Run: 2026-05-10-01KR8WHXDMXBZA9HA8BACQYPH7

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
31.0s
Cost:
$0.000665
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="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, miss? I’m Detective Hunter. I don't mean to interrupt your breakfast, but I'm investigating the disappearance of Mrs. Gable. Were you out by the north ridge this morning?" Marie: "Pardon ? Je... je ne comprends pas. Qui êtes-vous ?" Hunter: "I'm sorry, do you speak English? Look, I saw you walking back from the woods. Did you see anyone else out there? Anything unusual?" Marie: "Oh mon Dieu... vous êtes policier, n'est-ce pas ? J'ai vu quelque chose. C'était... c'était terrifiant. J'ai vu un homme, il semblait désorienté, presque comme s'il était en transe." Hunter: "I have no idea what you're saying. Slow down. Do you know Mrs. Gable? Yes? No?" Marie: "Je ne sais pas de qui vous parlez ! Mais cet homme... il a disparu dans le brouillard si rapidement. J'ai essayé de prendre une photo, mais mes mains tremblaient trop. Je suis encore sous le choc." Hunter: "Right. You're shaking. You look like you've seen a ghost. Look, I don't suppose you have a translation app on that phone of yours?" Marie: "Je ne comprends vraiment pas... Pourquoi me regardez-vous comme ça ? Je veux juste aider, mais je ne parle pas votre langue !" Hunter: "Listen, I can tell you're upset, and I can tell you saw something, but we are speaking two different languages here. Just stay put, alright? Don't leave the cafe." (Hunter's phone rings; he answers it) Hunter: "Hunter here. What? Now? Fine, I'm on my way. I'll be there in five." Hunter: (To Marie) "I have to go. Stay right here. I'm going to find someone who can actually tell me what the hell you're talking about."
created_at"2026-05-10T12:07:23.323Z" 5/10/2026, 12:07:23 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1606
moderation_latency(null)
generation_time30899
tokens_prompt316
tokens_completion1143
native_tokens_prompt311
native_tokens_completion1206
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)
usage0.0006652
router(null)
provider_responses
0
endpoint_id"576fca5b-f09c-4bda-b560-9989c39ac3ab"
id"oiXRvuR-4nba6j-9f98d2c2e3f8f7b5"
is_byokfalse
latency1393
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-1778414843-r45Ewg0yW6q6FUWYg9Yo"
session_id(null)
api_type"completions"
id"gen-1778414843-VdOiuwxVDsD5rRk2TMbp"
upstream_id"oiXRvuR-4nba6j-9f98d2c2e3f8f7b5"
total_cost0.0006652
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 don't mean to interrupt your breakfast, but I'm investigating the disappearance of Mrs. Gable. Were you out by the north ridge this morning?"
detectedLang"en"
heavyLang"en"
scores
en0.7876949740034662
tl0.6703444564047362
no0.5012214983713356
fr0.478057094162761
nl0.45628051486906346
da0.4439400817067635
it0.42080378250591016
pt0.4130330618112123
ro0.3974422036399409
cs0.39236111111111116
es0.3893320039880359
sq0.38627254509018033
sv0.38565697091273826
ca0.37050359712230213
hr0.35287902799788695
ms0.3353228431904503
de0.3331518780620577
sk0.3331518780620577
sl0.33023510114816845
is0.29190751445086704
yo0.291087962962963
pl0.2734282325029656
lt0.23197492163009403
et0.22566371681415928
lv0.2177522349936143
az0.16836388323150034
tr0.14095371669004209
hu0.10058737151248165
fi0.09860191317144959
vi0.09326424870466321
eu0.06273909716908953
be0.05405405405405406
uk0.04891304347826087
reliabletrue
passestrue
1
name"Marie"
dialogue"Pardon ? Je... je ne comprends pas. Qui êtes-vous ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8003992015968064
ca0.6108949416342413
lt0.5821727019498607
it0.5664739884393063
cs0.5230524642289348
nl0.506578947368421
sl0.5008319467554077
hr0.4863013698630137
tl0.47643979057591623
sq0.44237918215613387
en0.42084942084942084
ro0.4163424124513619
es0.40828402366863903
yo0.35205183585313177
de0.3435448577680525
sk0.3258426966292135
pt0.2890995260663507
lv0.2555831265508685
tr0.23857868020304565
pl0.23273657289002556
fi0.22680412371134018
ms0.21875
hu0.21465968586387435
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, do you speak English? Look, I saw you walking back from the woods. Did you see anyone else out there? Anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.8169755204758636
tl0.5963673057517659
sq0.38791124713083397
no0.33774834437086093
ms0.3360995850622407
pt0.33554817275747506
pl0.32716568544995794
sv0.3097497842968076
et0.29701230228471004
hr0.2926613616268789
de0.2920353982300885
cs0.2831541218637993
da0.26538108356290174
yo0.2537313432835821
it0.21182266009852216
sk0.20318725099601595
nl0.18864097363083165
vi0.17864476386036962
ro0.1683991683991684
fr0.15700737618545837
ca0.14712153518123666
is0.14346895074946467
sl0.13043478260869565
es0.08779931584948689
be0.08045977011494253
tr0.08045977011494253
hu0.07727797001153403
az0.07300115874855156
lt0.07300115874855156
lv0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
3
name"Marie"
dialogue"Oh mon Dieu... vous êtes policier, n'est-ce pas ? J'ai vu quelque chose. C'était... c'était terrifiant. J'ai vu un homme, il semblait désorienté, presque comme s'il était en transe."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8099187834802144
ca0.5219469795740982
it0.5213228894691035
nl0.4862213918729566
en0.4731800766283525
ro0.4551758296186231
es0.41768131286394916
da0.40443963183540876
no0.3820224719101124
sv0.3401319736052789
sq0.30335655478150725
et0.2966751918158568
pt0.29532351057014733
lv0.28802588996763756
de0.27344782034346105
lt0.26764314247669774
ms0.26568758344459276
fi0.2542372881355932
az0.2522093813732155
tl0.23184357541899442
tr0.23023093072078377
eu0.22644163150492264
sl0.21875
pl0.2109038737446198
sk0.207492795389049
cs0.19590643274853803
hr0.16855631141345426
yo0.13317572892040977
hu0.11147011308562196
is0.1085899513776337
vi0.07407407407407407
hi0.06621392190152801
reliabletrue
passestrue
4
name"Hunter"
dialogue"I have no idea what you're saying. Slow down. Do you know Mrs. Gable? Yes? No?"
detectedLang"en"
heavyLang"en"
scores
en0.8000888494002666
tl0.5408163265306122
ca0.5022123893805309
hr0.4444444444444444
pl0.43324937027707805
es0.4230769230769231
cs0.412532637075718
sk0.39597315436241615
pt0.3951612903225807
da0.3885869565217392
tr0.3644067796610169
sq0.3580599144079886
no0.34971098265895956
it0.3023255813953488
lv0.30124223602484473
vi0.27884615384615385
yo0.2682926829268293
sv0.23469387755102045
sl0.21052631578947367
fr0.2077464788732394
ro0.16666666666666666
ms0.14611005692599618
be0.1346153846153846
hu0.12959381044487428
az0.12280701754385964
et0.12280701754385964
is0.12280701754385964
lt0.12280701754385964
uk0.12280701754385964
reliabletrue
passestrue
5
name"Marie"
dialogue"Je ne sais pas de qui vous parlez ! Mais cet homme... il a disparu dans le brouillard si rapidement. J'ai essayé de prendre une photo, mais mes mains tremblaient trop. Je suis encore sous le choc."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8063931454934915
ca0.5447500968616815
en0.5148637489677952
ro0.5091896407685882
it0.49743370402053033
pt0.4577757268112598
es0.44470699432892247
sq0.42877977637335923
sl0.42626953125
yo0.40020418580908623
cs0.3937048503611971
sk0.3665768194070081
nl0.3621064060803475
da0.35686918445539134
no0.34210526315789475
hr0.3387732132808103
de0.3258749282845669
hu0.3239355581127733
tl0.31165787932044525
lt0.3088235294117647
tr0.29131483715319667
fi0.26424546023794615
sv0.2496807151979566
az0.24485861182519283
et0.23898963730569947
ms0.23502604166666669
pl0.21926910299003322
lv0.2140468227424749
eu0.10646387832699619
hi0.06150159744408946
is0.060000000000000005
vi0.05622489959839357
reliabletrue
passestrue
6
name"Hunter"
dialogue"Right. You're shaking. You look like you've seen a ghost. Look, I don't suppose you have a translation app on that phone of yours?"
detectedLang"en"
heavyLang"en"
scores
en0.8109194043961239
tl0.6326905417814509
fr0.5943204868154158
da0.5171997585998793
no0.50186799501868
de0.49206349206349204
nl0.4554118447923758
yo0.4440583738707436
sv0.43302622253720763
cs0.35948759007205766
ca0.358974358974359
hr0.33444259567387685
pl0.32489451476793246
it0.3191489361702128
vi0.30675909878682844
sq0.30313588850174217
sk0.2982456140350877
et0.2976294995610184
ro0.2805755395683453
is0.27140255009107467
fi0.2694063926940639
pt0.26672777268560954
tr0.25925925925925924
hu0.2179863147605083
lt0.20948616600790515
es0.20713577799801783
lv0.2
az0.1935483870967742
sl0.15700737618545837
eu0.14621131270010673
ms0.13232104121475055
hi0.09502262443438914
zh0.08779931584948689
be0.08045977011494253
uk0.07300115874855156
reliabletrue
passestrue
7
name"Marie"
dialogue"Je ne comprends vraiment pas... Pourquoi me regardez-vous comme ça ? Je veux juste aider, mais je ne parle pas votre langue !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8121183654297792
nl0.5446784291405805
en0.5296884185773074
it0.5269071555292726
ca0.49937421777221525
pt0.497171590194846
ro0.4743758212877792
tl0.4421199442119944
no0.4350282485875706
es0.4301994301994302
sq0.4215473608098337
sl0.3980436418359669
de0.39622641509433965
et0.38556067588325654
lt0.377431906614786
da0.36808846761453395
hr0.33884297520661155
ms0.32489451476793246
cs0.30735930735930733
yo0.26538108356290174
sk0.25788497217068646
sv0.24528301886792453
eu0.23076923076923078
pl0.21951219512195122
tr0.2172211350293542
hu0.20948616600790515
az0.20159680638722555
fi0.16926272066458983
lv0.1683991683991684
is0.09502262443438914
reliabletrue
passestrue
8
name"Hunter"
dialogue"Listen, I can tell you're upset, and I can tell you saw something, but we are speaking two different languages here. Just stay put, alright? Don't leave the cafe."
detectedLang"en"
heavyLang"en"
scores
en0.8044201056131429
tl0.555357936860827
fr0.4318181818181818
no0.4298745724059293
nl0.4004796163069544
ro0.3957703927492447
da0.38763012859767293
de0.36061381074168797
sv0.3564993564993565
ca0.34210526315789475
sq0.3045897079276773
ms0.3006993006993007
yo0.3006993006993007
hr0.2902767920511001
it0.2652461425422484
pl0.26416482707873434
cs0.23605805958747134
fi0.22660479505027067
is0.22360248447204967
lt0.2163009404388715
et0.19549477071600965
tr0.17627677100494232
lv0.1749174917491749
pt0.1749174917491749
es0.16943521594684383
eu0.16317991631799164
sk0.1624790619765494
hu0.1281604184829991
az0.12280701754385964
sl0.1087344028520499
be0.06542056074766354
uk0.059266227657572904
vi0.059266227657572904
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter here. What? Now? Fine, I'm on my way. I'll be there in five."
detectedLang"en"
heavyLang"en"
scores
en0.8251748251748252
de0.5079950799507995
tl0.4444444444444444
it0.43820224719101125
yo0.40564635958395245
pl0.3939393939393939
sq0.37205651491365777
nl0.35379644588045234
sl0.3474714518760196
ro0.33444259567387685
fr0.31153184165232356
sv0.30675909878682844
cs0.28698752228163993
sk0.28698752228163993
da0.2844364937388193
ca0.2831541218637993
no0.27927927927927926
et0.2779783393501805
fi0.2727272727272727
ms0.250936329588015
hu0.2263056092843327
lt0.21875
hr0.18032786885245902
az0.17355371900826447
hi0.17355371900826447
pt0.13606911447084233
tr0.12854030501089325
reliabletrue
passestrue
10
name"Hunter"
dialogue"I have to go. Stay right here. I'm going to find someone who can actually tell me what the hell you're talking about."
detectedLang"en"
heavyLang"en"
scores
en0.830355123275277
tl0.5059288537549407
da0.46120689655172414
no0.4444444444444444
yo0.39123376623376627
sq0.38016528925619836
fr0.3495229835212489
pl0.3297587131367293
nl0.31444241316270566
ca0.3029739776951673
pt0.29906542056074764
sv0.2767598842815815
es0.2725509214354995
hr0.2537313432835821
cs0.23935091277890466
sl0.21793534932221062
sk0.21383647798742136
it0.20634920634920634
lv0.19786096256684493
ro0.19700214132762314
lt0.18211559432933477
ms0.17763157894736845
et0.17400881057268722
de0.17035398230088497
tr0.1638795986622074
az0.15730337078651685
is0.1515837104072398
fi0.09090909090909091
be0.08536585365853659
hu0.08200734394124846
uk0.07749077490774908
vi0.07749077490774908
reliabletrue
passestrue