Run: 2026-05-10-01KR8W331E9HGNV5PXFZ9AF1MT

Run Details

Model:
Gemma 4 31B
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
3m 52s
Cost:
$0.000279
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="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 noticed you were near the town square yesterday evening. Did you see anything unusual around the old mill?" Isabella: "Oh! *Dio mio... mi avete spaventata! Io... io ho visto qualcosa. Era buio, ma ho scattato una foto. C'era un uomo, sembrava trascinare qualcosa di pesante verso il bosco. È stato terribile, sono ancora scossa!*" Hunter: "I'm sorry, I didn't catch a word of that. Do you speak English? I just need to know if you saw the missing person." Isabella: "*Non capisco... non parlo inglese. Per favore, guardate!* (She holds up her camera screen, pointing frantically at a blurred image) *Guardate qui! L'uomo... è scomparso nel nulla!*" Hunter: "Slow down. I don't know what 'guardate' means. Is that a photo? Let me see that." Isabella: "*Sì, sì! È la prova! È successo tutto così velocemente. Ho avuto così paura che non riuscivo nemmeno a gridare.*" Hunter: "Look, I can tell you're upset, but I have no idea what you're telling me. Is there anyone here who can translate? A hotel manager? A teacher?" Isabella: "*Perché non mi capite? È importante! Qualcuno è in pericolo!*" Hunter: (Sighs, rubbing his forehead) "I'm guessing that's a 'no' on the English. Just stay right here. Don't delete anything on that camera, you hear me? Just... stay put." (Hunter's phone rings loudly) Hunter: "Yeah, this is Hunter. What? Another one? Where? I'm on my way. (To Isabella) Look, I have to go. Don't move. I'll be back with someone who actually speaks your language."
created_at"2026-05-10T11:59:17.561Z" 5/10/2026, 11:59:17 AM
model"google/gemma-4-31b-it-20260402"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1276
moderation_latency(null)
generation_time231877
tokens_prompt321
tokens_completion407
native_tokens_prompt318
native_tokens_completion430
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)
usage0.0002786
router(null)
provider_responses
0
endpoint_id"576fca5b-f09c-4bda-b560-9989c39ac3ab"
id"oiXPSYM-zfFMX-9f98c6e71700091a"
is_byokfalse
latency1276
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-1778414357-DrZwySvI1ZRTVqgPyKWr"
session_id(null)
api_type"completions"
id"gen-1778414357-8J7soAQdKBq4KCH0gztE"
upstream_id"oiXPSYM-zfFMX-9f98c6e71700091a"
total_cost0.0002786
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 evening. Did you see anything unusual around the old mill?"
detectedLang"en"
heavyLang"en"
scores
en0.7941916304596387
tl0.576271186440678
it0.4693396226415094
no0.43037974683544306
nl0.41935483870967744
sq0.40476190476190477
da0.3935309973045822
ro0.39271255060728744
pt0.3844049247606019
sv0.38271604938271603
es0.3675333801827126
fr0.36079545454545453
et0.3248312078019505
ca0.29522317932654657
ms0.29467084639498436
cs0.22077922077922074
de0.2112182296231376
sl0.19210053859964096
hr0.18625678119349007
yo0.1773308957952468
lv0.16820702402957485
is0.16123019571295433
sk0.1395793499043977
tr0.12536443148688048
pl0.12280701754385964
fi0.07692307692307693
be0.07216494845360825
hu0.06928645294725957
az0.06542056074766354
lt0.06542056074766354
uk0.06542056074766354
vi0.06542056074766354
reliabletrue
passestrue
1
name"Isabella"
dialogue"Oh! Dio mio... mi avete spaventata! Io... io ho visto qualcosa. Era buio, ma ho scattato una foto. C'era un uomo, sembrava trascinare qualcosa di pesante verso il bosco. È stato terribile, sono ancora scossa!"
detectedLang"it"
heavyLang"it"
scores
it0.7952110901071203
es0.5338831122266045
ca0.5327102803738317
ro0.5213549337260678
pt0.4768611670020121
fr0.4519392917369309
no0.37439846005774785
sk0.3573900148294612
hr0.3522670652715496
de0.3179433368310598
yo0.31758530183727035
ms0.3033226152197213
nl0.30145083288554536
en0.2927094668117519
tl0.2907801418439716
sq0.28295642581356867
sl0.2708917554683118
da0.26345609065155806
cs0.2630385487528345
pl0.2533026995979322
lt0.232132309509746
lv0.21921921921921925
et0.21592279855247284
hu0.18851435705368288
sv0.18851435705368288
az0.1875
fi0.17721518987341772
tr0.1419141914191419
eu0.13333333333333333
vi0.11864406779661016
is0.09659485753995829
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, I didn't catch a word of that. Do you speak English? I just need to know if you saw the missing person."
