Run: 2026-05-10-01KR8Z4F9092WVSYXZWZ86839E

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
2m 10s
Cost:
$0.000685
Provider:
Together

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 from last night. Were you near the town square around ten o'clock?" Melanie: "Oh Gott... ja, ich war dort. Es war so schrecklich. Ich habe etwas gesehen, aber ich glaube nicht, dass ich es ganz verstehe. Es war so dunkel!" Hunter: "I'm sorry, what? Do you speak English? Just a little bit?" Melanie: "Ich... ich verstehe Sie nicht. Sprechen Sie Deutsch? Bitte, ich bin so aufgeregt. Ich habe ein Foto gemacht, aber ich weiß nicht, ob es hilft!" Hunter: "Look, I don't know what you're saying. I'm a detective. Police. *Polizei*? Does that word work? I just need to know what you saw." Melanie: "Ja, Polizei! Genau! Schauen Sie hier auf meine Kamera! Hier, sehen Sie diesen Schatten? Da war jemand! Er sah aus, als würde er weggezogen werden! Ich hatte solche Angst, ich konnte nicht schreien!" Hunter: (Leaning in to look at the camera screen) "I can't make heads or tails of this. Is that a person or just a smudge on the lens? Look, just nod if you saw someone being taken. Yes or no?" Melanie: "Warum schauen Sie mich so an? Ich versuche Ihnen zu helfen! Es war kein Smudge, es war ein Mensch! Warum verstehen Sie mich nicht? Ist die Person noch verschwunden?" Hunter: (Sighing, rubbing his forehead) "This is going to be a long afternoon. I need to find someone who speaks German. Just... stay right here. Don't leave the cafe, okay?" Melanie: "Was? Wohin soll ich gehen? Bitte, gehen Sie nicht einfach weg! Wir müssen das Foto prüfen!" Hunter: (Phone rings; he answers abruptly) "Hunter here. What? Another one? Near the orchards? I'm on my way." Hunter: (To Melanie) "Listen, I have to go. Stay put. I'll be back with a translator."
created_at"2026-05-10T12:52:28.587Z" 5/10/2026, 12:52:28 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency458
moderation_latency(null)
generation_time129629
tokens_prompt319
tokens_completion1181
native_tokens_prompt315
native_tokens_completion1244
native_tokens_completion_images(null)
native_tokens_reasoning720
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)
usage0.000685
router(null)
provider_responses
0
endpoint_id"9d4644e9-a5e5-41f4-b810-d75f484d2c24"
is_byokfalse
latency17
model_permaslug"google/gemma-4-31b-it-20260402"
provider_name"Parasail"
status429
1
endpoint_id"576fca5b-f09c-4bda-b560-9989c39ac3ab"
id"oiXfo5t-zfFMX-9f9914cee695ffec"
is_byokfalse
latency268
model_permaslug"google/gemma-4-31b-it-20260402"
provider_name"Together"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1778417548-NhO2po0KkfuJzK6wtYIK"
session_id(null)
api_type"completions"
id"gen-1778417548-mOHHfQ9afG8nNRZWOBCp"
upstream_id"oiXfo5t-zfFMX-9f9914cee695ffec"
total_cost0.000685
cache_discount(null)
upstream_inference_cost0
provider_name"Together"
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 from last night. Were you near the town square around ten o'clock?"
detectedLang"en"
heavyLang"en"
scores
en0.7955316177937363
tl0.6469169824319668
fr0.5415921288014311
nl0.5357789855072463
it0.4791666666666667
no0.4773074961754207
ro0.4544970729111229
da0.4254484304932735
de0.41992076966610076
sq0.4037230948225713
pt0.3984741784037559
cs0.36453812771233723
sv0.3492063492063492
es0.32432432432432434
ms0.3157543391188251
ca0.3134628265237776
sl0.31069266980497645
sk0.29310344827586204
hr0.2842178770949721
et0.26575931232091693
lt0.2211246200607903
pl0.1935483870967742
yo0.18972332015810278
az0.15845648604269294
tr0.12914188615123195
lv0.12017167381974249
is0.11865864144453997
fi0.11561691113028472
hu0.0544280442804428
reliabletrue
passestrue
1
name"Melanie"
dialogue"Oh Gott... ja, ich war dort. Es war so schrecklich. Ich habe etwas gesehen, aber ich glaube nicht, dass ich es ganz verstehe. Es war so dunkel!"
