Run: 2026-03-09-01KKAC6YQ2P1B0Z2EM2KNN4MF1

Run Details

Model:
GPT-5.4 (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
10.2s
Cost:
$0.007672
Provider:
OpenAI

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

Model response

AI
Hunter: "Ma'am? Sorry to bother you. I'm Detective Hunter. I was hoping to ask you about what happened near Main Street last night." Maria: "Yo... lo vi un poco. No todo. Fue muy rápido, y después... después alguien desapareció. Fue horrible." Hunter: "I'm sorry, I didn't catch that. Do you speak English?" Maria: "No... no hablo inglés. Lo siento." Hunter: "Right. Okay. Did you see someone? A person? A car?" Maria: "Sí, una persona... creo. Estaba corriendo. Y luego... no sé. Todo fue confuso. Tengo miedo." Hunter: "You saw a person running?" Maria: "Sí, sí, corriendo. Cerca de la calle. Había ruido, y una sombra... Dios mío, esa sombra..." Hunter: "A shadow?" Maria: "Sí. No sé explicarlo. Parecía que alguien seguía al otro. Yo estaba tomando fotos, y entonces escuché algo... como un grito." Hunter: "You were taking pictures?" Maria: "Sí, con mi cámara. Siempre tengo mi cámara. Pero mis manos estaban temblando. No sé si salió bien la foto." Hunter: "You have photos of it?" Maria: "Tal vez. No estoy segura. No he querido mirar mucho. Me pone muy nerviosa." Hunter: "I... okay. I really need someone who speaks Spanish." Maria: "Quiero ayudar, pero no entiendo. Lo siento. Estoy muy asustada." Hunter: "It's alright. You're okay. Just—" Hunter: "Damn. Hunter." Hunter: "Yeah. I'm on my way." Hunter: "I have to go. Stay here, alright?" Maria: "¿Qué? ¿Se va? Espere, no entiendo..." Hunter: "I'll come back. Don't leave." Maria: "Está bien... creo. Aquí estaré."
created_at"2026-03-09T22:41:46.732Z" 3/9/2026, 10:41:46 PM
model"openai/gpt-5.4-20260305"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4343
moderation_latency(null)
generation_time10100
tokens_prompt317
tokens_completion548
native_tokens_prompt267
native_tokens_completion467
native_tokens_completion_images0
native_tokens_reasoning64
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"completed"
usage0.0076725
router(null)
provider_responses
0
endpoint_id"9ff5625c-403f-4d7f-b895-58ac7295062c"
id"resp_05e7d479ca95cc590169af4caacc008197856b46795957275a"
is_byokfalse
latency182
model_permaslug"openai/gpt-5.4-20260305"
provider_name"OpenAI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.0; linux; x64))"
http_referer(null)
api_type"completions"
id"gen-1773096106-r7tLgxGJUaQM3KdYaAns"
upstream_id"resp_05e7d479ca95cc590169af4caacc008197856b46795957275a"
total_cost0.0076725
cache_discount(null)
upstream_inference_cost0
provider_name"OpenAI"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Hunter"
dialogue"Ma'am? Sorry to bother you. I'm Detective Hunter. I was hoping to ask you about what happened near Main Street last night."
detectedLang"en"
heavyLang"en"
scores
en0.7957620628031656
tl0.62756052141527
da0.464524765729585
fr0.44328462073764785
no0.4378074490513001
nl0.41605839416058393
de0.3916349809885932
it0.3911719939117199
ro0.36507936507936506
cs0.357429718875502
sv0.34210526315789475
pt0.3349958437240233
yo0.32489451476793246
hr0.32260795935647757
ca0.32030586236193714
sq0.30131004366812225
pl0.28825622775800713
sl0.28507596067917784
sk0.26605504587155965
et0.2516370439663237
lv0.23371647509578544
lt0.2202729044834308
es0.18200408997955012
ms0.14621131270010673
tr0.13885898815931108
is0.13232104121475055
be0.08045977011494253
hu0.07727797001153403
az0.07300115874855156
uk0.07300115874855156
vi0.07300115874855156
reliabletrue
passestrue
1
name"Maria"
dialogue"Yo... lo vi un poco. No todo. Fue muy rápido, y después... después alguien desapareció. Fue horrible."
