Run: 2026-07-25-01KYCT4XRB3A4NVQE9YHA8RXG7

Run Details

Model:
Gemini 3.6 Flash (Reasoning)
Test:
Language Writing
Scenario:
Character dialogue (Hindi) in a story
Duration:
16.5s
Cost:
$0.022679
Provider:
Google AI Studio

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="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: "Excuse me, ma'am. Mind if I sit down for a minute? I'm Detective Hunter with the Alborn Police Department." Selvi: "आप... आप पुलिस से हैं? कृपया मेरी बात सुनिए, मुझे समझ नहीं आ रहा क्या करूँ..." *(Aap... aap police se hain? Kripya meri baat suniye, mujhe samajh nahi aa raha kya karoon...)* Hunter: "Woah, slow down there. I'm investigating a disappearance from last night near the old apple orchard. Someone said they saw a photographer near the tree line around dusk. Were you out there taking pictures?" Selvi: "मैंने... मैंने जंगल में कुछ बहुत भयानक देखा! वह लड़का... वह वहाँ खड़ा था, और फिर अचानक छाया में गायब हो गया! मुझे बहुत डर लग रहा है!" *(Maine... maine jungle mein kuch bahut bhayanak dekha! Woh ladka... woh wahan khada tha, aur phir achanak chhaya mein gaayab ho gaya! Mujhe bahut dar lag raha hai!)* Hunter: "Look, ma'am, I... I don't understand what you're saying. Is that Hindi? Do you speak any English? English?" Selvi: "अंग्रेज़ी? नहीं, मुझे अंग्रेज़ी नहीं आती! आप मेरी बात क्यों नहीं समझ रहे? यह देखिए! मेरे कैमरे में देखिए!" *(Angrezi? Nahi, mujhe angrezi nahi aati! Aap meri baat kyon nahi samajh rahe? Yeh dekhie! Mere camera mein dekhie!)* Hunter: "Easy with the camera. You're trembling. Look at me—breathe. Did you see something out by the orchard? Is that what you're trying to tell me?" Selvi: "हाँ! इस तस्वीर को देखिए! पेड़ के पीछे... कोई था! और फिर वह आदमी चला गया... या गायब हो गया! आप मेरी मदद क्यों नहीं कर रहे?" *(Haan! Is tasveer ko dekhie! Ped ke peeche... koi tha! Aur phir woh aadmi chala gaya... ya gaayab ho gaya! Aap meri madad kyon nahi kar rahe?)* Hunter: "Damn it, I don't know a single word of Hindi. Hold on, let me try to look at—" Hunter: "Hunter here... What? A second car found down by the festival grounds? Empty? Damn it. I'm five minutes away." Hunter: "Listen to me, ma'am. Stay right here at this table. Do not leave this cafe. I'm going to call dispatch and see if anyone in the county can translate for us. Stay. Understand?" Selvi: "आप कहाँ जा रहे हैं? नहीं, रुकिए! आप मुझे ऐसे अकेला छोड़कर नहीं जा सकते! मेरी बात सुनिए!" *(Aap kahaan ja rahe hain? Nahi, rukiye! Aap mujhe aise akela chhodkar nahi ja sakte! Meri baat suniye!)*
created_at"2026-07-25T14:16:29.201Z" 7/25/2026, 2:16:29 PM
model"google/gemini-3.6-flash-20260721"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1514
moderation_latency(null)
generation_time16445
tokens_prompt302
tokens_completion1827
native_tokens_prompt289
native_tokens_completion2966
native_tokens_completion_images0
native_tokens_reasoning2350
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"default"
usage0.0226785
router(null)
provider_responses
0
endpoint_id"5d6d133d-a953-4781-a835-7ee76f4e1388"
id"PcVkaq6iEaOD-8YPvtO50QE"
is_byokfalse
latency1514
model_permaslug"google/gemini-3.6-flash-20260721"
provider_name"Google AI Studio"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.18.0; linux; x64))"
http_referer(null)
request_id"req-1784988989-bvDd2VwuUrQAkrpX78kQ"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1784988989-y0XG2hH5l8UNbt8s81NJ"
upstream_id"PcVkaq6iEaOD-8YPvtO50QE"
total_cost0.0226785
cache_discount(null)
upstream_inference_cost0
provider_name"Google AI Studio"
response_cache_source_id(null)
data_region"global"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Hunter"
dialogue"Excuse me, ma'am. Mind if I sit down for a minute? I'm Detective Hunter with the Alborn Police Department."
