Run: 2026-03-18-01KM07ZVD0Z5GJJTM1GRTNHTSR

Run Details

Model:
GPT-5.4 Mini
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
2.7s
Cost:
$0.002309
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="Melanie"> Melanie is a 30-year old college student on a study abroad program. Born in Germany, she is fluent in German 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 German, 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: Melanie 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 German, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Melanie and Hunter as a voice sheet: Melanie: "..." Hunter: "..."

Model response

AI
Melanie: "Entschuldigung... ich verstehe nicht. Ich habe nur die Fotos angesehen." Hunter: "Ma’am, I’m asking about the apple festival last night. Did you see anything unusual?" Melanie: "Ich war dort, ja... aber ich wollte nur die Lichter und die Bäume fotografieren. Dann... war da etwas Seltsames." Hunter: "Something strange? What kind of strange?" Melanie: "Ich weiß nicht... Menschen gingen weg, als ob sie gerufen wurden. Und dann wurde es still. Sehr still." Hunter: "Can you tell me who was there? Anyone in particular?" Melanie: "Ich kenne die Namen nicht. Ich kenne niemanden hier. Ich bin nur mit meiner Kamera unterwegs." Hunter: "You’re in town on the study abroad program, right? You were near the north tents?" Melanie: "Ja... ja, dort. Ich habe die roten Äpfel fotografiert. Dann sah ich einen Mann am Rand. Er schaute nicht wie die anderen." Hunter: "What did he look like?" Melanie: "Groß. Dunkle Jacke. Ich glaube... er hat mich gesehen." Hunter: "Did he say anything to you?" Melanie: "Nein. Aber ich fühlte mich... nicht gut. Als ob etwas falsch war." Hunter: "You’re shaken. Did someone threaten you?" Melanie: "Ich habe niemanden bedrohen sehen. Aber ich wollte gehen. Schnell." Hunter: "All right. I need you to stay available if I have more questions." Melanie: "Bitte... ich möchte nur meine Bilder machen und wieder nach Hause." Hunter: "I hear you. Just stay calm and—" Melanie: "Was?" Hunter: "Hold on." Hunter: "This is Hunter." Hunter: "Yes." Hunter: "No, I’m with a witness now." Hunter: "What do you mean, another one’s gone missing?" Hunter: "Dammit. All right. I’m on my way." Hunter: "I’ve got to go. Don’t leave town, okay?" Melanie: "Ich gehe nirgendwo hin... ich weiß nicht einmal, wohin ich gehen soll." Hunter: "Stay put. I’ll come back."
created_at"2026-03-18T10:31:17.169Z" 3/18/2026, 10:31:17 AM
model"openai/gpt-5.4-mini-20260317"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency369
moderation_latency(null)
generation_time2166
tokens_prompt319
tokens_completion480
native_tokens_prompt271
native_tokens_completion468
native_tokens_completion_images0
native_tokens_reasoning0
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"
usage0.00230925
router(null)
provider_responses
0
endpoint_id"9ee065b2-3d1c-43bc-bdd7-28af3b148282"
id"resp_01e7cc416ba404e90169ba7ef54140819798c001bcd670c7ef"
is_byokfalse
latency196
model_permaslug"openai/gpt-5.4-mini-20260317"
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-1773829877-54EtQlC3yGbQEmt5u9m0"
upstream_id"resp_01e7cc416ba404e90169ba7ef54140819798c001bcd670c7ef"
total_cost0.00230925
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"Melanie"
dialogue"Entschuldigung... ich verstehe nicht. Ich habe nur die Fotos angesehen."
detectedLang"de"
heavyLang"de"
scores
de0.8226950354609929
nl0.6239113222486145
es0.3632707774798928
sk0.35020519835841313
lt0.31654676258992803
ms0.30858806404657935
fr0.30453879941434847
pt0.302496328928047
it0.29629629629629634
en0.2952522255192878
ca0.28892215568862273
no0.2824773413897281
ro0.27811550151975684
sv0.27811550151975684
pl0.26810477657935283
cs0.2601246105919003
lv0.22003284072249588
hr0.21746293245469525
sl0.21746293245469525
sq0.20435510887772196
az0.19898819561551434
eu0.19491525423728812
fi0.15630550621669628
yo0.15630550621669628
tl0.14721723518850988
hu0.1316270566727605
tr0.12844036697247707
is0.12361623616236161
et0.1171003717472119
da0.11048689138576778
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma’am, I’m asking about the apple festival last night. Did you see anything unusual?"
