Run: 2026-05-10-01KR8YK9RJBHPWWHJRCM2PZ1QQ

Run Details

Model:
Gemma 4 31B (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
3m 39s
Cost:
$0.000538
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. You're the exchange student, right? Isabella?" Isabella: "Sì... chi è lei? Perché mi guarda così?" Hunter: "Look, I'll keep this brief. I'm Detective Hunter. I'm investigating the disappearance of the girl from the orchard. You were out taking photos yesterday afternoon—did you see anything unusual near the north trail?" Isabella: "Oh mio Dio... sì, ho visto qualcosa. È stato terribile! C'era un uomo, un uomo con un cappotto scuro... ha preso quella ragazza e l'ha trascinata via tra gli alberi! Ho provato a gridare, ma non mi ha sentita!" Hunter: "I'm sorry, I don't speak... whatever that is. English? Do you speak English? Just a little?" Isabella: "Non capisco! Non parlo inglese! Per favore, ascolti! Guardi la mia macchina fotografica, credo di aver catturato un riflesso, un'ombra!" Hunter: "I've got no clue what you're saying, miss. I'm just looking for a 'yes' or 'no.' Did you see something? Yes? No?" Isabella: "Sì! Sì! È stata rapita! Perché non mi capisce? È pericoloso, quell'uomo è ancora là fuori!" Hunter: "Slow down. Just... point. Did you see the girl? Yes?" Isabella: "Sì! Ma lui l'ha presa! È successo tutto così in fretta, non sapevo cosa fare!" Hunter: "I really wish I had a translator on payroll. Now, if you can just show me the photos on that camera—" (Hunter's phone rings loudly) Hunter: "Dammit. Hold that thought. I have to take this." Isabella: "Ma non se ne può andare! Deve guardare! Per favore!" Hunter: "Stay right here. Don't move. I'll be back in two minutes."
created_at"2026-05-10T12:43:05.881Z" 5/10/2026, 12:43:05 PM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1428
moderation_latency(null)
generation_time218485
tokens_prompt321
tokens_completion1184
native_tokens_prompt315
native_tokens_completion1234
native_tokens_completion_images(null)
native_tokens_reasoning764
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)
usage0.0005377
router(null)
provider_responses
0
endpoint_id"69279254-6a96-4e9d-abc6-ea76e6bf8e97"
id"af09e7af3d46a848351d1e845a5f0fbc"
is_byokfalse
latency942
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-1778416985-yUJd1zUG4iiKukeF7ErB"
session_id(null)
api_type"completions"
id"gen-1778416985-j546Omn3UzHGuXjffMw8"
upstream_id"af09e7af3d46a848351d1e845a5f0fbc"
total_cost0.0005377
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. You're the exchange student, right? Isabella?"
detectedLang"en"
heavyLang"en"
scores
en0.750156152404747
tl0.6051332675222113
fr0.5807127882599581
no0.5637949836423118
nl0.5423340961098398
sq0.5283018867924528
da0.5024875621890548
sv0.43820224719101125
it0.4310099573257468
de0.42938659058487877
et0.38271604938271603
fi0.33993399339933994
ca0.3220338983050847
es0.3162393162393162
yo0.31153184165232356
ms0.28825622775800713
sl0.2687385740402194
cs0.26199261992619927
ro0.25925925925925924
pl0.25512104283054005
sk0.2438563327032136
tr0.18864097363083165
pt0.18032786885245902
hr0.16142557651991615
az0.15789473684210525
lt0.14893617021276595
lv0.14893617021276595
hu0.12854030501089325
reliabletrue
passestrue
1
name"Isabella"
dialogue"Sì... chi è lei? Perché mi guarda così?"
