Run: 2026-03-09-01KK9Q6MW4FHXB969RF4KXYGF2

Run Details

Model:
GPT-5.4 (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Hindi) in a story
Duration:
40.1s
Cost:
$0.024410
Provider:
OpenAI

Evaluation summary

Score Evaluator
Details Link
57.69% 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="Selvi"> Selvi is a 30-year old college student on a study abroad program. Born in India, she is fluent in Hindi 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 Hindi, 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: Selvi 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 Hindi, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Selvi and Hunter as a voice sheet: Selvi: "..." Hunter: "..."

Model response

AI
Hunter: "Ma'am. Detective Hunter. I need to ask you about what happened at the festival last night." Selvi: "Maine dekha tha... woh aadmi bheed se alag gaya, phir seb ke baag ki taraf. Uske baad sab bahut jaldi hua." Hunter: "I'm sorry, I don't understand. Do you speak English?" Selvi: "Nahin... mujhe angrezi nahin aati. Main bas yeh keh rahi hoon ki kuch bahut bura hua." Hunter: "Right. Okay. Slow down. Your camera— did you take pictures?" Selvi: "Haan, tasveeren li thi. Dekhiye... yahan. Yeh aadmi. Laal jacket. Aur yeh doosra... yeh baad mein gayab ho gaya." Hunter: "Pictures? Let me see. The man in red? Is that who you're talking about?" Selvi: "Haan, haan. Laal jacket wala. Woh baar-baar peeche dekh raha tha. Mujhe ajeeb laga." Hunter: "You saw him near the orchard?" Selvi: "Seb ke pedon ke paas, haan. Phir ek awaaz aayi... jaise koi gira ho, ya kheench liya gaya ho." Hunter: "I caught 'haan,' but that's about it. Orchard, maybe. Did someone get hurt?" Selvi: "Main dar gayi thi. Main chhupi rahi. Phir jab maine dobara dekha, ek aadmi wahan tha hi nahin." Hunter: "Someone disappeared." Selvi: "Haan. Gayab. Bilkul gayab." Hunter: "And you photographed this? Before and after?" Selvi: "Pehle ki tasveer hai. Baad ki bhi hai. Lekin chehra saaf nahin hai. Roshni bahut kam thi." Hunter: "That's still something. Can you show me all of them?" Selvi: "Ji... lekin mera camera sambhalke. Ismein sab kuch hai." Hunter: "I will. Just keep it steady—" Hunter: "Hunter speaking." Hunter: "What? Where?" Hunter: "No, don't touch anything. I'm coming now." Hunter: "I have to go. Stay here. Don't leave. I'll come back for that camera." Selvi: "Aap ja rahe hain? Par meri baat— maine jo dekha—" Hunter: "I know. Stay here." Selvi: "Theek hai... main yahin rahoongi."
created_at"2026-03-09T16:34:36.56Z" 3/9/2026, 4:34:36 PM
model"openai/gpt-5.4-20260305"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency26282
moderation_latency(null)
generation_time40007
tokens_prompt315
tokens_completion758
native_tokens_prompt272
native_tokens_completion1582
native_tokens_completion_images0
native_tokens_reasoning1034
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"
usage0.02441
router(null)
provider_responses
0
endpoint_id"9ff5625c-403f-4d7f-b895-58ac7295062c"
id"resp_0ab533b7ea172e7d0169aef69cb74881968b249ab5c9cd036c"
is_byokfalse
latency284
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-1773074076-9fLSYcEXkxwa8c9i6hr2"
upstream_id"resp_0ab533b7ea172e7d0169aef69cb74881968b249ab5c9cd036c"
total_cost0.02441
cache_discount(null)
upstream_inference_cost0
provider_name"OpenAI"

Evaluation details

Result Evaluator Details Meta Data
57.69% Parse dialogue n/a
dialogue
0
name"Hunter"
dialogue"Ma'am. Detective Hunter. I need to ask you about what happened at the festival last night."
detectedLang"en"
heavyLang"en"
scores
en0.8114849187935035
tl0.6793290577207697
da0.5867768595041323
no0.5865139949109415
fr0.47833065810593905
ca0.47283049472830496
cs0.46852003270645953
it0.45788156797331114
hr0.4458653026427963
ro0.44396920444824634
sq0.4318181818181818
nl0.43032427695004377
sv0.42016057091882253
pt0.4003690036900369
sl0.4003690036900369
yo0.3838862559241706
et0.38154138915318747
es0.35707220573689413
pl0.33264887063655035
sk0.33127572016460904
de0.3271221532091097
ms0.3271221532091097
lt0.3107104984093319
lv0.27616926503340755
az0.21780986762936222
hu0.1709183673469388
tr0.16559691912708602
be0.09722222222222222
fi0.08835904628330996
is0.08835904628330996
uk0.08835904628330996
vi0.08835904628330996
reliabletrue
passestrue
1
name"Selvi"
dialogue"Maine dekha tha... woh aadmi bheed se alag gaya, phir seb ke baag ki taraf. Uske baad sab bahut jaldi hua."
detectedLang"ms"
heavyLang"is"
scores
ms0.3805309734513274
ro0.33014354066985646
sq0.3230174081237911
tr0.31906614785992216
fr0.31170108161258603
yo0.3055555555555556
sl0.2893401015228426
fi0.27461139896373055
et0.25611052072263546
cs0.2545260915867945
tl0.21700223713646533
en0.18887601390498263
az0.1822429906542056
de0.17355371900826447
hr0.15966386554621848
es0.1566265060240964
hu0.14738124238733252
pt0.1452991452991453
eu0.1315136476426799
it0.12170639899623588
ca0.12060301507537688
is0.11838790931989925
da0.11616161616161616
lv0.1116751269035533
sv0.10941475826972011
no0.0967741935483871
reliablefalse
passesfalse
2
name"Hunter"
dialogue"I'm sorry, I don't understand. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.7994652406417112
no0.5828698553948832
da0.5772266065388951
tl0.5300751879699248
sv0.5288944723618091
cs0.5161290322580645
pl0.4806094182825485
hr0.4688385269121813
sk0.438622754491018
de0.4140625
pt0.40570522979397783
sq0.4009584664536741
ro0.3862520458265139
it0.3644067796610169
nl0.3218806509945751
vi0.3169398907103825
yo0.3055555555555556
ca0.2690058479532163
is0.267578125
sl0.24242424242424243
ms0.1610738255033557
be0.15730337078651685
tr0.15730337078651685
hu0.1515837104072398
az0.14383561643835618
et0.14383561643835618
lt0.14383561643835618
lv0.14383561643835618
uk0.14383561643835618
reliabletrue
passestrue
3
name"Selvi"
dialogue"Nahin... mujhe angrezi nahin aati. Main bas yeh keh rahi hoon ki kuch bahut bura hua."
detectedLang"az"
heavyLang"ber"
scores
az0.3546195652173913
tl0.3271954674220963
fr0.29629629629629634
de0.24722662440570525
sl0.24363057324840762
eu0.23633440514469453
hu0.2030201342281879
yo0.19217687074829934
ro0.1810344827586207
sq0.1810344827586207
tr0.17962003454231434
ms0.1739130434782609
en0.17247386759581881
no0.16520210896309317
da0.15630550621669628
reliablefalse
passesfalse
4
name"Hunter"
dialogue"Right. Okay. Slow down. Your camera— did you take pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.779040404040404
tl0.6858168761220825
fr0.4942196531791907
ro0.4696969696969697
ca0.4372990353697749
de0.38380281690140844
it0.3110236220472441
sv0.3055555555555556
ms0.3
nl0.29718875502008035
da0.29435483870967744
no0.29435483870967744
es0.22048997772828507
et0.21875
lv0.19168591224018475
cs0.1822429906542056
sl0.1822429906542056
yo0.17452830188679244
reliabletrue
passestrue
5
name"Selvi"
dialogue"Haan, tasveeren li thi. Dekhiye... yahan. Yeh aadmi. Laal jacket. Aur yeh doosra... yeh baad mein gayab ho gaya."
detectedLang"tl"
heavyLang"ber"
scores
tl0.4024856596558317
ca0.33226495726495725
ro0.29298642533936653
de0.2889647326507395
ms0.27578215527230593
no0.2664319248826291
cs0.23218673218673216
it0.23218673218673216
en0.22166874221668745
vi0.19871794871794873
nl0.17654808959156787
sv0.16555407209612816
da0.15081521739130435
sk0.15081521739130435
eu0.14500683994528044
hr0.1391184573002755
tr0.1270949720670391
fi0.12342215988779803
es0.11347517730496455
lt0.10586552217453504
pl0.10586552217453504
reliablefalse
passesfalse
6
name"Hunter"
dialogue"Pictures? Let me see. The man in red? Is that who you're talking about?"
detectedLang"en"
heavyLang"en"
scores
en0.8310209889718961
nl0.6144480519480521
tl0.6064623032311516
sv0.489247311827957
no0.47973713033954
fr0.4762954796030871
da0.4757174392935982
sl0.47045707915273133
de0.4662921348314607
et0.43317422434367536
yo0.39873417721518983
ro0.3823146944083225
ms0.33286516853932585
it0.3233618233618234
sq0.32239657631954355
lv0.28678678678678676
es0.2813918305597579
ca0.26356589147286824
is0.2554858934169279
pt0.250788643533123
hu0.2448330683624801
cs0.1908006814310051
lt0.16520210896309317
az0.15026833631484796
pl0.15026833631484796
fi0.13636363636363635
hr0.13636363636363635
reliabletrue
passestrue
7
name"Selvi"
dialogue"Haan, haan. Laal jacket wala. Woh baar-baar peeche dekh raha tha. Mujhe ajeeb laga."
detectedLang"tl"
heavyLang"de"
scores
tl0.442257217847769
en0.2951907131011609
et0.24911660777385158
sv0.22586520947176683
sq0.21586715867158673
is0.2085661080074488
no0.2085661080074488
ro0.19811320754716982
reliablefalse
passesfalse
8
name"Hunter"
dialogue"You saw him near the orchard?"
detectedLang"en"
heavyLang"en"
scores
en0.8108108108108109
tl0.6128318584070797
ms0.5042492917847025
no0.49275362318840576
nl0.4760479041916168
fr0.4664634146341463
yo0.3794326241134752
cs0.308300395256917
da0.308300395256917
sq0.308300395256917
sv0.308300395256917
de0.3
reliabletrue
passestrue
9
name"Selvi"
dialogue"Seb ke pedon ke paas, haan. Phir ek awaaz aayi... jaise koi gira ho, ya kheench liya gaya ho."
detectedLang"tl"
heavyLang"en"
scores
tl0.35424354243542433
ms0.3137254901960784
tr0.29340511440107675
cs0.284741144414169
en0.26573426573426573
yo0.24892703862660948
ca0.18604651162790697
es0.18604651162790697
no0.17452830188679244
sk0.17452830188679244
az0.1719242902208202
fr0.1719242902208202
it0.16798732171156894
fi0.16666666666666666
nl0.16
et0.12935323383084577
reliablefalse
passesfalse
10
name"Hunter"
dialogue"I caught 'haan,' but that's about it. Orchard, maybe. Did someone get hurt?"
detectedLang"en"
heavyLang"en"
scores
en0.797077922077922
tl0.39320388349514557
sq0.3902439024390244
no0.3055555555555556
fr0.24585218702865763
is0.24585218702865763
yo0.24585218702865763
lv0.2295839753466872
da0.21752738654147105
hr0.21752738654147105
ca0.2163009404388715
sv0.2163009404388715
pl0.20127795527156547
it0.18699186991869918
cs0.17355371900826447
fi0.17355371900826447
ro0.15254237288135594
es0.13494809688581316
pt0.13494809688581316
de0.13043478260869565
nl0.13043478260869565
sk0.12587412587412586
be0.12280701754385964
tr0.12280701754385964
hu0.11816578483245149
az0.11190053285968028
et0.11190053285968028
lt0.11190053285968028
uk0.11190053285968028
vi0.11190053285968028
reliabletrue
passestrue
11
name"Selvi"
dialogue"Main dar gayi thi. Main chhupi rahi. Phir jab maine dobara dekha, ek aadmi wahan tha hi nahin."
detectedLang"tl"
heavyLang"tl"
scores
tl0.4755244755244755
ro0.38461538461538464
fr0.33035714285714285
en0.30394431554524365
fi0.29494712103407755
ms0.28825622775800713
de0.2727272727272727
ca0.21568627450980393
et0.21363040629095675
vi0.2052980132450331
eu0.19678714859437751
lt0.17355371900826447
yo0.17241379310344826
sq0.16317991631799164
tr0.15730337078651685
hr0.14285714285714285
nl0.14285714285714285
sv0.14285714285714285
es0.1341991341991342
pt0.1341991341991342
lv0.12790697674418602
reliablefalse
passesfalse
12
name"Hunter"
dialogue"Someone disappeared."
