Run: 2026-05-10-01KR93NQRHE802SGTXSMTJ4FKY

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
1m 2s
Cost:
$0.000464
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. I’m Detective Hunter with the local PD. You were seen near the north orchards yesterday afternoon. Did you notice anything unusual? Anyone acting strange?" Marie: "Oh mon Dieu... j'ai vu quelque chose. Quelque chose de terrible dans les bois. Je ne sais pas quoi faire !" Hunter: "I’m sorry? I didn’t catch that. Do you speak English?" Marie: "Je ne comprends pas... Vous êtes la police ? S'il vous plaît, vous devez m'écouter ! L'homme... il a disparu juste devant moi, comme s'il s'était volatilisé !" Hunter: "Look, I don't know what you're saying, but you look like you've seen a ghost. I can't understand a word of that. Can you point? Use your hands? Did you see a person?" Marie: "Regardez ! Regardez mes photos ! Je l'ai presque capturé sur l'image, mais c'est flou... c'est tellement effrayant !" Hunter: "I can't just grab your camera, miss. Now, is there anyone in this cafe who can translate for us? A student? A teacher?" Marie: "S'il vous plaît, aidez-moi ! C'est urgent ! Je pense qu'il est encore là-bas, dans le froid !" Hunter: "This is just my luck. I've got a town full of missing people and the one witness I find speaks a language I don't know. Just... stay here. Don't move." (Hunter's phone rings; he answers abruptly) Hunter: "Hunter here. What? Now? Fine, I'm on my way. I'll be there in five." Hunter: "Listen, I have to go. Stay put. I'll come back with someone who can actually talk to you."
created_at"2026-05-10T14:11:55.179Z" 5/10/2026, 2:11:55 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1092
moderation_latency(null)
generation_time55392
tokens_prompt316
tokens_completion1039
native_tokens_prompt299
native_tokens_completion1118
native_tokens_completion_images(null)
native_tokens_reasoning651
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)
usage0.00046371
router(null)
provider_responses
0
endpoint_id"4149ab03-3b69-45a0-b94c-6c253b8641a1"
id"chatcmpl-RCWomTloXeUqLLI55hkzkuTg"
is_byokfalse
latency60
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-1778422315-sc7s0OJgPBvQqI7dN4I7"
session_id(null)
api_type"completions"
id"gen-1778422315-gFJ6BN3MdJ1C58MnqPIp"
upstream_id"chatcmpl-RCWomTloXeUqLLI55hkzkuTg"
total_cost0.00046371
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. I’m Detective Hunter with the local PD. You were seen near the north orchards yesterday afternoon. Did you notice anything unusual? Anyone acting strange?"
detectedLang"en"
heavyLang"en"
scores
en0.7826945871197155
tl0.6536523929471032
fr0.48550046772684746
pt0.47267497603068076
ro0.464198733560643
nl0.44640161046804233
es0.44500504540867813
no0.4376278118609407
it0.40796555435952636
da0.35785172212492705
ms0.3559718969555035
sq0.32803909590714725
ca0.3193069306930693
de0.311639549436796
sv0.2501704158145876
cs0.22371206774876498
hr0.2181947405828003
sl0.21540656205420827
et0.1905813097866078
sk0.17787742899850523
lv0.1466252909231963
is0.1143317230273752
tr0.09688013136288999
yo0.08864954432477216
pl0.06621392190152801
fi0.06382978723404256
lt0.05741216795201371
az0.05090595340811044
reliabletrue
passestrue
1
name"Marie"
dialogue"Oh mon Dieu... j'ai vu quelque chose. Quelque chose de terrible dans les bois. Je ne sais pas quoi faire !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8156460403975633
ca0.5640636846095527
nl0.534789644012945
en0.49160035366931915
es0.4278606965174129
sq0.39217758985200846
da0.3850267379679145
it0.3837084673097535
sl0.343607305936073
de0.33371958285052145
hr0.33061699650756693
no0.3154761904761905
yo0.3088942307692307
ro0.30387409200968524
hu0.2962056303549572
cs0.2848258706467662
tl0.2848258706467662
pt0.2776381909547738
lt0.25997425997426
tr0.25032594524119944
