Run: 2026-05-10-01KR91E06YY4HZN606YR9BERRZ

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
1m 15s
Cost:
$0.000582
Provider:
Novita

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="Isabella"> Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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: Isabella 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 Italian, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Isabella and Hunter as a voice sheet: Isabella: "..." Hunter: "..."

Model response

AI
Hunter: "Excuse me. Miss? I'm Detective Hunter. I'm asking around about the incident near the orchard last night. You're new in town, right? Did you see anything unusual?" Isabella: "Oh Dio... non posso crederci. È successo così in fretta. Non so nemmeno come descriverlo." Hunter: "Look, I don't speak... whatever that is. Do you speak English? Any English at all?" Isabella: "Cosa? Non capisco. Per favore, deve ascoltarmi! Ho visto qualcosa di terribile tra gli alberi!" Hunter: "Right. No English. Let me try again. *Slowly.* Did you... see... a person? A man? Missing?" *(gestures with his hands to indicate a person disappearing)* Isabella: "Sì! Sì, proprio così! È sparito nel nulla, come se la terra si fosse aperta sotto di lui! Era lì e poi, improvvisamente, non c'era più nulla!" Hunter: "I have no idea what you're saying, but you look like you've seen a ghost. Just stay calm. I can't get anything out of you if you're shaking like a leaf." Isabella: "Guardate! Guardate la mia macchina fotografica! Stavo scattando delle foto al paesaggio e credo di aver catturato il momento esatto!" Hunter: "Is that a camera? Great. Let me see the photos. Do you have a gallery folder?" Isabella: "Non capisco cosa mi chiede! Prenda pure, guardi lei! È qui, in questa serie di scatti!" Hunter: "I'm just going to take a look—wait, I can't even navigate this menu. Is this in Italian? Dammit." Isabella: "Perché non mi ascolta? È importante! È davvero importante!" Hunter: "I'm trying, believe me. I just need someone who actually speaks—" *(His phone rings; he checks the screen and sighs)* "I have to take this. Look, just stay right here at this table. Don't move. I'll come back with someone who can translate for us. Got it? Stay here." Isabella: "Ma dove va? Non se ne vada! Mi ascolti!"
created_at"2026-05-10T13:32:37.989Z" 5/10/2026, 1:32:37 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1975
moderation_latency(null)
generation_time74676
tokens_prompt321
tokens_completion1320
native_tokens_prompt315
native_tokens_completion1345
native_tokens_completion_images(null)
native_tokens_reasoning838
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)
usage0.0005821
router(null)
provider_responses
0
endpoint_id"69279254-6a96-4e9d-abc6-ea76e6bf8e97"
id"d5cbd65e781d21238456a76b77af61ae"
is_byokfalse
latency1822
model_permaslug"google/gemma-4-31b-it-20260402"
provider_name"Novita"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1778419958-WwnGvAiTHOHKtLWYLe36"
session_id(null)
api_type"completions"
id"gen-1778419958-bqzB9frLxhL692QdfYev"
upstream_id"d5cbd65e781d21238456a76b77af61ae"
total_cost0.0005821
cache_discount(null)
upstream_inference_cost0
provider_name"Novita"
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'm asking around about the incident near the orchard last night. You're new in town, right? Did you see anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.7987117552334944
tl0.6283909327387588
nl0.4952044422009086
fr0.4813278008298755
no0.43438914027149317
ro0.42363112391930835
de0.421631000578369
it0.4001199760047991
sq0.3957703927492447
pt0.37421777221526903
et0.3654822335025381
sl0.3573264781491003
sv0.34167215273206053
ms0.33774834437086093
da0.3328885923949299
es0.331997327989312
ca0.31224209078404397
cs0.250936329588015
yo0.2492492492492493
az0.18633034987794952
sk0.15824915824915825
hr0.15611814345991562
pl0.1334488734835355
fi0.06976744186046512
is0.06629318394024276
hu0.05571293673276676
lt0.05571293673276676
tr0.05571293673276676
reliabletrue
passestrue
1
name"Isabella"
dialogue"Oh Dio... non posso crederci. È successo così in fretta. Non so nemmeno come descriverlo."