detectedLang"en"
heavyLang"en"
scores
en0.7650680492546986
tl0.6283956945156329
no0.6046892039258451
ro0.587833996588971
da0.5717660956881276
fr0.5532963647566236
sq0.5440251572327044
it0.5434508816120907
ca0.5379222434671765
pt0.5081411126187245
sv0.504442925495557
hr0.4876325088339223
cs0.46454948301329396
es0.462166172106825
nl0.45774121166791326
sl0.45774121166791326
ms0.44866920152091255
et0.4264240506329114
de0.42460317460317454
sk0.4067103109656301
hu0.38245315161839866
pl0.38245315161839866
yo0.34150772025431425
lt0.33425160697887973
az0.3192488262910798
fi0.28851815505397443
tr0.27716849451645065
lv0.23442449841605068
eu0.1844769403824522
is0.15990730011587484
vi0.15501165501165504
be0.0880503144654088
uk0.0799492385786802
reliabletrue
passestrue
1
name"Selvi"
dialogue"आप... आप पुलिस से हैं? कृपया मेरी बात सुनिए, मुझे समझ नहीं आ रहा क्या करूँ..."
detectedLang"hi"
heavyLang"hi"
scores
hi0.8870859819337571
mr0.8796576929934035
reliabletrue
passestrue
2
name"Hunter"
dialogue"Woah, slow down there. I'm investigating a disappearance from last night near the old apple orchard. Someone said they saw a photographer near the tree line around dusk. Were you out there taking pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.8025666337611056
tl0.6200126662444586
fr0.5502248875562219
de0.44623904014766963
nl0.441860465116279
no0.3792033109156751
pt0.3502977801840823
ro0.3333333333333333
es0.32356257046223225
it0.32241671372106157
sv0.3181818181818182
et0.3142857142857143
ms0.29119905493207326
cs0.2878338278931751
da0.2878338278931751
sq0.2840095465393795
ca0.27404718693284935
sk0.2490613266583229
hr0.23809523809523808
yo0.2302758178319436
sl0.22580645161290325
is0.19137466307277629
lv0.1567111735769501
pl0.14953933380581147
lt0.14772727272727273
fi0.14407988587731813
az0.13544668587896252
tr0.11958914159941307
hu0.11504424778761062
hi0.060297572435395456
eu0.05511811023622047
vi0.05511811023622047
reliabletrue
passestrue
3
name"Selvi"
dialogue"मैंने... मैंने जंगल में कुछ बहुत भयानक देखा! वह लड़का... वह वहाँ खड़ा था, और फिर अचानक छाया में गायब हो गया! मुझे बहुत डर लग रहा है!"
detectedLang"hi"
heavyLang"hi"
scores
hi0.8773483307406964
mr0.8663101604278075
reliabletrue
passestrue
4
name"Hunter"
dialogue"Look, ma'am, I... I don't understand what you're saying. Is that Hindi? Do you speak any English? English?"
detectedLang"en"
heavyLang"en"
scores
en0.8000639795265515
tl0.5716244002741604
no0.4560487380330722
da0.4503078276165347
sv0.4024856596558317
cs0.3902439024390244
pl0.35699588477366256
sq0.3509865005192108
nl0.3503118503118503
hr0.34623430962343094
is0.3434873949579832
sk0.31917211328976036
yo0.3131868131868132
ca0.3024553571428571
de0.29775280898876405
ro0.27409988385598144
hu0.26122931442080377
it0.2577197149643705
vi0.21777221526908636
tr0.21383647798742136
et0.20076726342711
pt0.1997439180537772
sl0.1610738255033557
hi0.11095305832147938
ms0.10329985652797705
be0.10071942446043164
az0.09156976744186046
lt0.09156976744186046
lv0.09156976744186046
uk0.09156976744186046
reliabletrue
passestrue
5
name"Selvi"
dialogue"अंग्रेज़ी? नहीं, मुझे अंग्रेज़ी नहीं आती! आप मेरी बात क्यों नहीं समझ रहे? यह देखिए! मेरे कैमरे में देखिए!"
detectedLang"hi"
heavyLang"hi"
scores
hi0.8828531759805623
mr0.8744419642857143
reliabletrue
passestrue
6
name"Hunter"
dialogue"Easy with the camera. You're trembling. Look at me—breathe. Did you see something out by the orchard? Is that what you're trying to tell me?"