sv0.2353723404255319
pl0.20689655172413793
fi0.203601108033241
ms0.203601108033241
sk0.20138888888888887
az0.1797432239657632
lv0.15191740412979352
hi0.11944869831546708
eu0.10852713178294573
et0.0987460815047022
reliabletrue
passestrue
2
name"Hunter"
dialogue"I’m sorry? I didn’t catch that. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.8143294014853648
tl0.6740797546012269
hr0.4378306878306878
cs0.4264507422402159
sv0.41460055096418735
it0.40559440559440557
pl0.3876080691642651
pt0.37591776798825255
sq0.371301775147929
no0.34815950920245403
da0.33176100628930816
sk0.32432432432432434
vi0.2904841402337229
tr0.2857142857142857
yo0.2796610169491525
ro0.27597955706984667
de0.256993006993007
ca0.24511545293072823
sl0.22018348623853207
fr0.17635658914728683
ms0.1448692152917505
be0.1414141414141414
hu0.1361788617886179
az0.1290983606557377
et0.1290983606557377
is0.1290983606557377
lt0.1290983606557377
lv0.1290983606557377
uk0.1290983606557377
reliabletrue
passestrue
3
name"Marie"
dialogue"Je ne comprends pas... Vous êtes la police ? S'il vous plaît, vous devez m'écouter ! L'homme... il a disparu juste devant moi, comme s'il s'était volatilisé !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7941735275490817
ca0.5788336933045356
ro0.563953488372093
it0.5504840940525588
en0.5225269343780607
es0.4610281923714759
tl0.4553072625698324
cs0.4399770246984492
hr0.42647058823529416
nl0.41651705565529623
pt0.41476590636254507
sq0.3959107806691449
sl0.39478584729981375
sk0.37177835051546393
de0.346514745308311
no0.32665745856353595
lt0.3191340782122905
tr0.30752840909090906
et0.30007178750897345
da0.2945007235890014
yo0.2772424017790956
ms0.275092936802974
hu0.24301242236024848
sv0.2364917776037588
pl0.22557585385226367
lv0.21180274858528697
az0.21052631578947367
eu0.19421487603305784
fi0.19421487603305784
vi0.13640389725420726
is0.07142857142857142
reliabletrue
passestrue
4
name"Hunter"
dialogue"Look, I don't know what you're saying, but you look like you've seen a ghost. I can't understand a word of that. Can you point? Use your hands? Did you see a person?"
detectedLang"en"
heavyLang"en"
scores
en0.8135080645161289
tl0.5593139590281087
no0.5344740815299446
da0.5179781136008338
sv0.45103857566765576
de0.41787287602265577
fr0.40970006381620927
nl0.4043786220218931
is0.4009067357512954
pl0.3664383561643836
cs0.33116413593637023
ro0.3292240754169688
ca0.32284040995607616
tr0.29711246200607905
et0.27734375
sq0.27677873338545744
sk0.27450980392156865
it0.26177174780526735
yo0.25643086816720256
hr0.2510121457489879
hu0.23616845582163504
pt0.23108894430590188
az0.2252931323283082
ms0.19844020797227038
es0.19213973799126638
lt0.19001751313485116
lv0.18358340688437777
eu0.1651624548736462
vi0.12570888468809074
sl0.08866995073891626
be0.07035175879396985
fi0.06376518218623482
uk0.06376518218623482
reliabletrue
passestrue
5
name"Marie"
dialogue"Regardez ! Regardez mes photos ! Je l'ai presque capturé sur l'image, mais c'est flou... c'est tellement effrayant !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.7738343771746694
en0.5422535211267606
ca0.5101733232856066
es0.4702526487367563
nl0.4500846023688663
tl0.436741767764298
pt0.4313210848643919
sq0.358974358974359
sl0.3394308943089431
ro0.3207941483803553
hr0.3200836820083682
de0.3077742279020234
yo0.3077742279020234
sk0.30703624733475476
cs0.2927094668117519
it0.2857142857142857
no0.2511520737327189
lt0.22248803827751198
et0.2073170731707317
pl0.19554455445544552
sv0.18032786885245902
da0.1709183673469388
lv0.1709183673469388
az0.15803108808290156
tr0.12634408602150538
eu0.11684782608695651
hi0.10591471801925723
ms0.10344827586206896
fi0.09722222222222222
hu0.08835904628330996
reliabletrue
passestrue
6
name"Hunter"
dialogue"I can't just grab your camera, miss. Now, is there anyone in this cafe who can translate for us? A student? A teacher?"