detectedLang"it"
heavyLang"it"
scores
it0.8237179487179487
yo0.5889387144992526
ca0.5736434108527132
pt0.5521172638436482
ro0.49817518248175185
es0.4670542635658915
fr0.46601941747572817
tr0.4123931623931624
sk0.39560439560439564
hu0.3778280542986425
en0.3764172335600907
cs0.367816091954023
hr0.3559718969555035
tl0.3514150943396226
vi0.32598039215686275
az0.2857142857142857
sl0.2506811989100818
ms0.2403314917127072
pl0.22096317280453256
sq0.2005813953488372
reliabletrue
passestrue
2
name"Hunter"
dialogue"Look, I'll keep this brief. I'm Detective Hunter. I'm investigating the disappearance of the girl from the orchard. You were out taking photos yesterday afternoon—did you see anything unusual near the north trail?"
detectedLang"en"
heavyLang"en"
scores
en0.789534499834929
tl0.6521145975443383
nl0.5293466223698782
fr0.4768157570783751
pt0.4348404255319149
no0.4222927050294517
de0.39744801512287337
ro0.3580060422960725
es0.3573588709677419
it0.31963713980789754
sq0.3119266055045872
ms0.29906542056074764
da0.29401993355481726
sv0.27680090754395914
et0.27142857142857146
ca0.26385681293302543
sl0.2323901264298615
cs0.21393341553637482
sk0.2124768375540457
hr0.20560747663551404
is0.18944691671964398
yo0.17953667953667954
az0.14886515353805072
lv0.1465863453815261
lt0.13909520594193112
tr0.10211267605633803
fi0.0983026874115983
pl0.07675597393193338
hi0.05695266272189349
reliabletrue
passestrue
3
name"Isabella"
dialogue"Oh mio Dio... sì, ho visto qualcosa. È stato terribile! C'era un uomo, un uomo con un cappotto scuro... ha preso quella ragazza e l'ha trascinata via tra gli alberi! Ho provato a gridare, ma non mi ha sentita!"
detectedLang"it"
heavyLang"it"
scores
it0.7961852022765729
es0.5707806932296728
ca0.5549210614712798
ro0.5039311119430925
fr0.4940817105765559
pt0.4721115537848606
no0.4387971198644642
en0.43035253654342215
yo0.41423519009725907
tl0.3985474353154789
sv0.381707886140924
sk0.3602124577498793
hr0.35617103984450926
sq0.35585804569761786
da0.3504901960784314
de0.3482538121003443
nl0.34632461766156886
hu0.33683683683683685
sl0.3173621844410098
fi0.315599173553719
cs0.30809399477806787
et0.3070083682008369
pl0.29894179894179895
lt0.2833964305029746
lv0.27317608337904553
ms0.25894854586129756
az0.2556179775280899
eu0.24886621315192747
vi0.2398164084911073
tr0.23938002296211253
is0.1390513320337882
reliabletrue
passestrue
4
name"Hunter"
dialogue"I'm sorry, I don't speak... whatever that is. English? Do you speak English? Just a little?"
detectedLang"en"
heavyLang"en"
scores
en0.8178348369188064
tl0.5703764320785597
sv0.506578947368421
no0.4728915662650602
pt0.4712990936555891
da0.4620901639344262
cs0.460431654676259
hr0.45764462809917356
yo0.4348762109795479
hu0.4179600886917961
pl0.4160177975528365
ca0.4006849315068493
it0.39306358381502887
sk0.38882421420256114
sq0.38089622641509435
nl0.37648456057007124
ro0.3644067796610169
fr0.3354430379746835
vi0.31729518855656696
is0.30463576158940403
et0.3027888446215139
sl0.2857142857142857
tr0.21875
lt0.2164179104477612
de0.20933734939759033
ms0.20454545454545453
az0.20212765957446807
lv0.20212765957446807
es0.2009132420091324
be0.11764705882352942
eu0.11764705882352942
fi0.10714285714285714
uk0.10714285714285714
reliabletrue
passestrue
5
name"Isabella"
dialogue"Non capisco! Non parlo inglese! Per favore, ascolti! Guardi la mia macchina fotografica, credo di aver catturato un riflesso, un'ombra!"
detectedLang"it"
heavyLang"it"
scores
it0.8052221520320068
es0.6101980615254953
pt0.5879732739420935
ca0.5563549160671463
ro0.5467907888290053
en0.48237269166200336
fr0.4665513264129181
tl0.41120305537873963
sq0.3825100133511349
yo0.3625086147484493
sl0.35450104675505933
lv0.31784660766961653
de0.31073025335320414
nl0.30763473053892215
no0.30711610486891383
lt0.29281345565749234
sk0.29009976976208746
ms0.2857142857142857
hr0.2823894491854151
et0.26819620253164556
sv0.2647058823529412
pl0.23805601317957167
da0.20736932305055697
cs0.17557932263814618
eu0.17114695340501793
tr0.16891284815813118
vi0.16365280289330925
az0.1223908918406072
fi0.10800385728061716
is0.0975609756097561
hu0.06754032258064516
reliabletrue
passestrue
6
name"Hunter"
dialogue"I've got no clue what you're saying, miss. I'm just looking for a 'yes' or 'no.' Did you see something? Yes? No?"
detectedLang"en"
heavyLang"en"
scores
en0.8104403616214639
tl0.5873015873015873
pt0.4411006018916595
no0.3873704052780396
ca0.3486973947895792
es0.34804413239719156
et0.34010152284263956
fr0.2903930131004367
tr0.2896174863387978
sv0.26636568848758463
da0.26220204313280365
sk0.2537313432835821
hr0.24681344148319811
cs0.24418604651162787
it0.23976608187134502
lv0.236192714453584
pl0.21686746987951808
nl0.20924574209245742
hu0.1935483870967742
de0.18444165621079048
is0.18341708542713567
ms0.17825537294563845
ro0.1761723700887199
yo0.15474642392717813
sl0.12162162162162163
lt0.11202185792349727
sq0.09972299168975068
az0.09722222222222222
eu0.09722222222222222
vi0.09722222222222222
fi0.08835904628330996
reliabletrue
passestrue
7
name"Isabella"
dialogue"Sì! Sì! È stata rapita! Perché non mi capisce? È pericoloso, quell'uomo è ancora là fuori!"
detectedLang"it"
heavyLang"it"
scores
it0.8099801718440185
fr0.6037215713301172
ro0.5450949367088607
yo0.4866071428571428
en0.4606003752345216
ca0.3876464323748669
es0.3568232662192394
pt0.3532058492688414
hr0.3251173708920188
sk0.2936117936117936
ms0.28393524283935245
cs0.27944862155388467
sq0.2703045685279188
tl0.25902061855670105
et0.2532467532467532
tr0.2483660130718954
fi0.22818791946308725
hu0.22506738544474394
vi0.2144808743169399
sl0.21232876712328766
de0.20689655172413793
no0.20689655172413793
pl0.19692737430167598
da0.1935483870967742
sv0.1935483870967742
lt0.18899858956276447
nl0.18785310734463279
lv0.17503586800573886
eu0.1314199395770393
az0.0987460815047022
reliabletrue
passestrue
8
name"Hunter"
dialogue"Slow down. Just... point. Did you see the girl? Yes?"
detectedLang"en"
heavyLang"en"
scores
en0.8187211601845749
tl0.6303763440860215
fr0.5062836624775583
et0.49725776965265084
da0.45652173913043476
sv0.39560439560439564
yo0.2801047120418848
no0.25675675675675674
pl0.2506811989100818
nl0.233983286908078
cs0.22096317280453256
ms0.22096317280453256
sq0.22096317280453256
ca0.21875
reliabletrue
passestrue
9
name"Isabella"
dialogue"Sì! Ma lui l'ha presa! È successo tutto così in fretta, non sapevo cosa fare!"