detectedLang"en"
heavyLang"en"
scores
en0.8110979929161747
tl0.6221067548417573
no0.4421199442119944
nl0.4265232974910394
da0.4091580502215657
ms0.37936384794414274
fr0.3442622950819672
yo0.3127147766323024
cs0.2982456140350877
sl0.27862939585211904
es0.25857275254865614
sk0.250936329588015
et0.24882629107981222
sv0.24457034938621341
pl0.2402659069325736
it0.22928709055876687
de0.22254616132167152
sq0.2202729044834308
pt0.17184265010351968
ro0.1649269311064718
hu0.16142557651991615
lv0.13232104121475055
hr0.12663755458515283
lt0.11504424778761062
ca0.1130820399113082
is0.1031390134529148
fi0.08571428571428572
reliabletrue
passestrue
7
name"Selvi"
dialogue"हाँ! इस तस्वीर को देखिए! पेड़ के पीछे... कोई था! और फिर वह आदमी चला गया... या गायब हो गया! आप मेरी मदद क्यों नहीं कर रहे?"
detectedLang"hi"
heavyLang"hi"
scores
hi0.8807495741056218
mr0.8667681766273315
reliabletrue
passestrue
8
name"Hunter"
dialogue"Damn it, I don't know a single word of Hindi. Hold on, let me try to look at—"
detectedLang"en"
heavyLang"en"
scores
en0.8036649214659686
tl0.6882422802850356
no0.5823389021479713
da0.563953488372093
yo0.5362190812720848
cs0.5138888888888888
sq0.5009505703422054
it0.48326771653543305
sk0.47657028913260224
et0.471830985915493
hr0.46428571428571425
pl0.4615384615384615
nl0.46098562628336753
ca0.4570837642192347
sl0.4348762109795479
fr0.42934782608695654
lv0.3937644341801385
is0.3823529411764706
ro0.37796208530805686
fi0.35424354243542433
sv0.33962264150943394
lt0.3217054263565891
es0.308300395256917
ms0.3037135278514589
pt0.3027888446215139
de0.3018617021276596
hu0.2981283422459893
hi0.23580786026200873
tr0.21875
az0.20212765957446807
vi0.20212765957446807
be0.11764705882352942
eu0.11764705882352942
uk0.10714285714285714
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hunter here... What? A second car found down by the festival grounds? Empty? Damn it. I'm five minutes away."
detectedLang"en"
heavyLang"en"
scores
en0.7989874925550923
tl0.6464117338920902
fr0.6012994683992912
sq0.4655581947743468
da0.458700882117081
it0.4569589702333065
ca0.4485294117647059
nl0.4444444444444444
cs0.4375
no0.424061433447099
sv0.4140625
pt0.4089316987740806
ro0.4058098591549295
sk0.40476190476190477
ms0.3935309973045822
sl0.3767313019390581
es0.36140018921475875
hr0.36018957345971564
de0.3528283796740172
pl0.3408203125
et0.3270189431704885
yo0.3091095189355169
lt0.28646934460887946
hu0.24832962138084633
lv0.24496644295302009
fi0.22680412371134018
az0.21784472769409038
tr0.16769420468557336
is0.09999999999999999
eu0.09395973154362416
vi0.09395973154362416
reliabletrue
passestrue
10
name"Hunter"
dialogue"Listen to me, ma'am. Stay right here at this table. Do not leave this cafe. I'm going to call dispatch and see if anyone in the county can translate for us. Stay. Understand?"
detectedLang"en"
heavyLang"en"
scores
en0.8093257063615877
tl0.6255956432947583
no0.5723172628304821
da0.5058400718778077
de0.46911196911196906
sv0.4243851386708529
fr0.4120791020844468
nl0.4057266342517558
sl0.37888198757763975
pt0.3707093821510297
sq0.37034917000572415
ro0.3574766355140187
it0.35103244837758113
es0.3487270574304322
yo0.3464052287581699
pl0.3440667859272511
sk0.3309002433090025
cs0.3288590604026846
hr0.32056825200741196
ca0.2767915844838922
tr0.25119128658951667
et0.22752808988764048
ms0.21203438395415475
lv0.2
fi0.1929567131327953
az0.16666666666666666
vi0.15319476520400307
eu0.14330218068535827
lt0.13453973249409912
is0.11575562700964631
hu0.06779661016949153
reliabletrue
passestrue
11
name"Selvi"
dialogue"आप कहाँ जा रहे हैं? नहीं, रुकिए! आप मुझे ऐसे अकेला छोड़कर नहीं जा सकते! मेरी बात सुनिए!"
detectedLang"hi"
heavyLang"hi"
scores
hi0.8849163725640632
mr0.8746448270098612
reliabletrue
passestrue