter"
dialogue"Stay right here. Don't move. I'll be back with someone who actually speaks your language."
detectedLang"en"
heavyLang"en"
scores
en0.8214840111766533
tl0.560061208875287
ro0.3282710280373832
yo0.3004866180048662
ms0.29706601466992666
fr0.28836633663366334
et0.27398989898989895
es0.2374005305039788
lt0.23333333333333334
no0.22402159244264505
da0.21875
de0.21875
nl0.21875
pt0.21875
hu0.16907514450867053
ca0.16180758017492713
sq0.14814814814814814
is0.1274658573596358
eu0.11944869831546708
reliabletrue
passestrue