detectedLang"it"
heavyLang"it"
scores
it0.7844827586206896
en0.6014030612244898
pt0.5173745173745175
fr0.46167097329888035
nl0.4281793229643184
ro0.410377358490566
ca0.4098205854579792
sv0.36612576064908725
yo0.3602865916069601
sl0.32795698924731176
es0.32578209277238407
de0.30089485458612975
da0.2905788876276958
hr0.24425634824667475
eu0.24150485436893204
tl0.22456575682382132
pl0.21482412060301506
is0.17654808959156787
fi0.14733969986357437
sk0.14500683994528044
vi0.1367403314917127
no0.12342215988779803
az0.11847672778561354
cs0.10968660968660969
ms0.10714285714285714
reliabletrue
passestrue
2
name"Hunter"
dialogue"Look, I don't speak... whatever that is. Do you speak English? Any English at all?"
detectedLang"en"
heavyLang"en"
scores
en0.831081081081081
tl0.6007098491570542
no0.5504495504495505
da0.5150862068965517
sv0.45121951219512196
hr0.4238156209987196
sq0.4178525226390685
cs0.412532637075718
yo0.3877551020408163
ca0.37586685159500693
pl0.37413073713490963
nl0.35437589670014347
pt0.336283185840708
hu0.3293591654247392
sk0.3119266055045872
it0.293563579277865
vi0.27884615384615385
ro0.2647058823529412
is0.256198347107438
et0.25124792013311154
de0.24242424242424243
sl0.21052631578947367
fr0.13793103448275862
ms0.13793103448275862
be0.1346153846153846
tr0.1346153846153846
az0.12280701754385964
lt0.12280701754385964
lv0.12280701754385964
uk0.12280701754385964
reliabletrue
passestrue
3
name"Isabella"
dialogue"Cosa? Non capisco. Per favore, deve ascoltarmi! Ho visto qualcosa di terribile tra gli alberi!"
detectedLang"it"
heavyLang"it"
scores
it0.8110640870616687
ca0.6091307066916823
pt0.5653685674547984
es0.54644412191582
en0.5055379746835442
fr0.49839486356340285
no0.3908382066276803
tl0.34279705573080965
sl0.3272335844994618
de0.32505399568034554
nl0.32212581344902386
ms0.31167400881057267
da0.3047830923248054
sk0.2937853107344633
ro0.29218573046432617
vi0.27409988385598144
sq0.2681498829039813
sv0.259478672985782
yo0.24969987995198079
lt0.24789410348977134
hr0.20483460559796438
hu0.19458762886597938
fi0.19041450777202074
cs0.14500683994528044
eu0.12219101123595505
is0.10329985652797705
lv0.10329985652797705
az0.09156976744186046
et0.09156976744186046
pl0.08625730994152046
reliabletrue
passestrue
4
name"Hunter"
dialogue"Right. No English. Let me try again. Slowly. Did you... see... a person? A man? Missing?"
detectedLang"en"
heavyLang"en"
scores
en0.8061299852289512
nl0.6052631578947368
tl0.5936532507739938
no0.5879120879120879
da0.5752427184466019
pt0.520109689213894
de0.5102611940298507
sv0.5
es0.4664634146341463
et0.4626407369498465
fr0.45482866043613707
it0.45482866043613707
ca0.4519832985386221
ms0.44267515923566875
lv0.42244224422442245
cs0.42052980132450335
sq0.4120940649496081
is0.4074492099322799
hr0.3958573072497123
ro0.3597560975609756
sl0.3502475247524753
sk0.34782608695652173
lt0.3208279430789133
pl0.31282722513089006
tr0.3064729194187582
hu0.29435483870967744
fi0.29149797570850206
az0.2698191933240611
yo0.26880222841225626
eu0.11764705882352942
vi0.11764705882352942
reliabletrue
passestrue
5
name"Isabella"
dialogue"Sì! Sì, proprio così! È sparito nel nulla, come se la terra si fosse aperta sotto di lui! Era lì e poi, improvvisamente, non c'era più nulla!"
detectedLang"it"
heavyLang"it"
scores
it0.8243018309598669
pt0.6077621800165153
es0.5936698032506416
ro0.5622119815668203
fr0.548264384213029
ca0.5377128953771289
yo0.5002630194634403
tl0.4960212201591512
sq0.4656917885264342
no0.4171779141104295
en0.4114002478314746
eu0.34976043805612594
da0.31308749096167754
lt0.3120926864590876
sv0.30858806404657935
cs0.2936802973977696
sl0.2797573919636088
de0.2731446059678654
ms0.2686682063125481
et0.26640926640926643
fi0.2618492618492619
hr0.2607003891050583
sk0.2537313432835821
is0.24543288324066717
nl0.23448831587429494
pl0.23263327948303714
az0.1746307558644657
vi0.16003536693191867
hu0.12844036697247707
lv0.12199630314232902
tr0.06862745098039216
reliabletrue
passestrue
6
name"Hunter"
dialogue"I have no idea what you're saying, but you look like you've seen a ghost. Just stay calm. I can't get anything out of you if you're shaking like a leaf."
detectedLang"en"
heavyLang"en"
scores
en0.8066104078762307
tl0.5494265428727472
no0.427877947295423
ca0.40561959654178675
sv0.3648960739030023
is0.32542927228127555
da0.30262045646661034
es0.30143945808636746
hr0.29906542056074764
pt0.2972742759795571
tr0.28879310344827586
it0.27947598253275113
yo0.27884615384615385
cs0.2763157894736842
pl0.27055702917771884
sq0.27055702917771884
nl0.2653606411398041
sk0.2620751341681575
fr0.2506811989100818
lv0.24242424242424243
de0.21800947867298578
ro0.2172675521821632
et0.21652421652421652
hu0.21278625954198474
ms0.2090124640460211
lt0.14948453608247422
az0.13883089770354906
vi0.13883089770354906
sl0.09836065573770492
be0.0782122905027933
eu0.0782122905027933
fi0.07094594594594594
uk0.07094594594594594
reliabletrue
passestrue
7
name"Isabella"
dialogue"Guardate! Guardate la mia macchina fotografica! Stavo scattando delle foto al paesaggio e credo di aver catturato il momento esatto!"
detectedLang"it"
heavyLang"it"
scores
it0.8082901554404144
es0.605543710021322
pt0.5774326176336226
ro0.5764652014652014
ca0.4986449864498645
tl0.4975556762629006
en0.4251087632069609
de0.4141861937935402
fr0.4141861937935402
sl0.39384010484927917
sq0.38415446071904125
no0.36730506155950754
nl0.3607463718037318
sk0.34116809116809116
lt0.3297101449275362
cs0.3292240754169688
et0.3218475073313783
pl0.3218475073313783
da0.31985294117647056
ms0.30346385542168675
eu0.27165354330708663
hr0.2705047318611987
yo0.26761678543151224
fi0.24918831168831165
tr0.23427152317880795
lv0.21142369991474852
az0.20395869191049915
sv0.16365280289330925
vi0.16365280289330925
hu0.07684630738522955
is0.06754032258064516
reliabletrue
passestrue
8
name"Hunter"
dialogue"Is that a camera? Great. Let me see the photos. Do you have a gallery folder?"
detectedLang"en"
heavyLang"en"
scores
en0.8111069134869664
nl0.5567375886524822
da0.5296331138287864
fr0.5210727969348659
tl0.5014955134596211
es0.49341438703140833
pt0.4813278008298755
cs0.47643979057591623
it0.47145877378435525
no0.46524064171123
yo0.4588744588744588
sq0.453551912568306
sl0.44629014396456257
ro0.44258639910813824
ca0.4337485843714609
et0.3961352657004831
hu0.38271604938271603
sv0.38042131350681535
de0.37888198757763975
ms0.3726474278544542
sk0.3438320209973753
pl0.3315508021390375
is0.32523616734143057
hr0.3169398907103825
vi0.26578560939794427
lt0.24471299093655588
lv0.21996879875195008
fi0.2163009404388715
hi0.1334488734835355
tr0.1334488734835355
az0.12280701754385964
eu0.12280701754385964
reliabletrue
passestrue
9
name"Isabella"
dialogue"Non capisco cosa mi chiede! Prenda pure, guardi lei! È qui, in questa serie di scatti!"
detectedLang"it"
heavyLang"it"
scores
it0.8158821645853346
fr0.6158984635938545
ca0.5921985815602837
es0.5857348703170029
pt0.5708955223880597
ro0.5603975535168195
en0.5566692367000771
tl0.5497259201252936
sl0.4815148782687105
yo0.47584320875113945
ms0.4362745098039216
hr0.4306930693069307
sk0.3869936034115139
nl0.3863393810032017
sv0.35174746335963925
de0.33139534883720934
pl0.28125
fi0.2721518987341772
sq0.26937738246505716
cs0.2656449553001277
no0.26376440460947503
tr0.25997425997426
is0.2219215155615697
et0.203601108033241
az0.1991643454038997
da0.1935483870967742
vi0.14434523809523808
eu0.1314199395770393
hu0.12878787878787878
lv0.10990712074303406
lt0.09305993690851734
reliabletrue
passestrue
10
name"Hunter"
dialogue"I'm just going to take a look—wait, I can't even navigate this menu. Is this in Italian? Dammit."
detectedLang"en"
heavyLang"en"
scores
en0.8046875
ro0.5356037151702787
tl0.5260663507109005
it0.511400651465798
yo0.5085995085995086
sl0.5
sv0.49537426408746843
nl0.4863013698630137
hr0.4560290117860381
pl0.42857142857142855
cs0.4157740993184031
no0.39209726443769
hu0.3858751279426817
da0.3839835728952772
fr0.3704092339979014
sq0.3704092339979014
ca0.36908517350157727
sk0.3576017130620985
lt0.34210526315789475
ms0.32432432432432434
de0.31584948688711517
az0.3150684931506849
pt0.3142857142857143
lv0.2982456140350877
is0.27710843373493976
et0.2753623188405797
tr0.2555831265508685
fi0.24717691342534504
es0.24528301886792453
vi0.18144611186903137
be0.1044776119402985
eu0.1044776119402985
uk0.09502262443438914
reliabletrue
passestrue
11
name"Isabella"
dialogue"Perché non mi ascolta? È importante! È davvero importante!"
detectedLang"it"
heavyLang"it"
scores
it0.8238402818555489
fr0.6788008565310492
pt0.6240601503759399
ca0.6212121212121212
es0.6134020618556701
ro0.5962314939434724
en0.5488721804511278
tl0.46808510638297873
hu0.46236559139784944
sq0.4307400379506641
yo0.4296577946768061
sk0.375
cs0.34782608695652173
tr0.336283185840708
no0.3150684931506849
sl0.23469387755102045
eu0.2248062015503876
ms0.2248062015503876
fi0.21875
de0.21052631578947367
hr0.20634920634920634
pl0.20634920634920634
is0.2
da0.18256130790190736
sv0.18256130790190736
reliabletrue
passestrue
12
name"Hunter"
dialogue"I have to take this. Look, just stay right here at this table. Don't move. I'll come back with someone who can translate for us. Got it? Stay here."
detectedLang"en"
heavyLang"en"
scores
en0.8274374460742019
tl0.6439697374276814
da0.518362432269717
no0.49302915082382764
ca0.40564635958395245
hr0.3665874901029295
it0.34156378600823045
es0.33665008291873966
sq0.3288590604026846
yo0.3185689948892675
fr0.30434782608695654
lv0.29701230228471004
pl0.2926613616268789
sl0.2907801418439716
ro0.290150842945874
pt0.28507596067917784
de0.27404718693284935
sv0.27206551410373064
cs0.2694063926940639
tr0.2687385740402194
sk0.25023430178069356
lt0.2263056092843327
et0.21875
az0.1991991991991992
vi0.1587802313354364
ms0.14621131270010673
nl0.14255091103965703
be0.08045977011494253
eu0.07727797001153403
hu0.07727797001153403
is0.07300115874855156
uk0.07300115874855156
reliabletrue
passestrue
13
name"Isabella"
dialogue"Ma dove va? Non se ne vada! Mi ascolti!"
detectedLang"it"
heavyLang"it"
scores
it0.8020585906571654
fr0.6980676328502415
ro0.6761658031088082
ca0.6081504702194357
sl0.584717607973422
hr0.5644599303135889
es0.5598591549295775
cs0.5454545454545454
sq0.5378927911275416
yo0.5219885277246654
hu0.49899799599198397
fi0.4318181818181818
pl0.42528735632183906
lt0.4131455399061033
tr0.39903846153846156
sk0.3961352657004831
pt0.32249322493224936
lv0.2917847025495751
et0.2857142857142857
is0.2857142857142857
en0.2711370262390671
da0.2690058479532163
tl0.26035502958579887
eu0.258160237388724
sv0.25595238095238093
vi0.2378048780487805
no0.23076923076923078
ms0.20634920634920634
reliabletrue
passestrue