Run: 2026-05-10-01KR90A9BMCZDD4S3BR82QYCHP

Run Details

Model:
Gemma 4 31B
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
1m 9s
Cost:
$0.000285
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="Maria"> Maria is a 30-year old college student on a study abroad program. Born in Spain, she is fluent in Spanish 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 Spanish, 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: Maria 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 Spanish, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Maria and Hunter as a voice sheet: Maria: "..." Hunter: "..."

Model response

AI
Hunter: "Excuse me. Miss? I’m Detective Hunter. I noticed you were near the town square yesterday afternoon. Did you see anything unusual around the clock tower?" Maria: "¿Perdone? No entiendo... ¿Quién es usted?" Hunter: "Look, I don't suppose you speak English? I'm investigating the disappearance of a local. I just need to know if you saw anyone suspicious." Maria: (Shaking, gesturing wildly with her hands) "¡Vi algo! Vi a un hombre arrastrando algo pesado hacia el bosque. ¡Fue horrible! Estaba muy asustada, por eso no dije nada al principio." Hunter: (Frowning, leaning in) "Slow down. I have no idea what you're saying. Is that... Spanish? Do you have a translator app on that phone of yours?" Maria: (Tearfully, pointing to her camera) "¡Aquí! ¡Tengo las fotos! Pero no sé cómo explicárselo... ¡el hombre era muy alto, llevaba una máscara!" Hunter: (Sighing, rubbing his temples) "I can tell you're upset, and I can tell you're trying to tell me something important, but we are speaking two different languages here. Just... hold onto that camera. Don't delete anything." Maria: "¡Por favor, ayúdeme! ¡Tengo miedo de que regrese!" Hunter: "I wish I knew what 'ayúdeme' meant, but my Spanish starts and ends with 'taco'. Just stay right here. I'll find someone who—" (Hunter's phone rings loudly; he checks the screen and his expression hardens) Hunter: "Dammit. I have to go. I just got a lead on the north side. Stay put, don't leave the cafe, and keep that camera safe. I'll be back with a translator." Maria: "¿A dónde va? ¡No me deje sola! ¡Es peligroso!" Hunter: "I'm sorry, kid. I'll be back. Stay put."
created_at"2026-05-10T13:13:07.708Z" 5/10/2026, 1:13:07 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency686
moderation_latency(null)
generation_time68713
tokens_prompt317
tokens_completion444
native_tokens_prompt314
native_tokens_completion445
native_tokens_completion_images(null)
native_tokens_reasoning0
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)
usage0.0002853
router(null)
provider_responses
0
endpoint_id"576fca5b-f09c-4bda-b560-9989c39ac3ab"
id"oiXn9Yu-zfFMX-9f99330f463f83d5"
is_byokfalse
latency686
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-1778418787-TcLTyUkXw4SRMkz6PfFc"
session_id(null)
api_type"completions"
id"gen-1778418787-nPRTozuULA2p3E5RerOn"
upstream_id"oiXn9Yu-zfFMX-9f99330f463f83d5"
total_cost0.0002853
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. Miss? I’m Detective Hunter. I noticed you were near the town square yesterday afternoon. Did you see anything unusual around the clock tower?"
detectedLang"en"
heavyLang"en"
scores
en0.7910135841170324
tl0.6181748759068347
it0.4165694282380397
sq0.3796526054590571
no0.3654822335025381
pt0.3540051679586563
es0.3429697766097241
fr0.3368700265251989
ro0.3311036789297659
da0.324780553679946
nl0.3112947658402204
et0.3021632937892533
ca0.2737835875090778
ms0.2732558139534884
sv0.26090169992609014
cs0.20318725099601595
sk0.18166939443535188
sl0.17627677100494232
hr0.17081260364842457
yo0.1624790619765494
lv0.1539763113367174
de0.14675767918088736
tr0.11426040744021257
pl0.11190053285968028
fi0.06976744186046512
be0.06542056074766354
hu0.06279287722586692
az0.059266227657572904
is0.059266227657572904
lt0.059266227657572904
uk0.059266227657572904
vi0.059266227657572904
reliabletrue
passestrue
1
name"Maria"
dialogue"¿Perdone? No entiendo... ¿Quién es usted?"
detectedLang"es"
heavyLang"es"
scores
es0.8063380281690141
ca0.6248294679399727
pt0.6148459383753502
en0.5258620689655172
it0.5089285714285715
lv0.47718631178707227
fr0.46911196911196906
no0.38752783964365256
lt0.3861607142857143
de0.34210526315789475
eu0.32598039215686275
hu0.27055702917771884
ms0.27055702917771884
hr0.26861702127659576
da0.25271739130434784
fi0.2486338797814208
sk0.2486338797814208
tr0.24242424242424243
tl0.22535211267605632
et0.21875
nl0.21875
pl0.21428571428571427
sq0.207492795389049
reliabletrue
passestrue
2
name"Hunter"
dialogue"Look, I don't suppose you speak English? I'm investigating the disappearance of a local. I just need to know if you saw anyone suspicious."