detectedLang"it"
heavyLang"it"
scores
it0.8104102033781454
ro0.5225694444444445
fr0.502262443438914
ca0.49308755760368667
yo0.49308755760368667
en0.4874184529356943
sv0.44500504540867813
pt0.4433198380566802
nl0.3626882966396292
sl0.358974358974359
sq0.34210526315789475
tl0.32844932844932845
es0.3251533742331288
et0.32098765432098764
eu0.32014833127317677
fi0.3176178660049628
da0.28848641655886154
ms0.28104575163398693
de0.2763157894736842
pl0.25775978407557354
sk0.22752808988764048
no0.2231638418079096
hr0.21652421652421652
az0.20634920634920634
is0.19590643274853803
hu0.12974683544303797
vi0.12420382165605094
lt0.10569105691056911
lv0.10277324632952692
cs0.09688013136288999
reliabletrue
passestrue
10
name"Hunter"
dialogue"I really wish I had a translator on payroll. Now, if you can just show me the photos on that camera—"
detectedLang"en"
heavyLang"en"
scores
en0.8054171855541717
tl0.6301775147928995
ca0.5967741935483871
nl0.5601688951442646
sv0.5490620490620491
fr0.5397643593519882
no0.5181187355435621
sq0.5094191522762952
ro0.49919871794871795
it0.49637389202256244
pt0.4939271255060729
et0.4885433715220949
es0.47829716193656097
hr0.4569939183318853
pl0.45367132867132864
cs0.4503078276165347
ms0.4323342415985468
da0.4302643573381951
de0.39437984496124034
sk0.39437984496124034
yo0.3830207305034551
sl0.36612576064908725
lt0.36224489795918363
lv0.3482794577685088
az0.3469174503657262
fi0.3154435925520263
tr0.3146929824561403
hu0.26297169811320753
vi0.26122931442080377
hi0.20483460559796438
is0.18086500655307994
eu0.17979002624671916
be0.10071942446043164
uk0.09156976744186046
reliabletrue
passestrue
11
name"Hunter"
dialogue"Dammit. Hold that thought. I have to take this."
detectedLang"en"
heavyLang"en"
scores
en0.8329283110571082
da0.6460746460746462
tl0.6159217877094972
pl0.4869402985074627
sv0.48405253283302063
hr0.4811320754716981
no0.48015122873345933
cs0.461839530332681
yo0.44889779559118237
sk0.4258872651356994
sl0.41983122362869196
lv0.40217391304347827
lt0.3778280542986425
ca0.3341404358353511
sq0.3276283618581907
it0.2948717948717949
ro0.24657534246575344
be0.20289855072463767
tr0.20289855072463767
hu0.19590643274853803
az0.1863905325443787
et0.1863905325443787
is0.1863905325443787
uk0.1863905325443787
vi0.1863905325443787
reliabletrue
passestrue
12
name"Isabella"
dialogue"Ma non se ne può andare! Deve guardare! Per favore!"
detectedLang"it"
heavyLang"it"
scores
it0.8123556581986143
ca0.6277205040091637
ro0.6220930232558138
pt0.602203182374541
fr0.5967741935483871
sq0.5806451612903226
sv0.5695364238410596
sl0.5529573590096286
es0.531700288184438
en0.5075757575757576
hr0.5060790273556232
no0.48494453248811414
lt0.4749596122778676
cs0.4014732965009208
fi0.36893203883495146
yo0.36274509803921573
tr0.34343434343434337
hu0.33537832310838445
tl0.3340163934426229
sk0.3285123966942149
da0.3257261410788381
nl0.32432432432432434
pl0.2476851851851852
lv0.24065420560747666
et0.23529411764705882
eu0.2111650485436893
de0.19753086419753088
vi0.1935483870967742
az0.19154228855721395
ms0.16666666666666666
reliabletrue
passestrue
13
name"Hunter"
dialogue"Stay right here. Don't move. I'll be back in two minutes."
detectedLang"en"
heavyLang"en"
scores
en0.8178032274856845
tl0.6141124586549064
de0.5098039215686274
yo0.4372990353697749
fr0.40978077571669475
sl0.39236111111111116
nl0.3848857644991213
it0.3794326241134752
ro0.37722419928825623
sv0.33586337760910817
lt0.3333333333333333
sq0.317738791423002
ca0.29718875502008035
pl0.29577464788732394
et0.29006085192697767
da0.28716904276985744
no0.28716904276985744
ms0.2768595041322314
hu0.2505353319057816
az0.1935483870967742
cs0.1764705882352941
sk0.1764705882352941
fi0.17061611374407584
es0.1606714628297362
hr0.1606714628297362
pt0.15254237288135594
reliabletrue
passestrue