detectedLang"en"
heavyLang"en"
scores
en0.7869802317655078
tl0.6277546158427635
fr0.4765494137353434
nl0.4551002615518745
et0.4313011828935396
no0.41424554826616683
es0.39729990356798456
ms0.39729990356798456
de0.3756243756243756
pt0.35831622176591377
sv0.3530020703933748
da0.35165975103734437
sq0.33011789924973206
it0.31015452538631344
cs0.29775280898876405
ca0.24789410348977134
hr0.2433414043583535
sl0.23029556650246305
yo0.22456575682382132
lt0.1677762982689747
az0.15881561238223418
ro0.15881561238223418
sk0.15881561238223418
is0.10201149425287356
hu0.09682080924855492
fi0.09156976744186046
lv0.09156976744186046
pl0.09156976744186046
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich war dort, ja... aber ich wollte nur die Lichter und die Bäume fotografieren. Dann... war da etwas Seltsames."
detectedLang"de"
heavyLang"de"
scores
de0.8133771275007465
nl0.5243531202435312
ca0.44146559428060766
et0.4228993536472761
da0.3896484375
no0.388454011741683
pl0.37810945273631835
en0.36289500509684
ro0.35699588477366256
sl0.35233160621761656
sk0.3509865005192108
tr0.33932346723044393
pt0.3372216330858961
yo0.33581296493092455
es0.29775280898876405
hr0.28977272727272724
lv0.27494199535962877
it0.2724097788125727
eu0.2690058479532163
sq0.251497005988024
sv0.23594132029339854
az0.20886075949367086
ms0.2028061224489796
fi0.19665809768637532
tl0.19041450777202074
cs0.17654808959156787
fr0.1710875331564987
lt0.1677762982689747
vi0.09156976744186046
reliabletrue
passestrue
3
name"Hunter"
dialogue"Something strange? What kind of strange?"
detectedLang"en"
heavyLang"en"
scores
en0.8242530755711776
nl0.6491228070175439
tl0.6330275229357798
de0.6240601503759399
no0.5867768595041323
da0.494949494949495
is0.43820224719101125
fr0.42857142857142855
ms0.41348973607038125
yo0.3610223642172524
hr0.3079584775086505
sk0.3055555555555556
sl0.3055555555555556
cs0.29328621908127206
it0.29328621908127206
es0.2805755395683453
pl0.2805755395683453
pt0.2805755395683453
ro0.2727272727272727
sv0.2647058823529412
lv0.25925925925925924
lt0.250936329588015
az0.2277992277992278
et0.2277992277992278
sq0.2277992277992278
tr0.2277992277992278
reliabletrue
passestrue
4
name"Melanie"
dialogue"Ich weiß nicht... Menschen gingen weg, als ob sie gerufen wurden. Und dann wurde es still. Sehr still."
detectedLang"de"
heavyLang"de"
scores
de0.8374512353706112
nl0.6677299308878256
sv0.48003327787021627
da0.43845462713387245
no0.3955512572533849
es0.3343982960596379
ca0.3040089086859688
pl0.2664319248826291
en0.23406862745098037
lv0.23029556650246305
tr0.2264851485148515
lt0.20178799489144317
sl0.19562419562419564
is0.1883116883116883
sk0.16555407209612816
hu0.14030261348005504
cs0.13793103448275862
et0.13434903047091412
pt0.11847672778561354
sq0.10714285714285714
tl0.10714285714285714
hr0.09682080924855492
it0.09682080924855492
reliabletrue
passestrue
5
name"Hunter"
dialogue"Can you tell me who was there? Anyone in particular?"
detectedLang"en"
heavyLang"en"
scores
en0.8298492950899368
nl0.6004566210045662
de0.5995423340961099
tl0.5630461922596754
es0.5125348189415042
pt0.5028409090909091
ca0.49201741654571846
it0.48377581120943947
az0.47839046199701935
sl0.4688922610015175
ro0.46808510638297873
ms0.4615384615384615
sq0.45987654320987653
fr0.45054945054945056
tr0.40170940170940167
yo0.4006849315068493
sv0.34210526315789475
et0.32038834951456313
no0.317738791423002
pl0.3055555555555556
cs0.28716904276985744
eu0.18604651162790697
da0.1764705882352941
fi0.1764705882352941
lt0.1764705882352941
lv0.17061611374407584
hr0.1606714628297362
hu0.15254237288135594
sk0.15254237288135594
reliabletrue
passestrue
6
name"Melanie"
dialogue"Ich kenne die Namen nicht. Ich kenne niemanden hier. Ich bin nur mit meiner Kamera unterwegs."
