Run: 2026-03-18-01KM09VFR3B4NQ2KZ24RNF037M

Run Details

Model:
GPT-5.4 Mini (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Hindi) in a story
Duration:
6.6s
Cost:
$0.003642
Provider:
OpenAI

Evaluation summary

Score Evaluator
Details Link
60.00% 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="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
Selvi: "Mujhe maaf kijiye... main abhi bhi kaanp rahi hoon. Us raat maine kuch dekha tha—festival ke paas, apple orchard ke kone mein." Hunter: "I’m sorry, I don’t speak Hindi. Slow down... can you tell me what you saw at the festival?" Selvi: "Woh aadmi... andhere mein tha. Uske haath mein kuch tha. Phir ek aurat ne chhupkar dekha... aur phir achanak sab gayab ho gaya." Hunter: "Wait—an man, a woman, and then they disappeared? You’re saying you saw the missing person?" Selvi: "Haan... ya shayad unmein se koi. Main pakki nahin hoon. Sab kuch bahut tezi se hua. Mujhe bas camera uthana tha... par mere haath kaanp rahe the." Hunter: "Your camera. Did you take a picture?" Selvi: "Nahin... nahin le paayi. Main darr gayi thi. Lekin mujhe us gaadi ki awaz yaad hai... kaale rang ki, shayad." Hunter: "A black car. That helps. Can you remember anything else? A license plate? A face? Anything at all?" Selvi: "Chehra nahin... bas unka coat. Aur ek laal scarf. Aur... woh bahut gusse mein lag rahe the." Hunter: "Okay. Black car, red scarf, angry behavior. That’s something." Selvi: "Mujhe afsos hai ki main zyada madad nahin kar pa rahi." Hunter: "No, you’re helping. I just wish I understood you better." Selvi: "Main bhi." Hunter: "Hold on—sorry, I’ve got a call." Selvi: "..."
created_at"2026-03-18T11:03:51.313Z" 3/18/2026, 11:03:51 AM
model"openai/gpt-5.4-mini-20260317"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency5920
moderation_latency(null)
generation_time6398
tokens_prompt315
tokens_completion624
native_tokens_prompt272
native_tokens_completion764
native_tokens_completion_images0
native_tokens_reasoning364
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"
usage0.003642
router(null)
provider_responses
0
endpoint_id"9ee065b2-3d1c-43bc-bdd7-28af3b148282"
id"resp_0a406d707496c2fd0169ba86976020819780f1f683b3c3e04d"
is_byokfalse
latency251
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-1773831831-YfbSBkNpnezIDuT67HbK"
upstream_id"resp_0a406d707496c2fd0169ba86976020819780f1f683b3c3e04d"
total_cost0.003642
cache_discount(null)
upstream_inference_cost0
provider_name"OpenAI"