detectedLang"es"
heavyLang"es"
scores
es0.8114393463230674
ca0.6577296063890474
pt0.6231155778894472
it0.4893617021276596
fr0.42857142857142855
en0.38524590163934425
yo0.35965848452508004
tl0.34210526315789475
lv0.33184855233853006
vi0.3250843644544432
eu0.3127147766323024
ro0.2998833138856476
no0.2709599027946537
pl0.23076923076923078
sk0.2277992277992278
tr0.21568627450980393
da0.19137466307277629
sv0.1880920162381597
et0.1452991452991453
hr0.14407988587731813
hu0.14163090128755365
ms0.1137370753323486
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, I didn't catch that. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.808282208588957
tl0.584717607973422
hr0.4688385269121813
cs0.4573082489146165
sv0.44526627218934917
it0.4360902255639098
pl0.41770186335403725
pt0.40570522979397783
sq0.4009584664536741
no0.37707641196013286
da0.36006825938566556
sk0.35233160621761656
vi0.3169398907103825
yo0.3055555555555556
ro0.30167597765363136
de0.2816091954022989
ca0.2690058479532163
sl0.24242424242424243
fr0.19527896995708155
ms0.1610738255033557
be0.15730337078651685
tr0.15730337078651685
hu0.1515837104072398
az0.14383561643835618
et0.14383561643835618
is0.14383561643835618
lt0.14383561643835618
lv0.14383561643835618
uk0.14383561643835618
reliabletrue
passestrue
3
name"Maria"
dialogue"No... no hablo inglés. Lo siento."
detectedLang"es"
heavyLang"es"
scores
es0.8180163785259327
pt0.6884735202492211
it0.6774193548387096
ca0.6031746031746031
lt0.5121951219512195
sk0.49238578680203043
tl0.48186528497409326
tr0.453551912568306
yo0.4065281899109792
lv0.3957703927492447
en0.34210526315789475
hu0.33993399339933994
hr0.33554817275747506
no0.3265993265993266
cs0.3197278911564626
vi0.3127147766323024
fr0.3055555555555556
et0.2779783393501805
pl0.2727272727272727
reliabletrue
passestrue
4
name"Hunter"
dialogue"Right. Okay. Did you see someone? A person? A car?"
detectedLang"en"
heavyLang"en"
scores
en0.8103666245259167
tl0.6644295302013423
fr0.5714285714285714
pt0.5426829268292682
no0.5016611295681063
es0.4983277591973244
da0.494949494949495
et0.49324324324324326
de0.4889267461669506
cs0.4727592267135325
sv0.43396226415094336
ca0.4296577946768061
ro0.4263862332695985
sq0.4230769230769231
hu0.42196531791907516
it0.4152046783625731
is0.4106090373280943
yo0.39148073022312374
sk0.38650306748466257
hr0.3630573248407643
pl0.35344827586206895
lt0.33920704845814975
ms0.3348115299334811
lv0.3258426966292135
nl0.3258426966292135
tr0.32432432432432434
az0.3006993006993007
sl0.23076923076923078
eu0.1891891891891892
vi0.1891891891891892
fi0.17355371900826447
reliabletrue
passestrue
5
name"Maria"
dialogue"Sí, una persona... creo. Estaba corriendo. Y luego... no sé. Todo fue confuso. Tengo miedo."
detectedLang"es"
heavyLang"es"
scores
es0.8174023499523658
ca0.629271437782076
it0.6037215713301172
pt0.5772058823529411
tl0.4549763033175355
fr0.4534220532319392
en0.44498069498069504
eu0.3539325842696629
is0.33983926521239954
ro0.33139534883720934
lv0.3282710280373832
pl0.2936117936117936
yo0.28924598269468477
nl0.27490542244640603
ms0.2483660130718954
no0.23333333333333334
hr0.21768707482993196
tr0.21232876712328766
sq0.20907840440165062
sk0.20689655172413793
hu0.1958041958041958
vi0.14561664190193166
sv0.1314199395770393
da0.11809815950920245
de0.11538461538461538
lt0.11128284389489954
az0.09305993690851734
cs0.09305993690851734
et0.09305993690851734
reliabletrue
passestrue
6
name"Hunter"
dialogue"You saw a person running?"