detectedLang"en"
heavyLang"en"
scores
en0.8089171974522293
tl0.6212121212121212
de0.5387453874538745
ro0.5271122320302648
it0.5238095238095238
sv0.507227332457293
ca0.503968253968254
nl0.49528936742934054
no0.46428571428571425
da0.45691527878349025
pl0.410377358490566
fr0.40476190476190477
sq0.39759036144578314
hr0.3832236842105263
cs0.3686868686868687
hu0.3676222596964587
az0.36332767402376914
yo0.3556701030927836
sk0.3444055944055944
es0.33804060017652254
pt0.3368700265251989
sl0.32553956834532377
et0.32249322493224936
ms0.3163172288058341
tr0.2767598842815815
lt0.2732558139534884
lv0.2647058823529412
is0.23469387755102045
vi0.22760041194644695
eu0.1544532130777903
be0.08536585365853659
fi0.07749077490774908
uk0.07749077490774908
reliabletrue
passestrue
7
name"Marie"
dialogue"S'il vous plaît, aidez-moi ! C'est urgent ! Je pense qu'il est encore là-bas, dans le froid !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8153073286052008
es0.45793581960104074
ca0.42765567765567764
ro0.4153414405986903
yo0.37374749498997994
pt0.35699588477366256
nl0.35233160621761656
en0.3448637316561845
it0.32212581344902386
sl0.3169398907103825
da0.26985981308411217
no0.24789410348977134
de0.22360248447204967
hr0.21482412060301506
ms0.20483460559796438
vi0.20076726342711
cs0.19041450777202074
sk0.1883116883116883
eu0.14850136239782016
hu0.1355463347164592
pl0.1270949720670391
sq0.12342215988779803
et0.10201149425287356
lv0.10201149425287356
tl0.10071942446043164
lt0.09682080924855492
az0.08892128279883381
sv0.08892128279883381
reliabletrue
passestrue
8
name"Hunter"
dialogue"This is just my luck. I've got a town full of missing people and the one witness I find speaks a language I don't know. Just... stay here. Don't move."
detectedLang"en"
heavyLang"en"
scores
en0.824206264649478
tl0.6058289536550406
yo0.461839530332681
nl0.45972495088408644
da0.4554455445544555
no0.4429439567859555
is0.40217391304347827
sv0.4017403915881073
et0.3820224719101124
ca0.33894230769230765
ro0.3352135374697824
pl0.3319838056680162
cs0.32542927228127555
de0.3176178660049628
sq0.3176178660049628
hu0.3136439267886855
hr0.29062768701633707
ms0.29062768701633707
fr0.2900172117039587
it0.26991150442477874
sk0.25876010781671155
lt0.20135527589545013
lv0.20135527589545013
pt0.19902912621359223
az0.1935483870967742
eu0.15210688591983554
tr0.15123456790123457
fi0.14596273291925466
vi0.13883089770354906
es0.13793103448275862
sl0.09836065573770492
be0.0782122905027933
uk0.07094594594594594
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"Listen, I have to go. Stay put. I'll come back with someone who can actually talk to you."
detectedLang"en"
heavyLang"en"
scores
en0.8150105708245243
tl0.5936532507739938
da0.517019319227231
hr0.46428571428571425
pl0.45369406867845996
no0.4514106583072101
cs0.4179600886917961
it0.3902439024390244
ca0.38307873090481787
sv0.36594202898550726
yo0.3644067796610169
lv0.34045226130653267
sk0.33375634517766495
ro0.31994818652849744
es0.3155149934810952
pt0.29906542056074764
tr0.2895805142083897
sq0.27285318559556787
nl0.26573426573426573
fi0.2636746143057504
de0.26160337552742613
sl0.25531914893617025
lt0.24132947976878616
fr0.22451994091580502
hu0.21875
az0.21052631578947367
is0.20212765957446807
eu0.1822429906542056
ms0.12935323383084577
be0.11764705882352942
et0.10714285714285714
uk0.10714285714285714
vi0.10714285714285714
reliabletrue
passestrue