detectedLang"de"
heavyLang"de"
scores
de0.8339441136051304
nl0.4444444444444444
ca0.3028846153846154
sk0.3022136669874879
en0.2899118511263467
fi0.2494824016563147
lv0.24479166666666666
sl0.24163179916317992
no0.23924449108079748
sv0.22625400213447172
es0.22459893048128343
yo0.2170626349892009
pl0.21195652173913043
hu0.1935483870967742
is0.18994413407821228
lt0.1881298992161254
da0.17800453514739228
et0.1751990898748578
sq0.1559953434225844
eu0.13690476190476192
cs0.12121212121212122
vi0.12014563106796115
tl0.1082410824108241
it0.0903387703889586
fr0.0799492385786802
pt0.0799492385786802
az0.07525510204081631
ro0.07525510204081631
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, what? Do you speak English? Just a little bit?"
detectedLang"en"
heavyLang"en"
scores
en0.8076923076923077
tl0.5454545454545454
hr0.5148771021992239
pt0.5136186770428015
sv0.5104438642297651
cs0.4777158774373259
sk0.4113029827315541
pl0.3980738362760835
no0.38825448613376834
it0.375
da0.3697478991596639
ca0.36224489795918363
ro0.36006825938566556
sl0.358974358974359
yo0.3444055944055944
fr0.3397887323943662
sq0.33510638297872336
vi0.32553956834532377
et0.3055555555555556
hu0.2937853107344633
de0.2704280155642024
ms0.2647058823529412
es0.26035502958579887
lt0.17943107221006563
tr0.17035398230088497
is0.16666666666666666
az0.15730337078651685
eu0.15730337078651685
lv0.15730337078651685
nl0.15730337078651685
fi0.14383561643835618
reliabletrue
passestrue
3
name"Melanie"
dialogue"Ich... ich verstehe Sie nicht. Sprechen Sie Deutsch? Bitte, ich bin so aufgeregt. Ich habe ein Foto gemacht, aber ich weiß nicht, ob es hilft!"
detectedLang"de"
heavyLang"de"
scores
de0.8314851054577082
nl0.5107323232323233
no0.43677325581395343
sl0.3873517786561265
da0.33074265975820377
sk0.32550043516100957
ca0.3201754385964912
pl0.27230046948356806
it0.2647058823529412
es0.25766283524904215
lt0.24975798644724106
en0.24019607843137253
is0.22422422422422422
ro0.20267489711934156
lv0.19102296450939457
hu0.1833508956796628
et0.18162618796198524
ms0.17640807651434642
sv0.17553191489361702
cs0.1702355460385439
fr0.15115005476451257
hr0.14928649835345773
yo0.13984461709211987
pt0.13600891861761427
vi0.11327231121281463
tl0.10196987253765932
tr0.10196987253765932
az0.07074340527577938
sq0.07074340527577938
reliabletrue
passestrue
4
name"Hunter"
dialogue"Look, I don't know what you're saying. I'm a detective. Police. Polizei? Does that word work? I just need to know what you saw."