detectedLang"en"
heavyLang"en"
scores
en0.781021897810219
eu0.4809688581314879
nl0.4117647058823529
ms0.3951612903225807
it0.3670886075949367
es0.34210526315789475
pt0.34210526315789475
fr0.33920704845814975
reliabletrue
passestrue
13
name"Selvi"
dialogue"Haan. Gayab. Bilkul gayab."
detectedLang""
heavyLang"id"
scores
reliablefalse
passesfalse
14
name"Hunter"
dialogue"And you photographed this? Before and after?"
detectedLang"en"
heavyLang"en"
scores
en0.8214285714285714
tl0.6169916434540389
da0.5338983050847458
fr0.5233968804159446
no0.49168207024029575
sv0.4318181818181818
yo0.2647058823529412
cs0.22096317280453256
hi0.21875
hu0.21652421652421652
reliabletrue
passestrue
15
name"Selvi"
dialogue"Pehle ki tasveer hai. Baad ki bhi hai. Lekin chehra saaf nahin hai. Roshni bahut kam thi."
detectedLang"vi"
heavyLang"de"
scores
vi0.37275985663082434
eu0.358974358974359
tl0.3055555555555556
sl0.3018617021276596
sq0.25426136363636365
az0.2290748898678414
hu0.1873065015479876
nl0.1822429906542056
yo0.17711598746081506
tr0.16534181240063595
it0.16
fi0.1518578352180937
lv0.1449511400651466
is0.1435562805872757
cs0.13651315789473684
de0.13651315789473684
lt0.12353923205342236
sk0.12353923205342236
reliablefalse
passesfalse
16
name"Hunter"
dialogue"That's still something. Can you show me all of them?"
detectedLang"en"
heavyLang"en"
scores
en0.8280943025540274
tl0.5752427184466019
sq0.5302013422818792
no0.5035460992907801
nl0.5028409090909091
pt0.40978077571669475
is0.4006849315068493
de0.38811188811188807
it0.3848857644991213
sv0.38271604938271603
et0.3433395872420263
es0.33962264150943394
ms0.31640625
yo0.24406047516198706
fr0.20634920634920634
da0.2009132420091324
sl0.2009132420091324
cs0.1822429906542056
az0.18032786885245902
ca0.18032786885245902
tr0.18032786885245902
fi0.1764705882352941
hr0.1606714628297362
lt0.1606714628297362
lv0.1606714628297362
reliabletrue
passestrue
17
name"Selvi"
dialogue"Ji... lekin mera camera sambhalke. Ismein sab kuch hai."
detectedLang"sv"
heavyLang"de"
scores
sv0.4363929146537842
it0.42434210526315785
ro0.3996569468267582
sl0.36823104693140796
is0.3433395872420263
ms0.3230174081237911
vi0.30966469428007887
eu0.29577464788732394
tl0.29577464788732394
hu0.2827868852459016
lt0.24406047516198706
cs0.2273730684326711
ca0.22566371681415928
es0.22048997772828507
fi0.21171171171171171
en0.1784037558685446
fr0.1784037558685446
nl0.1784037558685446
no0.1764705882352941
de0.17061611374407584
reliablefalse
passesfalse
18
name"Hunter"
dialogue"I will. Just keep it steady—"
detectedLang"en"
heavyLang"en"
scores
en0.8284313725490196
sv0.5783132530120482
tl0.5668316831683169
sq0.5569620253164557
ca0.5512820512820513
ro0.5454545454545454
et0.4852941176470589
yo0.48224852071005914
lv0.45987654320987653
no0.453125
da0.44267515923566875
hr0.44267515923566875
pl0.4186046511627907
it0.396551724137931
de0.37722419928825623
cs0.375
sk0.29149797570850206
be0.2857142857142857
tr0.2857142857142857
hu0.2768595041322314
az0.2647058823529412
is0.2647058823529412
lt0.2647058823529412
uk0.2647058823529412
vi0.2647058823529412
reliabletrue
passestrue
19
name"Hunter"
dialogue"Hunter speaking."
detectedLang"en"
heavyLang"en"
scores
en0.7950819672131147
tl0.7539370078740157
de0.5733788395904437
nl0.5689655172413793
no0.5674740484429065
ms0.5387453874538745
fr0.5335820895522388
sv0.5300751879699248
pt0.5173745173745175
lt0.410377358490566
da0.3961352657004831
is0.36224489795918363
it0.33510638297872336
ca0.3206521739130435
ro0.3206521739130435
sl0.3206521739130435
sq0.3206521739130435
tr0.3206521739130435
reliabletrue
passestrue
20
name"Hunter"
dialogue"What? Where?"
detectedLang"en"
heavyLang"en"
scores
en0.8511904761904762
de0.5098039215686274
sq0.5098039215686274
reliabletrue
passestrue
21
name"Hunter"
dialogue"No, don't touch anything. I'm coming now."
detectedLang"en"
heavyLang"en"
scores
en0.8148148148148148
tl0.49238578680203043
fr0.4809688581314879
es0.44237918215613387
pt0.4360902255639098
ca0.43289224952741023
it0.3670886075949367
no0.3630573248407643
lv0.30394431554524365
hr0.2518703241895262
sq0.25
ro0.24623115577889448
nl0.23857868020304565
sk0.23273657289002556
tr0.22680412371134018
da0.21671018276762402
ms0.20634920634920634
pl0.2
de0.19786096256684493
reliabletrue
passestrue
22
name"Hunter"
dialogue"I have to go. Stay here. Don't leave. I'll come back for that camera."
detectedLang"en"
heavyLang"en"
scores
en0.8159376353399741
tl0.5889748549323017
da0.5636550308008214
it0.5058139534883721
no0.49223416965352446
pl0.46473551637279603
yo0.41460055096418735
hr0.375
ro0.3684992570579495
ca0.3609022556390977
cs0.35703479576399394
sq0.3550834597875569
sv0.3410852713178295
sk0.32432432432432434
lv0.30327868852459017
lt0.28209459459459457
sl0.2216117216117216
es0.18893129770992365
pt0.16829745596868884
fr0.15169660678642716
nl0.15169660678642716
de0.1448692152917505
ms0.1448692152917505
be0.1414141414141414
tr0.1414141414141414
hu0.1361788617886179
az0.1290983606557377
et0.1290983606557377
is0.1290983606557377
uk0.1290983606557377
vi0.1290983606557377
reliabletrue
passestrue
23
name"Selvi"
dialogue"Aap ja rahe hain? Par meri baat— maine jo dekha—"
detectedLang"lv"
heavyLang"fi"
scores
lv0.6129032258064515
fi0.5867768595041323
et0.5844875346260388
fr0.5398773006134969
da0.47826086956521735
de0.4392523364485981
eu0.42528735632183906
ca0.39759036144578314
sl0.38271604938271603
sq0.3617021276595745
sv0.358974358974359
yo0.3576017130620985
en0.35205183585313177
ro0.3288590604026846
lt0.2682926829268293
sk0.21875
tl0.21465968586387435
pl0.21052631578947367
no0.20634920634920634
reliabletrue
passesfalse
24
name"Hunter"
dialogue"I know. Stay here."
detectedLang"en"
heavyLang"en"
scores
en0.8248686514886164
sq0.7005988023952096
no0.5918367346938775
da0.5815899581589958
hr0.5815899581589958
ca0.5798319327731093
sv0.5798319327731093
pl0.5575221238938053
it0.5348837209302325
cs0.5121951219512195
ro0.47368421052631576
yo0.46524064171123
tl0.42857142857142855
sk0.4186046511627907
be0.4117647058823529
tr0.4117647058823529
hu0.40119760479041916
az0.38650306748466257
et0.38650306748466257
is0.38650306748466257
lt0.38650306748466257
lv0.38650306748466257
uk0.38650306748466257
vi0.38650306748466257
reliabletrue
passestrue
25
name"Selvi"
dialogue"Theek hai... main yahin rahoongi."
detectedLang"vi"
heavyLang"fi"
scores
vi0.4109947643979057
tl0.3679775280898876
fi0.3571428571428572
nl0.3181818181818182
it0.30769230769230765
en0.3055555555555556
fr0.281150159744409
de0.25742574257425743
reliablefalse
passesfalse