detectedLang"en"
heavyLang"en"
scores
en0.8148148148148148
tl0.735249621785174
sv0.6765249537892791
da0.6679316888045541
no0.6666666666666666
is0.645748987854251
pt0.6136865342163355
cs0.6058558558558559
nl0.5939675174013921
ms0.5892018779342723
ca0.5635910224438903
ro0.5603015075376884
es0.5569620253164557
sq0.5569620253164557
hu0.5558375634517766
de0.5489690721649484
it0.5489690721649484
fr0.5345744680851064
sk0.5192307692307693
hr0.4942196531791907
pl0.48377581120943947
lt0.46808510638297873
lv0.453125
tr0.4514106583072101
az0.42434210526315785
et0.41077441077441074
yo0.40476190476190477
sl0.33962264150943394
eu0.2857142857142857
vi0.2857142857142857
fi0.2647058823529412
reliabletrue
passestrue
7
name"Maria"
dialogue"Sí, sí, corriendo. Cerca de la calle. Había ruido, y una sombra... Dios mío, esa sombra..."
detectedLang"es"
heavyLang"es"
scores
es0.8043964232488823
it0.6469401479488904
ca0.6313202247191011
pt0.58984375
fr0.5646766169154229
ro0.5218579234972678
tl0.4312026002166848
yo0.38882421420256114
no0.33375634517766495
en0.3286445012787723
nl0.3
de0.2905405405405405
sq0.2866847826086956
da0.2647058823529412
vi0.25742574257425743
sv0.1784037558685446
fi0.1732283464566929
pl0.16666666666666666
sk0.16134185303514376
tr0.15730337078651685
hu0.15594855305466235
sl0.1449511400651466
et0.13793103448275862
lv0.13651315789473684
eu0.11764705882352942
az0.10714285714285714
ms0.10714285714285714
reliabletrue
passestrue
8
name"Hunter"
dialogue"A shadow?"
detectedLang"hu"
heavyLang"en"
scores
hu0.6753246753246753
pt0.6511627906976745
ro0.6495327102803737
ca0.6445497630331753
en0.6411483253588517
cs0.6376811594202898
es0.6376811594202898
sk0.6341463414634145
it0.625
yo0.6134020618556701
fr0.609375
hr0.5989304812834225
pl0.5833333333333334
sl0.5454545454545454
lt0.5222929936305732
tr0.506578947368421
is0.5
da0.4897959183673469
sq0.4897959183673469
tl0.4897959183673469
az0.4827586206896552
eu0.4827586206896552
lv0.4827586206896552
nl0.4827586206896552
no0.4827586206896552
vi0.4827586206896552
de0.471830985915493
et0.45652173913043476
fi0.45652173913043476
ms0.45652173913043476
sv0.45652173913043476
reliabletrue
passestrue
9
name"Maria"
dialogue"Sí. No sé explicarlo. Parecía que alguien seguía al otro. Yo estaba tomando fotos, y entonces escuché algo... como un grito."
detectedLang"es"
heavyLang"es"
scores
es0.8117469879518071
ca0.6938418474457663
pt0.6857040229885057
it0.6006389776357828
fr0.5651093439363817
lv0.44373808010171645
tl0.42091330244870945
en0.4186046511627907
ro0.4006849315068493
yo0.3315508021390375
nl0.3126472898664572
pl0.2744610281923715
lt0.26593959731543626
eu0.2591024555461473
sv0.23647469458987785
sk0.22771403353927622
et0.22566371681415928
cs0.21875
da0.20742753623188404
de0.1898148148148148
hr0.1610738255033557
tr0.15295256534365925
no0.15130940834141612
sl0.1362290227048371
is0.12324649298597196
vi0.10071942446043164
ms0.09886714727085479
fi0.08568443051201673
sq0.06716417910447761
az0.06316916488222697
reliabletrue
passestrue
10
name"Hunter"
dialogue"You were taking pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.815595363540569
tl0.7018739352640544
fr0.6004566210045662
nl0.49856733524355296
ca0.49275362318840576
et0.4912790697674419
no0.47447447447447455
de0.4648318042813456
ro0.4648318042813456
sv0.4496855345911949
pl0.37722419928825623
tr0.32950191570881227
lv0.3217054263565891
fi0.3137254901960784
cs0.308300395256917
da0.29149797570850206
is0.2886178861788618
pt0.2886178861788618
sk0.2886178861788618
sl0.2886178861788618
sq0.2886178861788618
reliabletrue
passestrue
11
name"Maria"
dialogue"Sí, con mi cámara. Siempre tengo mi cámara. Pero mis manos estaban temblando. No sé si salió bien la foto."
detectedLang"es"
heavyLang"es"
scores
es0.8035660320338471
it0.6529631607047517
tl0.6072507552870091
ca0.5929868503443957
pt0.5669553630912725
fr0.46764946764946763
yo0.45240101095197977
ro0.4058500914076782
lv0.36893203883495146
sk0.36336924583741426
ms0.3557978196233895
no0.34673366834170855
hu0.31216931216931215
sl0.3010752688172043
cs0.2857142857142857
hr0.268018018018018
tr0.26719278466741825
is0.2638731596828992
eu0.2562929061784897
pl0.2494226327944573
vi0.24855491329479767
sq0.2388758782201405
en0.2316784869976359
et0.2261904761904762
lt0.18648310387984982
nl0.17721518987341772
fi0.10344827586206896
da0.09722222222222222
de0.08835904628330996
reliabletrue
passestrue
12
name"Hunter"
dialogue"You have photos of it?"
detectedLang"en"
heavyLang"en"
scores
en0.8402555910543131
tl0.6993987975951904
nl0.5677233429394812
yo0.5575221238938053
fr0.5481927710843374
lv0.511400651465798
de0.506578947368421
da0.494949494949495
no0.38524590163934425
is0.3723849372384937
sq0.3644067796610169
es0.34782608695652173
lt0.34782608695652173
pt0.34782608695652173
cs0.34210526315789475
hi0.33920704845814975
ca0.3212669683257918
reliabletrue
passestrue
13
name"Maria"
dialogue"Tal vez. No estoy segura. No he querido mirar mucho. Me pone muy nerviosa."
detectedLang"es"
heavyLang"es"
scores
es0.7987117552334944
pt0.6943765281173594
ca0.6282527881040892
it0.4939271255060729
sq0.4298745724059293
en0.3954050785973398
et0.34469200524246396
yo0.284692417739628
sk0.27641099855282203
no0.2732558139534884
fi0.2492492492492493
tl0.2366412213740458
da0.23430321592649314
sv0.23430321592649314
lv0.20760697305863707
hr0.16805324459234608
eu0.1624790619765494
fr0.1539763113367174
sl0.14965986394557826
tr0.14965986394557826
ms0.14383561643835618
nl0.14383561643835618
ro0.14383561643835618
pl0.13043478260869565
reliabletrue
passestrue
14
name"Hunter"
dialogue"I... okay. I really need someone who speaks Spanish."
detectedLang"en"
heavyLang"en"
scores
en0.8056994818652848
tl0.6005326231691078
et0.53198127925117
no0.4863013698630137
sq0.4863013698630137
da0.4727592267135325
ro0.4495412844036697
sv0.42084942084942084
ca0.4117647058823529
hr0.402390438247012
pl0.39148073022312374
it0.3877551020408163
cs0.358974358974359
pt0.35064935064935066
es0.3492407809110629
de0.33184855233853006
nl0.31662870159453305
sk0.31662870159453305
hu0.3150684931506849
az0.29577464788732394
lt0.29577464788732394
lv0.29577464788732394
yo0.2248062015503876
be0.1891891891891892
tr0.1891891891891892
is0.17355371900826447
sl0.17355371900826447
uk0.17355371900826447
vi0.17355371900826447
ms0.16434540389972147
reliabletrue
passestrue
15
name"Maria"
dialogue"Quiero ayudar, pero no entiendo. Lo siento. Estoy muy asustada."
detectedLang"es"
heavyLang"es"
scores
es0.8158756137479541
pt0.6769562096195262
ca0.5614035087719298
it0.5486459378134404
et0.45520581113801456
tl0.4360902255639098
lt0.3181818181818182
en0.3023255813953488
sk0.30124223602484473
no0.27652733118971057
tr0.267100977198697
pl0.2647058823529412
fr0.26350245499181674
yo0.23339011925042585
lv0.225473321858864
hr0.18330308529945552
cs0.17279411764705882
fi0.16820702402957485
vi0.16820702402957485
nl0.14611005692599618
sl0.14611005692599618
de0.14285714285714285
sv0.14285714285714285
reliabletrue
passestrue
16
name"Hunter"
dialogue"It's alright. You're okay. Just—"
detectedLang"en"
heavyLang"en"
scores
en0.7679045092838196
tl0.5406824146981627
et0.36823104693140796
sv0.36823104693140796
ca0.3055555555555556
da0.29718875502008035
de0.29718875502008035
fr0.29718875502008035
no0.29718875502008035
yo0.29718875502008035
reliabletrue
passestrue
17
name"Hunter"
dialogue"Damn. Hunter."
detectedLang"en"
heavyLang"de"
scores
en0.7023809523809523
de0.5398773006134969
da0.5222929936305732
no0.5098039215686274
fr0.4897959183673469
sv0.4827586206896552
tl0.471830985915493
it0.45652173913043476
nl0.45652173913043476
pt0.45652173913043476
ca0.44029850746268656
ms0.44029850746268656
ro0.44029850746268656
sl0.44029850746268656
sq0.44029850746268656
tr0.44029850746268656
reliabletrue
passestrue
18
name"Hunter"
dialogue"Yeah. I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.7964169381107492
pl0.584717607973422
cs0.5629370629370629
sk0.5629370629370629
tl0.5614035087719298
et0.5519713261648745
fi0.5454545454545454
fr0.4658119658119659
ca0.44196428571428575
hr0.4131455399061033
hi0.40191387559808617
yo0.375
reliabletrue
passestrue
19
name"Hunter"
dialogue"I have to go. Stay here, alright?"
detectedLang"en"
heavyLang"en"
scores
en0.8153277931671283
da0.6987951807228916
yo0.6521739130434783
pl0.648506151142355
tl0.6303142329020333
no0.6212121212121212
hr0.5604395604395604
cs0.5412844036697247
sq0.5391705069124424
sk0.504950495049505
lv0.4805194805194805
lt0.4550408719346049
ca0.40828402366863903
sv0.40828402366863903
sl0.37694704049844235
it0.36507936507936506
ro0.3103448275862069
de0.27007299270072993
fr0.27007299270072993
be0.25925925925925924
tr0.25925925925925924
hu0.250936329588015
az0.23954372623574144
et0.23954372623574144
is0.23954372623574144
uk0.23954372623574144
vi0.23954372623574144
reliabletrue
passestrue
20
name"Maria"
dialogue"¿Qué? ¿Se va? Espere, no entiendo..."
detectedLang"es"
heavyLang"es"
scores
es0.8065348237317282
pt0.7201492537313433
ca0.7198007471980075
it0.7137404580152671
fr0.6243739565943239
ro0.5982142857142857
en0.5517928286852589
no0.5202558635394456
hr0.5098039215686274
yo0.46428571428571425
fi0.4617224880382775
tl0.40318302387267907
cs0.3767313019390581
sl0.3697478991596639
lv0.3679775280898876
sq0.33234421364985167
eu0.3161094224924012
da0.2902208201892744
sk0.2879746835443038
tr0.281150159744409
sv0.27652733118971057
et0.2549668874172185
nl0.2549668874172185
pl0.25
reliabletrue
passestrue
21
name"Hunter"
dialogue"I'll come back. Don't leave."
detectedLang"en"
heavyLang"en"
scores
en0.8013620885357549
it0.4807121661721069
tl0.36363636363636365
reliabletrue
passestrue
22
name"Maria"
dialogue"Está bien... creo. Aquí estaré."
detectedLang"es"
heavyLang"es"
scores
es0.8136067101584343
ca0.741267787839586
pt0.6621621621621622
fr0.5475113122171946
cs0.4520547945205479
eu0.3610223642172524
en0.3150684931506849
sk0.2779783393501805
reliabletrue
passestrue