detectedLang"de"
heavyLang"de"
scores
de0.8181216931216932
nl0.6815286624203821
no0.5229835212489159
sv0.504950495049505
da0.5036101083032491
fr0.4421906693711968
tr0.4335736354273944
ms0.3742889647326508
hu0.3436754176610978
is0.3251533742331288
sk0.3251533742331288
sl0.3159203980099502
es0.31335830212234705
en0.2939666238767651
pl0.29032258064516125
cs0.2434662998624484
ca0.2403314917127072
it0.21875
hr0.21763869132290184
fi0.21316165951359084
tl0.20634920634920634
et0.13793103448275862
yo0.13793103448275862
sq0.12698412698412698
pt0.11575562700964631
ro0.11575562700964631
reliabletrue
passestrue
7
name"Hunter"
dialogue"You’re in town on the study abroad program, right? You were near the north tents?"
detectedLang"en"
heavyLang"en"
scores
en0.8150638870208473
tl0.6507936507936508
fr0.5238095238095238
cs0.4516450648055832
nl0.44889779559118237
no0.4472361809045226
ms0.4335736354273944
ro0.4324045407636739
sv0.416135881104034
it0.40796555435952636
sk0.4066882416396979
pl0.40476190476190477
sq0.39560439560439564
de0.394273127753304
da0.38820912124582874
sl0.38478747203579416
yo0.38478747203579416
hr0.36342592592592593
ca0.3559718969555035
pt0.3159203980099502
lv0.3055555555555556
et0.28292046936114734
es0.2231638418079096
fi0.21428571428571427
tr0.21428571428571427
lt0.2109038737446198
hu0.20634920634920634
az0.13249211356466878
hi0.13249211356466878
eu0.10277324632952692
reliabletrue
passestrue
8
name"Melanie"
dialogue"Ja... ja, dort. Ich habe die roten Äpfel fotografiert. Dann sah ich einen Mann am Rand. Er schaute nicht wie die anderen."
detectedLang"de"
heavyLang"de"
scores
de0.8203285420944558
nl0.6399176954732511
no0.5480955455132344
da0.4644223412394797
ro0.3848857644991213
ca0.37275985663082434
fi0.3613138686131387
pl0.3607305936073059
sv0.3464052287581699
sk0.325626204238921
eu0.30624380574826565
sl0.29364278506559033
et0.2827868852459016
is0.25925925925925924
lv0.25293489861259333
cs0.2505353319057816
tr0.2391304347826087
sq0.23076923076923078
es0.22394678492239467
fr0.19632606199770378
yo0.18887601390498263
ms0.1850989522700815
en0.1784037558685446
hr0.16367980884109917
it0.15254237288135594
lt0.15254237288135594
pt0.1484184914841849
hi0.11054637865311309
az0.077733860342556
reliabletrue
passestrue
9
name"Hunter"
dialogue"What did he look like?"
detectedLang"en"
heavyLang"en"
scores
en0.8466257668711656
no0.5
yo0.44933920704845814
ca0.4212962962962963
fi0.4212962962962963
es0.40191387559808617
tl0.375
reliabletrue
passestrue
10
name"Melanie"
dialogue"Groß. Dunkle Jacke. Ich glaube... er hat mich gesehen."
detectedLang"de"
heavyLang"de"
scores
de0.7993119266055045
da0.328214971209213
is0.3230174081237911
no0.32038834951456313
nl0.2886178861788618
sk0.26160337552742613
eu0.24731182795698922
pl0.24731182795698922
en0.2222222222222222
tl0.2222222222222222
fi0.2009132420091324
hu0.2009132420091324
tr0.1822429906542056
reliabletrue
passestrue
11
name"Hunter"
dialogue"Did he say anything to you?"
detectedLang"en"
heavyLang"en"
scores
en0.8367346938775511
tl0.6850393700787402
yo0.5444191343963554
cs0.511002444987775
pl0.40298507462686567
sk0.39759036144578314
lv0.37888198757763975
sl0.37694704049844235
hr0.3670886075949367
no0.35275080906148865
da0.34210526315789475
lt0.34210526315789475
sq0.3333333333333333
ca0.3127147766323024
fi0.3127147766323024
es0.29577464788732394
ms0.2805755395683453
reliabletrue
passestrue
12
name"Melanie"
dialogue"Nein. Aber ich fühlte mich... nicht gut. Als ob etwas falsch war."