detectedLang"en"
heavyLang"en"
scores
en0.8224151539068666
tl0.598692033293698
ro0.5286312849162011
cs0.5090909090909091
ca0.471830985915493
hr0.47141738449490994
it0.4617224880382775
no0.4220890410958904
sk0.42109777015437394
da0.4201030927835051
fr0.4115082824760244
sv0.40476190476190477
et0.40318302387267907
pl0.4021257750221435
sl0.3946188340807175
es0.36320754716981135
sq0.36079545454545453
pt0.36018957345971564
lv0.33758586849852795
de0.33693516699410614
yo0.33693516699410614
lt0.33234421364985167
tr0.3209255533199195
hu0.30626927029804724
ms0.266304347826087
nl0.2606790799561884
az0.23556058890147225
eu0.19547079856972585
fi0.17883211678832117
is0.16974169741697415
vi0.1646039603960396
be0.09395973154362416
uk0.08536585365853659
reliabletrue
passestrue
5
name"Melanie"
dialogue"Ja, Polizei! Genau! Schauen Sie hier auf meine Kamera! Hier, sehen Sie diesen Schatten? Da war jemand! Er sah aus, als würde er weggezogen werden! Ich hatte solche Angst, ich konnte nicht schreien!"
detectedLang"de"
heavyLang"de"
scores
de0.8234615938896095
nl0.638109305760709
no0.5182854895792371
da0.5040485829959515
sv0.38565697091273826
it0.3098591549295775
tr0.29394812680115273
ms0.2869615832363213
ca0.28404441846873174
pl0.27213309566250743
en0.2677824267782427
sl0.2620481927710843
fi0.2602657004830918
fr0.255771567436209
ro0.24800491098833638
sk0.22858942065491183
et0.21474358974358973
eu0.21373555840821568
es0.20711974110032363
tl0.19035029742233975
hr0.1876657824933687
lv0.1838774150566289
cs0.17950435365036838
is0.16666666666666666
yo0.16267942583732056
sq0.1574965612104539
pt0.13793103448275862
hu0.1330502476999292
az0.1287339971550498
lt0.06631097560975609
vi0.04891304347826087
reliabletrue
passestrue
6
name"Hunter"
dialogue"I can't make heads or tails of this. Is that a person or just a smudge on the lens? Look, just nod if you saw someone being taken. Yes or no?"
detectedLang"en"
heavyLang"en"
scores
en0.812473210458637
tl0.5651093439363817
no0.4880046811000585
sv0.45652173913043476
nl0.44933920704845814
ca0.43548387096774194
fr0.4254760341431385
yo0.41510695187165775
is0.38639551192145866
sk0.36594202898550726
hr0.36317321688500726
pt0.36084733382030676
de0.33962264150943394
cs0.33912386706948644
pl0.33912386706948644
et0.33510638297872336
hu0.3346007604562738
da0.3330792682926829
es0.3320610687022901
sq0.3305279265493497
it0.3180046765393608
lv0.27924217462932455
ms0.2732558139534884
ro0.26346801346801346
tr0.25658453695836875
lt0.19871794871794873
fi0.1957720588235294
az0.17994376757263356
sl0.1610738255033557
vi0.13194444444444445
hi0.08759124087591241
be0.07407407407407407
eu0.07407407407407407
uk0.06716417910447761
reliabletrue
passestrue
7
name"Melanie"
dialogue"Warum schauen Sie mich so an? Ich versuche Ihnen zu helfen! Es war kein Smudge, es war ein Mensch! Warum verstehen Sie mich nicht? Ist die Person noch verschwunden?"
detectedLang"de"
heavyLang"de"
scores
de0.8310193642674462
nl0.5061398825413774
en0.42653440793552383
no0.369031377899045
es0.3330930064888248
tr0.3163340724316335
tl0.30241327300150833
pl0.3008314436885865
da0.2862654320987654
fr0.27564604541895066
hu0.2693522906793049
sv0.26177174780526735
yo0.24979724249797244
ca0.24242424242424243
is0.23805601317957167
sk0.23805601317957167
sq0.2367986798679868
pt0.23553719008264462
lt0.20600858369098712
ro0.20600858369098712
eu0.19143356643356643
vi0.18358340688437777
lv0.17410714285714285
ms0.1537053979871912
it0.14746543778801846
cs0.14667896678966788
sl0.1403345724907063
az0.1131351869606903
hi0.10281280310378274
fi0.08687068114511352
et0.059959349593495935
hr0.059959349593495935
reliabletrue
passestrue
8
name"Hunter"
dialogue"This is going to be a long afternoon. I need to find someone who speaks German. Just... stay right here. Don't leave the cafe, okay?"
detectedLang"en"
heavyLang"en"
scores
en0.8174778761061947
tl0.6058289536550406
yo0.47751741608613046
da0.44630872483221473
no0.4128113879003558
et0.38016528925619836
hu0.37452615617892343
sq0.35496481626270526
sv0.35344827586206895
ca0.34523809523809523
sk0.3319838056680162
nl0.321546052631579
ro0.32098765432098764
cs0.30846605196982396
hr0.30788590604026844
pl0.30730478589420657
lt0.30438448566610454
fr0.30203045685279184
es0.30143945808636746
it0.2819843342036553
pt0.26273458445040215
lv0.23611111111111113
vi0.2194891201513718
is0.21800947867298578
tr0.20825335892514396
de0.207492795389049
ms0.20366795366795365
sl0.20366795366795365
az0.19747081712062256
be0.0782122905027933
eu0.0782122905027933
fi0.07094594594594594
uk0.07094594594594594
reliabletrue
passestrue
9
name"Melanie"
dialogue"Was? Wohin soll ich gehen? Bitte, gehen Sie nicht einfach weg! Wir müssen das Foto prüfen!"
detectedLang"de"
heavyLang"de"
scores
de0.8302469135802469
nl0.5901639344262295
pl0.34523809523809523
et0.3309002433090025
no0.32598039215686275
da0.311639549436796
pt0.29032258064516125
sk0.26568758344459276
cs0.22425952045133993
en0.21428571428571427
it0.2005813953488372
az0.18154761904761904
is0.1791044776119403
eu0.1729323308270677
sv0.15384615384615385
tr0.14596273291925466
fi0.13793103448275862
yo0.13657770800627944
sl0.12280701754385964
lv0.10277324632952692
ro0.10277324632952692
ca0.09688013136288999
es0.09688013136288999
hr0.09688013136288999
reliabletrue
passestrue
10
name"Hunter"
dialogue"Hunter here. What? Another one? Near the orchards? I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8141263940520446
tl0.6003996003996004
fr0.4666666666666667
da0.43899018232819076
pl0.39668174962292607
no0.38271604938271603
sq0.37205651491365777
yo0.3127147766323024
hr0.30434782608695654
de0.2895204262877442
cs0.28698752228163993
sk0.28698752228163993
ca0.2831541218637993
et0.2779783393501805
fi0.2727272727272727
sv0.27007299270072993
nl0.2687385740402194
ms0.25512104283054005
es0.2
hi0.17355371900826447
it0.13606911447084233
pt0.13606911447084233
ro0.12854030501089325
sl0.12854030501089325
tr0.12854030501089325
reliabletrue
passestrue
11
name"Hunter"
dialogue"Listen, I have to go. Stay put. I'll be back with a translator."
detectedLang"en"
heavyLang"en"
scores
en0.8029556650246306
da0.6545768566493955
hr0.6333638863428047
tl0.629286376274328
pl0.6289424860853432
no0.6101364522417154
yo0.5698924731182796
cs0.550561797752809
sv0.5485327313769752
sk0.5327102803738317
ro0.5310668229777257
lt0.5169082125603864
hu0.5121951219512195
sq0.5098039215686274
lv0.504950495049505
sl0.4936708860759494
de0.49174078780177893
it0.47506561679790027
ca0.465954606141522
pt0.46236559139784944
nl0.441340782122905
tr0.4091580502215657
es0.40476190476190477
ms0.394856278366112
fr0.3939393939393939
eu0.38837920489296635
fi0.38556067588325654
et0.38080495356037153
vi0.355877616747182
is0.34210526315789475
az0.32432432432432434
be0.14893617021276595
uk0.13606911447084233
reliabletrue
passestrue