detectedLang"en"
heavyLang"en"
scores
en0.8118335772527703
tl0.6375352396294804
fr0.5194874532835024
no0.5076586433260394
ro0.4991652754590985
sv0.4788650839606253
nl0.47643979057591623
pt0.46714031971580816
it0.4597839135654262
ca0.4548758328285887
da0.44649446494464945
hr0.43820224719101125
cs0.41672067401166557
ms0.41444372153545866
yo0.40867279894875164
es0.39759036144578314
sk0.3710691823899371
et0.3553008595988539
de0.3529834651329979
sq0.3387215282880235
sl0.30769230769230765
lt0.29411764705882354
pl0.2890995260663507
is0.2885375494071147
lv0.2653061224489796
hu0.2568125516102395
az0.21807124239791487
tr0.14040114613180515
vi0.1287512100677638
fi0.11937377690802348
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
3
name"Maria"
dialogue"¡Vi algo! Vi a un hombre arrastrando algo pesado hacia el bosque. ¡Fue horrible! Estaba muy asustada, por eso no dije nada al principio."
detectedLang"es"
heavyLang"es"
scores
es0.793719917487967
pt0.6627950543274634
ca0.6143958868894601
it0.5914661824784385
fr0.4860079954311822
ro0.4809688581314879
en0.42122186495176844
no0.39839572192513373
sv0.3943472409152086
eu0.3873383253914227
tl0.3767313019390581
da0.3617021276595745
lv0.35437589670014347
sq0.34593023255813954
sk0.33184855233853006
et0.28514694201747415
ms0.265905383360522
yo0.2653061224489796
nl0.26350245499181674
hu0.23793395427603725
hr0.23208191126279862
cs0.22413793103448276
pl0.21671018276762402
tr0.2112182296231376
sl0.20071047957371224
lt0.1906474820143885
de0.18256130790190736
is0.16123019571295433
vi0.15887850467289721
az0.1287512100677638
fi0.06542056074766354
reliabletrue
passestrue
4
name"Hunter"
dialogue"Slow down. I have no idea what you're saying. Is that... Spanish? Do you have a translator app on that phone of yours?"
detectedLang"en"
heavyLang"en"
scores
en0.8142250530785563
tl0.56575682382134
hr0.4942196531791907
pl0.4890510948905109
ca0.4852941176470589
nl0.47761194029850745
da0.4728915662650602
no0.46564885496183206
yo0.4582043343653251
cs0.453978159126365
pt0.45098039215686275
sk0.4457640538400633
de0.44
sq0.44
fr0.4363929146537842
ro0.40170940170940167
vi0.3991416309012875
hu0.3902439024390244
es0.38217122683142096
sv0.3642143505903724
et0.36363636363636365
tr0.36247723132969034
it0.3536472760849492
lv0.3210475266731329
sl0.32038834951456313
is0.31305201177625125
ms0.27083333333333337
fi0.23329682365826945
lt0.2324561403508772
az0.21524663677130043
eu0.16367980884109917
hi0.10714285714285714
be0.09090909090909091
uk0.08256880733944955
reliabletrue
passestrue
5
name"Maria"
dialogue"¡Aquí! ¡Tengo las fotos! Pero no sé cómo explicárselo... ¡el hombre era muy alto, llevaba una máscara!"
detectedLang"es"
heavyLang"es"
scores
es0.79060723900688
ca0.6753246753246753
it0.5138888888888888
pt0.44089456869009586
tl0.4210090984284532
hu0.40119760479041916
ro0.3991416309012875
en0.325626204238921
ms0.3170731707317073
fr0.29149797570850206
sk0.28789420142421157
lv0.27461139896373055
is0.2497320471596999
de0.2265193370165746
nl0.2265193370165746
eu0.221357063403782
hr0.1935483870967742
tr0.18414918414918416
no0.1822429906542056
lt0.16963226571767495
pl0.1606714628297362
sv0.1566265060240964
yo0.10941475826972011
cs0.08735332464146023
sl0.08735332464146023
et0.08256880733944955
sq0.08256880733944955
az0.077733860342556
da0.077733860342556
reliabletrue
passestrue
6
name"Hunter"
dialogue"I can tell you're upset, and I can tell you're trying to tell me something important, but we are speaking two different languages here. Just... hold onto that camera. Don't delete anything."
detectedLang"en"
heavyLang"en"
scores
en0.8095238095238095
tl0.5772482705611068
ro0.5147772386413763
fr0.4791666666666667
ca0.4729276473406804
no0.4510978043912176
it0.4216614090431125
nl0.41050375133976424
da0.39890710382513656
sq0.38167509836987074
es0.3552168815943728
sv0.3239090350338045
pt0.3184634448574969
lt0.2907801418439716
pl0.2796332678454486
et0.2729676140118969
ms0.27055702917771884
yo0.2597577388963661
de0.25474254742547425
sl0.23980649619903247
hr0.22807017543859648
tr0.21540656205420827
cs0.2137240886347391
sk0.19531821506949523
lv0.18397626112759644
is0.16540212443095598
fi0.140625
hu0.12070343725019984
az0.11290322580645161
eu0.06621392190152801
be0.05982905982905983
uk0.05417024935511608
vi0.05417024935511608
reliabletrue
passestrue
7
name"Maria"
dialogue"¡Por favor, ayúdeme! ¡Tengo miedo de que regrese!"
detectedLang"es"
heavyLang"es"
scores
es0.7630331753554502
pt0.6682464454976302
ca0.5783132530120482
fr0.5619524405506884
it0.47447447447447455
ro0.45987654320987653
sq0.42434210526315785
nl0.38380281690140844
tr0.34701492537313433
da0.3445692883895131
eu0.3408662900188324
sv0.3383742911153119
hu0.3320610687022901
no0.3320610687022901
ms0.32038834951456313
sk0.32038834951456313
en0.27835051546391754
is0.2391304347826087
yo0.21171171171171171
cs0.2009132420091324
lv0.18032786885245902
tl0.1764705882352941
de0.1606714628297362
sl0.1566265060240964
az0.15254237288135594
reliabletrue
passestrue
8
name"Hunter"
dialogue"I wish I knew what 'ayúdeme' meant, but my Spanish starts and ends with 'taco'. Just stay right here. I'll find someone who—"
detectedLang"en"
heavyLang"en"
scores
en0.7836746466685895
tl0.4762569832402235
da0.4186046511627907
sv0.3466898954703833
fr0.34612031386224934
no0.3356953055801594
cs0.3237150586113616
sk0.30102516309412863
sq0.2951127819548872
ca0.2937853107344633
pl0.2829827915869981
yo0.25742574257425743
de0.2401215805471125
ro0.2401215805471125
nl0.23155737704918034
et0.2299794661190965
hr0.2219917012448133
it0.1883116883116883
tr0.17400881057268722
is0.16666666666666666
lv0.15824915824915825
hu0.15540540540540537
lt0.13990825688073394
es0.09420289855072464
ms0.09420289855072464
pt0.09420289855072464
sl0.09420289855072464
be0.08536585365853659
az0.07749077490774908
uk0.07749077490774908
vi0.07749077490774908
reliabletrue
passestrue
9
name"Hunter"
dialogue"Dammit. I have to go. I just got a lead on the north side. Stay put, don't leave the cafe, and keep that camera safe. I'll be back with a translator."
detectedLang"en"
heavyLang"en"
scores
en0.8113410952996981
tl0.6114564831261101
yo0.48102016607354686
da0.4641763625229639
no0.44899244332493704
hr0.44585180493983534
sv0.4455006337135614
pl0.44267515923566875
ca0.41744340878828234
ro0.38510189739985945
cs0.364560639070443
et0.364560639070443
sk0.3504083147735709
it0.34505988023952094
fr0.3445692883895131
sq0.33001531393568145
lt0.328472755180353
ms0.31959564541213065
es0.31048069345941687
pt0.29549114331723025
nl0.29149797570850206
hu0.279835390946502
sl0.2744610281923715
lv0.2690058479532163
de0.2378048780487805
vi0.20164233576642335
fi0.1957720588235294
tr0.1935483870967742
az0.17994376757263356
is0.1362290227048371
eu0.13537549407114624
hi0.08759124087591241
be0.07407407407407407
uk0.06716417910447761
reliabletrue
passestrue
10
name"Maria"
dialogue"¿A dónde va? ¡No me deje sola! ¡Es peligroso!"
detectedLang"es"
heavyLang"es"
scores
es0.7830802603036876
ca0.6916752312435765
it0.653179190751445
pt0.5967741935483871
en0.5207667731629393
lv0.5169082125603864
fr0.5098039215686274
ro0.4791666666666667
hu0.46236559139784944
no0.46236559139784944
tl0.4545454545454546
fi0.44029850746268656
ms0.42748091603053434
sk0.42418426103646834
sq0.4230769230769231
hr0.4152046783625731
de0.4117647058823529
pl0.375
sl0.3723849372384937
lt0.36575052854122625
tr0.3548387096774194
et0.34497816593886466
nl0.33920704845814975
cs0.3055555555555556
yo0.2840095465393795
is0.2
da0.1935483870967742
az0.1891891891891892
eu0.1891891891891892
vi0.1891891891891892
sv0.17355371900826447
reliabletrue
passestrue
11
name"Hunter"
dialogue"I'm sorry, kid. I'll be back. Stay put."
detectedLang"en"
heavyLang"en"
scores
en0.7580645161290323
tl0.47058823529411764
hr0.3571428571428572
hu0.34210526315789475
lt0.33234421364985167
yo0.3283582089552239
it0.30769230769230765
pt0.30769230769230765
reliabletrue
passestrue