detectedLang"en"
heavyLang"en"
scores
en0.8213845774821386
tl0.6131270010672358
sv0.5557598039215687
no0.535554131966688
da0.5091401489505755
yo0.46925329428989754
cs0.46808510638297873
hr0.46016381236038717
pt0.452416918429003
it0.43928847641144625
pl0.43928847641144625
sq0.43092621664050235
nl0.42277070063694266
sk0.42000000000000004
de0.41532258064516125
ca0.41437802907915994
is0.41437802907915994
ms0.4134304207119741
et0.4037828947368421
fr0.3787489288774636
ro0.34684684684684686
sl0.31344696969696967
lv0.31279620853080564
lt0.3068833652007648
hu0.2828882294757666
az0.2617107942973524
vi0.2518059855521156
es0.23280423280423282
tr0.22790202342917998
fi0.16281755196304848
be0.0880503144654088
eu0.0880503144654088
uk0.0799492385786802
reliabletrue
passestrue
3
name"Isabella"
dialogue"Non capisco... non parlo inglese. Per favore, guardate! Guardate qui! L'uomo... è scomparso nel nulla!"
detectedLang"it"
heavyLang"it"
scores
it0.7990915443745632
ca0.5302287581699346
es0.5089666951323655
en0.49472759226713536
fr0.45958646616541354
pt0.4529019980970504
ro0.42326980942828485
tl0.4114636642784033
yo0.36743674367436746
et0.3413516609392898
sq0.33755760368663595
sv0.33526011560693636
sl0.32669789227166274
nl0.2758186397984887
de0.27398989898989895
no0.26187419768934533
lt0.23941798941798942
hr0.20689655172413793
sk0.203601108033241
az0.20138888888888887
da0.17739628040057226
fi0.16424418604651161
eu0.1314199395770393
hu0.1043613707165109
pl0.1043613707165109
cs0.0987460815047022
ms0.0987460815047022
lv0.09305993690851734
tr0.09305993690851734
reliabletrue
passestrue
4
name"Hunter"
dialogue"Slow down. I don't know what 'guardate' means. Is that a photo? Let me see that."
detectedLang"en"
heavyLang"en"
scores
en0.8033818324813213
et0.48186528497409326
cs0.46638207043756674
fr0.44320712694877507
tl0.44320712694877507
it0.44071588366890374
hu0.4298745724059293
sl0.4165694282380397
sq0.414519906323185
yo0.3946731234866829
nl0.3849938499384994
ro0.3842364532019704
no0.3796526054590571
pt0.3796526054590571
da0.3654822335025381
ca0.3540051679586563
hr0.3342210386151798
tr0.32523616734143057
es0.31880108991825606
az0.3169398907103825
pl0.3160054719562244
is0.3150684931506849
sk0.2877492877492877
sv0.2867332382310985
ms0.22720247295208654
lt0.2248062015503876
de0.21996879875195008
fi0.2163009404388715
lv0.21011058451816747
vi0.21011058451816747
hi0.1334488734835355
be0.12280701754385964
eu0.12280701754385964
uk0.11190053285968028
reliabletrue
passestrue
5
name"Isabella"
dialogue"Sì, sì! È la prova! È successo tutto così velocemente. Ho avuto così paura che non riuscivo nemmeno a gridare."
detectedLang"it"
heavyLang"it"
scores
it0.8118475358096625
ca0.5571428571428572
pt0.5251225490196079
fr0.5119647355163728
ro0.47881640887693344
es0.46625344352617076
en0.4267751479289941
yo0.4263508512213176
no0.4216417910447761
da0.41154138192862566
cs0.3673469387755102
sv0.3673469387755102
sk0.35737976782752895
hr0.3547044129891757
nl0.32784041630529054
sq0.32432432432432434
tl0.32195975503062113
eu0.2777260018639329
de0.26260704091341575
fi0.22344689378757512
et0.22188755020080322
hu0.22032193158953722
tr0.21479229989868287
lv0.21239837398373984
sl0.2115971515768057
lt0.2083758937691522
pl0.17815482502651114
ms0.17377398720682302
vi0.16576964477933262
is0.08823529411764706
az0.08284023668639054
reliabletrue
passestrue
6
name"Hunter"
dialogue"Look, I can tell you're upset, but I have no idea what you're telling me. Is there anyone here who can translate? A hotel manager? A teacher?"
detectedLang"en"
heavyLang"en"
scores
en0.8059280169371913
tl0.56
no0.5106761565836299
da0.5056920311563811
nl0.5030120481927711
de0.4913686806411837
it0.47250639386189264
ca0.4579500657030223
sq0.4470509383378016
es0.4459368703828072
fr0.4376278118609407
sv0.4372442019099591
pt0.43454420836189167
ms0.4140625
hr0.40130624092888245
ro0.3857036485480268
sk0.3687834736036725
et0.34105431309904155
cs0.3341404358353511
lv0.32098765432098764
hu0.3136439267886855
pl0.3130724396336387
tr0.3125
sl0.3119266055045872
az0.29245283018867924
yo0.28323197219808866
fi0.26796805678793256
lt0.25
is0.21800947867298578
vi0.2112810707456979
eu0.1424116424116424
be0.0782122905027933
uk0.07094594594594594
reliabletrue
passestrue
7
name"Isabella"
dialogue"Perché non mi capite? È importante! Qualcuno è in pericolo!"
detectedLang"it"
heavyLang"it"
scores
it0.8210526315789475
ro0.6981534090909092
fr0.678030303030303
en0.6723207401696222
pt0.6108058608058609
ca0.6082949308755761
es0.6001881467544685
tl0.5345016429353779
yo0.42489851150202973
de0.4225543478260869
sq0.4170096021947874
sl0.36661698956780925
ms0.36472346786248133
sv0.3580060422960725
nl0.34006211180124224
tr0.33176100628930816
no0.3285939968404423
sk0.2975206611570248
hu0.28209459459459457
pl0.27597955706984667
cs0.2735042735042735
hr0.24377224199288253
da0.23423423423423423
eu0.169921875
az0.1650294695481336
fi0.1414141414141414
et0.121900826446281
lt0.121900826446281
lv0.121900826446281
reliabletrue
passestrue
8
name"Hunter"
dialogue"I'm guessing that's a 'no' on the English. Just stay right here. Don't delete anything on that camera, you hear me? Just... stay put."
detectedLang"en"
heavyLang"en"
scores
en0.8125755743651755
tl0.5855614973262032
sq0.4618055555555556
no0.45766270118964314
ms0.41816816816816815
nl0.4159758854559156
fr0.41287878787878796
ro0.3973561430793157
et0.38686708860759494
ca0.38296178343949044
sv0.37449556093623887
da0.3605610561056106
it0.3568464730290456
es0.34042553191489355
hr0.33873720136518776
yo0.3260869565217392
pt0.28439519852262235
fi0.27093132643461904
cs0.2688679245283019
de0.2688679245283019
sl0.24610894941634243
hu0.23645320197044337
is0.22577422577422576
sk0.20918367346938777
pl0.19605809128630705
tr0.16396979503775622
hi0.09778812572759021
lt0.09568261376896149
az0.08284023668639054
eu0.08284023668639054
lv0.08284023668639054
vi0.08284023668639054
reliabletrue
passestrue
9
name"Hunter"
dialogue"Yeah, this is Hunter. What? Another one? Where? I'm on my way. Look, I have to go. Don't move. I'll be back with someone who actually speaks your language."
detectedLang"en"
heavyLang"en"
scores
en0.8261102193686464
tl0.5683930942895086
yo0.40693430656934304
da0.3951612903225807
pl0.39327940261356564
et0.3080198722498226
hr0.30604982206405695
ro0.30604982206405695
no0.3030736240171551
ca0.2945007235890014
cs0.2893586005830903
nl0.2820324005891017
sk0.27238805970149255
lt0.25968109339407747
fr0.2585551330798479
hu0.25742574257425743
ms0.2364917776037588
es0.22248803827751198
sq0.2174959871589085
de0.2060260586319218
is0.1968698517298188
pt0.18682235195996663
sv0.1758241758241758
lv0.15948275862068964
sl0.15584415584415584
it0.15437987857762359
fi0.13333333333333333
tr0.11684782608695651
hi0.07932011331444759
eu0.07407407407407407
be0.06698564593301436
az0.06069364161849711
uk0.06069364161849711
vi0.06069364161849711
reliabletrue
passestrue