Evaluation details

Result Evaluator Details Meta Data
60.00% Parse dialogue n/a
dialogue
0
name"Selvi"
dialogue"Mujhe maaf kijiye... main abhi bhi kaanp rahi hoon. Us raat maine kuch dekha tha—festival ke paas, apple orchard ke kone mein."
detectedLang"de"
heavyLang"vi"
scores
de0.4877726371447455
en0.4850498338870432
fr0.4805630026809652
tl0.41287878787878796
es0.3459915611814346
no0.31838170624450307
nl0.3011722272317403
ms0.29159049360146255
cs0.27230046948356806
da0.2702448210922787
et0.2688679245283019
ca0.26609848484848486
it0.26609848484848486
pt0.26260704091341575
ro0.25480769230769235
sq0.24168297455968688
fi0.22577422577422576
hr0.20594262295081966
sv0.19855222337125128
sl0.1943866943866944
lv0.16306695464362853
lt0.13984461709211987
az0.13213885778275478
sk0.13213885778275478
yo0.10196987253765932
hu0.07957244655581948
pl0.07517899761336516
reliablefalse
passesfalse
1
name"Hunter"
dialogue"I’m sorry, I don’t speak Hindi. Slow down... can you tell me what you saw at the festival?"
detectedLang"en"
heavyLang"en"
scores
en0.7907949790794979
tl0.7098646034816248
no0.5283018867924528
it0.49790794979079495
da0.4910941475826972
sq0.49022939677145283
ms0.42363112391930835
ca0.41234084231145934
pt0.39332659251769464
et0.3839835728952772
cs0.3814432989690722
nl0.3704092339979014
fr0.3670886075949367
hr0.3617021276595745
sv0.3576017130620985
es0.3220338983050847
sl0.3142857142857143
az0.3006993006993007
ro0.25742574257425743
yo0.24433249370277077
sk0.24050632911392408
lt0.23954372623574144
pl0.23954372623574144
is0.21156373193166886
tr0.19678714859437751
fi0.18699186991869918
hu0.18256130790190736
lv0.17355371900826447
hi0.11504424778761062
be0.1044776119402985
de0.1044776119402985
uk0.09502262443438914
vi0.09502262443438914
reliabletrue
passestrue
2
name"Selvi"
dialogue"Woh aadmi... andhere mein tha. Uske haath mein kuch tha. Phir ek aurat ne chhupkar dekha... aur phir achanak sab gayab ho gaya."
detectedLang"sq"
heavyLang"vi"
scores
sq0.35152057245080504
tr0.32932469935245146
fr0.32052483598875353
ro0.29406037000973706
ms0.28641732283464566
ca0.28075396825396826
de0.21875
hr0.21366594360086769
tl0.21281216069489683
it0.21109902067464634
cs0.2059145673603505
no0.20417124039517012
hu0.1997792494481236
en0.15501165501165504
sl0.15005861664712777
lt0.13277511961722488
sk0.13277511961722488
lv0.12439613526570048
nl0.12121212121212122
pt0.12121212121212122
eu0.12014563106796115
fi0.1082410824108241
reliablefalse
passesfalse
3
name"Hunter"
dialogue"Wait—an man, a woman, and then they disappeared? You’re saying you saw the missing person?"
detectedLang"en"
heavyLang"en"
scores
en0.818630295995357
tl0.58249832999332
nl0.5214395099540582
ms0.4967793880837359
no0.47742474916387956
da0.47523089840470195
sv0.45934256055363326
de0.4584055459272097
fr0.44836716681376876
yo0.4013409961685824
ro0.3902439024390244
sq0.37122736418511065
it0.3686868686868687
is0.36612576064908725
pt0.3543388429752066
cs0.35233160621761656
tr0.33510638297872336
eu0.3336886993603412
ca0.3228602383531961
lv0.28815489749430523
lt0.284077892325315
hr0.279123414071511
fi0.26122931442080377
es0.26035502958579887
hu0.259478672985782
az0.2368742368742369
sk0.23218673218673216
et0.23029556650246305
vi0.22263681592039805
pl0.20785804816223066
sl0.12587412587412586
reliabletrue
passestrue
4
name"Selvi"
dialogue"Haan... ya shayad unmein se koi. Main pakki nahin hoon. Sab kuch bahut tezi se hua. Mujhe bas camera uthana tha... par mere haath kaanp rahe the."
detectedLang"tl"
heavyLang"en"
scores
tl0.4392523364485981
fr0.4027869940278699
da0.3557623478883321
sq0.31402439024390244
yo0.30769230769230765
en0.28514694201747415
ms0.27999999999999997
es0.27942353883106485
sv0.2736077481840194
ro0.23599320882852293
it0.22077922077922074
nl0.2077464788732394
ca0.18032786885245902
fi0.17279411764705882
no0.15887850467289721
lv0.14691943127962084
de0.14285714285714285
eu0.14040114613180515
cs0.13127413127413126
hr0.1287512100677638
sl0.12790697674418602
pt0.11678115799803727
az0.10802775024777006
tr0.10536779324055667
et0.09729187562688066
is0.0778688524590164
reliablefalse
passesfalse
5
name"Hunter"
dialogue"Your camera. Did you take a picture?"
detectedLang"en"
heavyLang"en"
scores
en0.8
tl0.7043363994743759
ro0.625
it0.6212121212121212
fr0.5754716981132075
sl0.5243128964059197
ca0.5140388768898488
es0.506578947368421
ms0.4863013698630137
cs0.4827586206896552
de0.4827586206896552
hr0.46808510638297873
yo0.4578313253012048
hu0.4094488188976378
nl0.3935309973045822
sv0.39189189189189183
sq0.3885869565217392
pt0.3835616438356164
sk0.36619718309859156
pl0.3181818181818182
lt0.267100977198697
tr0.2549668874172185
is0.25
da0.24242424242424243
az0.23728813559322032
eu0.23728813559322032
lv0.23728813559322032
no0.23728813559322032
vi0.23728813559322032