detectedLang"de"
heavyLang"de"
scores
de0.8442973919813157
nl0.4186046511627907
ca0.3333333333333333
sl0.2753623188405797
sk0.2366412213740458
en0.23076923076923078
pl0.22330097087378642
cs0.2
da0.15611814345991562
es0.15611814345991562
it0.15611814345991562
pt0.15611814345991562
ro0.15611814345991562
reliabletrue
passestrue
13
name"Hunter"
dialogue"You’re shaken. Did someone threaten you?"
detectedLang"en"
heavyLang"en"
scores
en0.808673469387755
tl0.4809688581314879
nl0.45155393053016457
no0.39148073022312374
sv0.3723849372384937
eu0.3103448275862069
de0.27007299270072993
da0.21875
cs0.20634920634920634
es0.20634920634920634
pt0.20634920634920634
reliabletrue
passestrue
14
name"Melanie"
dialogue"Ich habe niemanden bedrohen sehen. Aber ich wollte gehen. Schnell."
detectedLang"de"
heavyLang"de"
scores
de0.8124706985466479
nl0.5209580838323353
no0.453551912568306
sq0.45054945054945056
sv0.4497936726272352
da0.4318181818181818
pl0.36
fi0.2920353982300885
en0.2687385740402194
sk0.2366412213740458
tr0.23224568138195778
eu0.22330097087378642
hu0.20634920634920634
et0.18032786885245902
fr0.17012448132780084
is0.17012448132780084
es0.16666666666666666
pt0.15254237288135594
reliabletrue
passestrue
15
name"Hunter"
dialogue"All right. I need you to stay available if I have more questions."
detectedLang"en"
heavyLang"en"
scores
en0.8364126250962279
tl0.6291448516579408
fr0.6171171171171171
da0.5219347581552306
it0.4946492271105826
no0.49101796407185627
ca0.47466007416563655
hr0.4393139841688654
cs0.42489851150202973
sv0.42176870748299317
yo0.4121715076071923
et0.40559440559440557
pl0.380466472303207
sl0.32965299684542587
sq0.3264659270998415
sk0.32432432432432434
lv0.30327868852459017
es0.29983525535420097
pt0.2904841402337229
lt0.28209459459459457
az0.2772108843537415
de0.25569176882662
ro0.17475728155339806
be0.1414141414141414
tr0.1414141414141414
hu0.1361788617886179
is0.1290983606557377
uk0.1290983606557377
vi0.1290983606557377
reliabletrue
passestrue
16
name"Melanie"
dialogue"Bitte... ich möchte nur meine Bilder machen und wieder nach Hause."
detectedLang"de"
heavyLang"de"
scores
de0.8392282958199357
no0.6107266435986158
nl0.5557749259624877
da0.46236559139784944
sv0.4485294117647059
fr0.4367959949937422
en0.3835616438356164
pl0.3430656934306569
et0.31297709923664124
is0.267100977198697
pt0.24623115577889448
sk0.21602787456445993
az0.21328671328671328
eu0.18625678119349007
tr0.18330308529945552
ms0.1818181818181818
fi0.14448669201520914
it0.14285714285714285
tl0.14285714285714285
ru0.1412213740458015
es0.13793103448275862
lv0.13793103448275862
reliabletrue
passestrue
17
name"Hunter"
dialogue"I hear you. Just stay calm and—"
detectedLang"en"
heavyLang"en"
scores
en0.8083242059145673
tl0.6013667425968109
sv0.5783132530120482
ca0.5512820512820513
yo0.515235457063712
cs0.5111731843575419
et0.4852941176470589
no0.453125
da0.44267515923566875
hr0.44267515923566875
sq0.4336569579288026
pl0.4186046511627907
it0.396551724137931
ro0.33962264150943394
sk0.29149797570850206
be0.2857142857142857
tr0.2857142857142857
hu0.2768595041322314
az0.2647058823529412
is0.2647058823529412
lt0.2647058823529412
lv0.2647058823529412
uk0.2647058823529412
vi0.2647058823529412
reliabletrue
passestrue
18
name"Melanie"
dialogue"Was?"
detectedLang"en"
heavyLang"en"
scores
en0.8571428571428571
nl0.8427672955974843
de0.8263888888888888
yo0.7767857142857143
reliablefalse
passestrue
19
name"Hunter"
dialogue"Hold on."
detectedLang"en"
heavyLang"da"
scores
en0.8245614035087719
et0.7549019607843137
fi0.75
da0.691358024691358
fr0.6855345911949685
ca0.6644295302013423
hr0.6376811594202898
hi0.6268656716417911
pl0.6268656716417911
tl0.6268656716417911
cs0.6
sk0.6
yo0.6
reliablefalse
passestrue
20
name"Hunter"
dialogue"This is Hunter."
detectedLang"en"
heavyLang"en"
scores
en0.8366013071895425
nl0.6894409937888198
tl0.6254681647940075
hu0.6062992125984252
yo0.5454545454545454
is0.4791666666666667
de0.46808510638297873
da0.45054945054945056
no0.43820224719101125
fr0.4186046511627907
sv0.4117647058823529
it0.38650306748466257
pt0.38650306748466257
ca0.3710691823899371
ms0.3710691823899371
ro0.3710691823899371
sl0.3710691823899371
sq0.3710691823899371
tr0.3710691823899371
reliabletrue
passestrue
21
name"Hunter"
dialogue"Yes."
detectedLang"en"
heavyLang"ber"
scores
en0.8076923076923077
reliablefalse
passestrue
22
name"Hunter"
dialogue"No, I’m with a witness now."
detectedLang"en"
heavyLang"en"
scores
en0.8144712430426716
tl0.7198879551820728
pt0.5815899581589958
lv0.5798319327731093
ca0.5753715498938429
es0.5735607675906184
sk0.5249406175771971
hr0.5157384987893463
cs0.5085995085995086
it0.5061728395061729
pl0.47368421052631576
no0.4550408719346049
tr0.4520547945205479
hu0.43820224719101125
da0.42363112391930835
de0.4152046783625731
ms0.41348973607038125
ro0.41002949852507375
yo0.3730407523510972
fr0.36908517350157727
sl0.3103448275862069
lt0.2907801418439716
is0.2727272727272727
sq0.2647058823529412
az0.25925925925925924
eu0.25925925925925924
nl0.25925925925925924
vi0.25925925925925924
et0.23954372623574144
fi0.23954372623574144
sv0.23954372623574144
reliabletrue
passestrue
23
name"Hunter"
dialogue"What do you mean, another one’s gone missing?"
detectedLang"en"
heavyLang"en"
scores
en0.8144399460188934
tl0.582701062215478
nl0.5
pt0.4455645161290322
da0.4410569105691057
cs0.434156378600823
is0.3559718969555035
pl0.34210526315789475
sk0.32432432432432434
hr0.3037974683544304
sl0.3037974683544304
sq0.298469387755102
vi0.28756476683937826
ms0.2857142857142857
es0.26666666666666666
sv0.25876010781671155
no0.23184357541899442
fi0.22096317280453256
yo0.22096317280453256
ca0.207492795389049
de0.207492795389049
fr0.207492795389049
az0.19117647058823528
et0.19117647058823528
it0.19117647058823528
reliabletrue
passestrue
24
name"Hunter"
dialogue"Dammit. All right. I’m on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8145400593471809
tl0.7200447928331467
et0.49186991869918695
sv0.43438914027149317
fr0.42263279445727486
pl0.4131455399061033
cs0.39172749391727496
sk0.39172749391727496
no0.3842364532019704
fi0.375
yo0.3734335839598998
de0.3686868686868687
ca0.28366762177650434
hr0.26035502958579887
hi0.251497005988024
da0.22839506172839508
it0.22360248447204967
sq0.22360248447204967
reliabletrue
passestrue
25
name"Hunter"
dialogue"I’ve got to go. Don’t leave town, okay?"
detectedLang"en"
heavyLang"en"
scores
en0.8165443629086058
tl0.6545226130653266
pl0.46911196911196906
yo0.4376278118609407
sk0.32432432432432434
cs0.3226600985221675
lv0.30730478589420657
sl0.3055555555555556
hr0.2966751918158568
no0.2838541666666667
da0.2744063324538259
lt0.2744063324538259
reliabletrue
passestrue
26
name"Melanie"
dialogue"Ich gehe nirgendwo hin... ich weiß nicht einmal, wohin ich gehen soll."
detectedLang"de"
heavyLang"de"
scores
de0.7991493383742911
nl0.4501940491591203
is0.32
sk0.22586520947176683
eu0.21296296296296297
pl0.21296296296296297
cs0.1904761904761905
da0.18269230769230768
fi0.17153996101364524
it0.15
ms0.15
no0.15
reliabletrue
passestrue
27
name"Hunter"
dialogue"Stay put. I’ll come back."
detectedLang"en"
heavyLang"en"
scores
en0.8235294117647058
tl0.5714285714285714
it0.5192307692307693
hr0.4545454545454546
reliabletrue
passestrue