et0.21875
fi0.21875
reliabletrue
passestrue
6
name"Selvi"
dialogue"Nahin... nahin le paayi. Main darr gayi thi. Lekin mujhe us gaadi ki awaz yaad hai... kaale rang ki, shayad."
detectedLang"tl"
heavyLang"tl"
scores
tl0.45980985306828004
fr0.36612576064908725
et0.35367114788004134
vi0.3329775880469584
eu0.31991294885745375
sl0.30167597765363136
it0.2816091954022989
yo0.2732558139534884
hu0.259478672985782
en0.2460796139927624
es0.2368742368742369
de0.2128463476070529
az0.1997439180537772
ro0.15426251691474965
tr0.14266117969821673
fi0.13073713490959665
is0.12342215988779803
ca0.10714285714285714
pt0.10714285714285714
reliablefalse
passesfalse
7
name"Hunter"
dialogue"A black car. That helps. Can you remember anything else? A license plate? A face? Anything at all?"
detectedLang"en"
heavyLang"en"
scores
en0.8109174613613944
tl0.6428571428571429
fr0.5889921372408864
no0.5440126883425853
da0.49024822695035464
ro0.45856873822975514
nl0.4554924242424242
de0.43405511811023617
pt0.4289970208540219
it0.4186046511627907
sk0.4150559511698881
ca0.4010416666666667
sq0.3947368421052632
ms0.39345991561181426
sv0.3863393810032017
es0.37904967602591794
hu0.36674008810572684
yo0.3488108720271801
et0.33371958285052145
cs0.3290548424737456
sl0.3251173708920188
hr0.30303030303030304
is0.2848258706467662
tr0.2703045685279188
pl0.2219215155615697
fi0.21981004070556312
az0.203601108033241
lt0.19692737430167598
lv0.18785310734463279
eu0.10852713178294573
vi0.10852713178294573
reliabletrue
passestrue
8
name"Selvi"
dialogue"Chehra nahin... bas unka coat. Aur ek laal scarf. Aur... woh bahut gusse mein lag rahe the."
detectedLang"tl"
heavyLang"de"
scores
tl0.38953488372093026
fr0.375
en0.33290978398983484
nl0.3320610687022901
de0.2778541953232462
no0.26880222841225626
ro0.2584745762711864
sq0.2584745762711864
ms0.2532005689900427
sv0.2456896551724138
eu0.21875
et0.20212765957446807
tr0.1758241758241758
yo0.16930379746835442
it0.1435562805872757
da0.12935323383084577
reliablefalse
passesfalse
9
name"Hunter"
dialogue"Okay. Black car, red scarf, angry behavior. That’s something."
detectedLang"en"
heavyLang"en"
scores
en0.765625
tl0.5426829268292682
da0.41709844559585496
fr0.3910690121786198
de0.35064935064935066
it0.29467084639498436
nl0.29467084639498436
no0.2822966507177033
es0.2647058823529412
eu0.2398648648648649
sq0.1818181818181818
sv0.15572232645403375
ms0.14772727272727273
pt0.14772727272727273
ro0.14772727272727273
hr0.14285714285714285
sl0.14285714285714285
reliabletrue
passestrue
10
name"Selvi"
dialogue"Mujhe afsos hai ki main zyada madad nahin kar pa rahi."
detectedLang"tl"
heavyLang"tl"
scores
tl0.55995599559956
sl0.5343422584400466
tr0.441340782122905
az0.41944847605224966
yo0.35064935064935066
vi0.28186714542190305
eu0.2687385740402194
hu0.23224568138195778
et0.21875
hr0.2125984251968504
lv0.20948616600790515
sq0.20948616600790515
sv0.2079207920792079
it0.2
en0.19839679358717435
fr0.18032786885245902
lt0.17184265010351968
de0.16317991631799164
reliablefalse
passesfalse
11
name"Hunter"
dialogue"No, you’re helping. I just wish I understood you better."
detectedLang"en"
heavyLang"en"
scores
en0.8110831234256928
no0.6355685131195336
sv0.6272365805168987
da0.5837957824639289
tl0.5519713261648745
ca0.4827586206896552
nl0.4710860366713681
de0.4335347432024169
pl0.42660550458715596
cs0.41588785046728977
it0.4140625
sk0.40191387559808617
hr0.3902439024390244
et0.38524590163934425
pt0.3567753001715266
lv0.3409490333919156
ro0.3169398907103825
tr0.2964352720450282
fr0.2829827915869981
es0.267578125
sq0.2632612966601179
fi0.20886075949367086
yo0.1883116883116883
ms0.17218543046357618
be0.15730337078651685
hu0.1515837104072398
az0.14383561643835618
is0.14383561643835618
lt0.14383561643835618
uk0.14383561643835618
vi0.14383561643835618
reliabletrue
passestrue
12
name"Selvi"
dialogue"Main bhi."
detectedLang"en"
heavyLang"la"
scores
en0.6644295302013423
fr0.6376811594202898
de0.609375
reliablefalse
passestrue
13
name"Hunter"
dialogue"Hold on—sorry, I’ve got a call."
detectedLang"en"
heavyLang"en"
scores
en0.8094834885690093
tl0.612736660929432
pt0.5161290322580645
ca0.5108695652173912
fr0.5011086474501109
it0.5
et0.49095022624434387
fi0.4863013698630137
cs0.4791666666666667
sk0.47674418604651164
hr0.47058823529411764
yo0.4630071599045346
pl0.45652173913043476
da0.4498777506112469
hu0.4094488188976378
ro0.3818681318681319
es0.3697478991596639
sl0.2857142857142857
hi0.27184466019417475
lt0.267100977198697
tr0.2549668874172185
is0.25
sq0.24242424242424243
az0.23728813559322032
eu0.23728813559322032
lv0.23728813559322032
nl0.23728813559322032
no0.23728813559322032
vi0.23728813559322032
de0.22945205479452058
ms0.21875
sv0.21875
reliabletrue
passestrue
14
name"Selvi"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue