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Run: 2026-09-02-01M1GWW2KB0T7K5BPH29Z2S4KC
Run Details
Model:
Z.AI GLM 5.3 Flash (Reasoning, Max)
Test:
Language Writing
Scenario:
Character dialogue (Hindi) in a story
Duration:
4m 12s
Cost:
$0.002696
Provider:
Z.AI
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
Messages
Meta
AI
*[INT. CAFÉ — MAIN STREET, ALBORN, MN — MORNING. Rain on the window. SELVI sits alone, camera in her lap, thumbing through photos with a troubled frown. DETECTIVE HUNTER crosses to her table, badge out, a folded flyer in his hand. Selvi's lines are in Hindi, with bracketed glosses for the director — Hunter understands none of them.]* --- **Hunter** *(even, no-nonsense, showing the badge)*: "Ma'am. Detective Hunter, county sheriff's office. You were out past the Sorensen orchard yesterday at dusk — camera work, correct? Third man gone missing this month, right before festival weekend. Dale Sorensen." *(unfolds the flyer on her table)* "Did you see anything?" **Selvi** *(startled, troubled, drawing the camera to her chest)*: "क्या... क्या बात है? क्या मैंने कुछ ग़लत किया है? मैं... मैं तो बस तस्वीरें ले रही थी।" [What... what is it? Have I done something wrong? I... I was only taking pictures.] **Hunter** *(blinking, thrown)*: "Whoa, hold on now. Is that — Hindi? I don't speak a word of it. Nobody's in trouble. You understand? *Nobody.*" *(points at the flyer, then mimes snapping a photo)* "Did you see anything out there? Yesterday?" **Selvi** *(shaking her head, voice unsteady)*: "मुझे समझ नहीं आ रहा... आप क्या पूछ रहे हैं? क्या... क्या किसी के साथ कुछ हो गया है?" [I don't understand... what are you asking? Has... has something happened to someone?] **Hunter** *(rubbing the back of his neck)*: "Okay. This ain't gonna work." *(taps the photo on the flyer)* "This man. Dale Sorensen. Runs the cider press every October. His truck's been sitting on County 7 since yesterday." **Selvi** *(eyes dropping to the flyer — she goes very still)*: "कोई... कोई ऐसा नहीं जो हिंदी जानता हो? यहाँ कोई?" [Isn't there... anyone who knows Hindi? Anyone here?] **Hunter** *(helpless shrug)*: "Not in Alborn, ma'am. Not that I've ever found." **Selvi** *(the color draining from her face, pointing at the flyer)*: "ये... ये आदमी! मैंने इन्हें देखा था — कल शाम, सेब के बाग़ के पास!" [This... this man! I saw him — yesterday evening, near the apple orchard!] **Hunter** *(leaning in)*: "There it is. That tone I understand. You saw him? When?" *(holds up a finger — wait — digs out a battered notebook, sketches a setting sun, points at her, eyebrows raised)* **Selvi** *(nodding fast, tapping his sketch)*: "हाँ — शाम को। सूरज डूबते वक़्त। छह बजे के क़रीब।" [Yes — in the evening. At sunset. Around six o'clock.] *(then, urgent, lifting the camera)* "एक मिनट... एक मिनट! मेरी तस्वीरें... यहीं कहीं हैं..." [One minute... one minute! My pictures... they're in here somewhere...] **Hunter**: "Pictures. Yeah. Keep going, ma'am." **Selvi** *(scrolling fast, muttering — then freezing; she turns the screen toward him, hand trembling)*: "देखिए! ये सफ़ेद गाड़ी — ये आदमी पेड़ों की ओर जा रहा था... और गाड़ी के पास एक और आदमी खड़ा था। लंबा। चेहरा नहीं दिखा।" [Look! This white van — this man was walking toward the trees... and by the van stood another man. Tall. I couldn't see his face.] **Hunter** *(studying the screen, jaw tight)*: "White van. Tall fella by the door. That much I got." *(flips to a fresh page, draws a boxy van, holds it up, points at her)* **Selvi**: "हाँ! हाँ, बिल्कुल। उस पर कुछ लिखा था — पर मैं यहाँ की लिपि नहीं पढ़ सकती।" [Yes! Yes, exactly. Something was written on it — but I can't read the script here.] **Hunter** *(writing fast)*: "Lettering. Can't read it. Fine." *(mimes a steering wheel, points at the screen, tilts his hand — which way?)* **Selvi** *(pointing through the window, west)*: "वह उस तरफ़ निकल गई — पीछे वाले रास्ते से। मैं एक घंटे बाद लौटी, तो न गाड़ी थी, न वो आदमी। मैंने सोचा था... फल तोड़ने वाले होंगे। काम पर होंगे।" [It went off that way — by the back road. I came back an hour later, and there was no van, no man. I thought... they must be pickers. There for work.] **Hunter** *(phone buzzing; he answers, clipped)*: "Hunter." *(pause)* "Where." *(pause; his eyes cut to Selvi)* "Nobody goes out there alone. Sit on it till I'm there." *(pockets the phone, stands, taps the flyer, then her camera, then sets a card on the table)* "Ma'am. I gotta run. Don't delete a thing off that camera. Don't show it to anybody but me. That van turns up again — you call this number." **Selvi** *(quietly, half to herself as he turns to go, gripping the camera; then her eyes lift, frightened)*: "भगवान... वो सफ़ेद गाड़ी... जिस रास्ते से निकली थी... वही रास्ता मेरे छात्रावास के पीछे से जाता है।" [God... that white van... the road it took... that same road passes behind my dorm.] --- *[END SCENE]*
created_at
"2026-09-02T11:08:08.185Z"
9/2/2026, 11:08:08 AM
model
"z-ai/glm-5.3-flash-20260826"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
2070
moderation_latency
(null)
generation_time
252431
tokens_prompt
302
tokens_completion
10573
native_tokens_prompt
275
native_tokens_completion
10703
native_tokens_completion_images
(null)
native_tokens_reasoning
8785
native_tokens_cached
0
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
num_fetches
(null)
web_search_engine
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"stop"
service_tier
(null)
usage
0.002696375
router
(null)
user_agent
"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer
(null)
request_id
"req-1788347288-3KscPQH57rWzV9AL1dz6"
session_id
(null)
preset_id
(null)
api_type
"completions"
id
"gen-1788347288-DInyilUsJ5D3gbVElVVE"
upstream_id
"20260902190808729f14e40de840b0"
provider_responses
0
endpoint_id
"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id
"20260902190808729f14e40de840b0"
is_byok
false
latency
2070
model_permaslug
"z-ai/glm-5.3-flash-20260826"
provider_name
"Z.AI"
status
200
total_cost
0.002696375
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Z.AI"
response_cache_source_id
(null)
data_region
"global"
workspace_id
"97e315e5-d303-487d-83c1-83180e8a13d4"
Evaluation details
Result
Evaluator
Details
Meta Data
100.00%
Parse dialogue
n/a
dialogue
0
name
"Hunter"
dialogue
"Did you see anything?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8322147651006712
tl
0.5341614906832298
et
0.53125
sq
0.39999999999999997
cs
0.34210526315789475
ms
0.34210526315789475
reliable
true
passes
true
1
name
"Selvi"
dialogue
"क्या... क्या बात है? क्या मैंने कुछ ग़लत किया है? मैं... मैं तो बस तस्वीरें ले रही थी।"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8883453849425776
mr
0.8858199217050892
reliable
true
passes
true
2
name
"Hunter"
dialogue
"Did you see anything out there? Yesterday?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8235294117647058
tl
0.4755244755244755
de
0.3723849372384937
sq
0.3723849372384937
et
0.3617021276595745
nl
0.31662870159453305
cs
0.20634920634920634
ms
0.20634920634920634
reliable
true
passes
true
3
name
"Selvi"
dialogue
"मुझे समझ नहीं आ रहा... आप क्या पूछ रहे हैं? क्या... क्या किसी के साथ कुछ हो गया है?"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8833592534992224
mr
0.8695652173913043
reliable
true
passes
true
4
name
"Hunter"
dialogue
"This man. Dale Sorensen. Runs the cider press every October. His truck's been sitting on County 7 since yesterday."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7822299651567944
tl
0.6087636932707355
no
0.5772266065388951
sv
0.5324189526184538
nl
0.5107632093933464
da
0.4820441988950276
fr
0.42660550458715596
de
0.4248466257668711
yo
0.3985565356856456
fi
0.30747922437673125
ms
0.30037313432835816
ro
0.2917847025495751
et
0.2877492877492877
cs
0.2753623188405797
ca
0.267578125
sk
0.2537313432835821
it
0.2492492492492493
hr
0.2323439099283521
az
0.20634920634920634
lv
0.18566775244299674
es
0.17853231106243156
pt
0.17763157894736845
sl
0.17672886937431392
tr
0.1758241758241758
sq
0.16666666666666666
lt
0.11137440758293839
eu
0.10287081339712918
hi
0.10071942446043164
pl
0.10071942446043164
is
0.09090909090909091
reliable
true
passes
true
5
name
"Selvi"
dialogue
"कोई... कोई ऐसा नहीं जो हिंदी जानता हो? यहाँ कोई?"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8817966903073287
mr
0.8606595448211798
reliable
true
passes
true
6
name
"Hunter"
dialogue
"Not in Alborn, ma'am. Not that I've ever found."
detectedLang
"en"
heavyLang
"en"
scores
en
0.782264449722882
tl
0.6433203631647212
nl
0.36194895591647336
sl
0.358974358974359
de
0.3483412322274882
it
0.3483412322274882
ro
0.3405275779376499
sv
0.2801047120418848
yo
0.24242424242424243
az
0.233983286908078
pl
0.233983286908078
tr
0.22096317280453256
ms
0.21428571428571427
reliable
true
passes
true
7
name
"Selvi"
dialogue
"ये... ये आदमी! मैंने इन्हें देखा था — कल शाम, सेब के बाग़ के पास!"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8887157801023815
mr
0.8856620169220215
reliable
true
passes
true
8
name
"Hunter"
dialogue
"There it is. That tone I understand. You saw him? When?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8288508557457214
no
0.5580808080808082
da
0.5569620253164557
tl
0.5327102803738317
de
0.5145631067961165
sv
0.4992846924177396
nl
0.4905385735080059
sq
0.45987654320987653
yo
0.4470774091627172
ro
0.4345718901453958
cs
0.43273905996758516
is
0.3955094991364421
hu
0.38704028021015763
pl
0.36823104693140796
sk
0.3150684931506849
lv
0.2985971943887776
hr
0.2842535787321063
ca
0.2827868852459016
it
0.24731182795698922
ms
0.2222222222222222
be
0.16666666666666666
tr
0.16666666666666666
az
0.15254237288135594
et
0.15254237288135594
lt
0.15254237288135594
uk
0.15254237288135594
vi
0.15254237288135594
reliable
true
passes
true
9
name
"Selvi"
dialogue
"एक मिनट... एक मिनट! मेरी तस्वीरें... यहीं कहीं हैं..."
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8818764765440432
mr
0.8706577974870657
reliable
true
passes
true
10
name
"Hunter"
dialogue
"Pictures. Yeah. Keep going, ma'am."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7463359639233371
fr
0.460431654676259
ca
0.43037974683544306
ro
0.40318302387267907
tl
0.40318302387267907
et
0.303405572755418
lv
0.2694805194805195
da
0.24242424242424243
de
0.24242424242424243
nl
0.24242424242424243
no
0.24242424242424243
sv
0.24242424242424243
reliable
true
passes
true
11
name
"Selvi"
dialogue
"देखिए! ये सफ़ेद गाड़ी — ये आदमी पेड़ों की ओर जा रहा था... और गाड़ी के पास एक और आदमी खड़ा था। लंबा। चेहरा नहीं दिखा।"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8813461815043866
mr
0.8692551505546752
reliable
true
passes
true
12
name
"Hunter"
dialogue
"White van. Tall fella by the door. That much I got."
detectedLang
"en"
heavyLang
"en"
scores
en
0.798261949099938
nl
0.5683930942895086
ca
0.5383522727272727
no
0.500768049155146
sv
0.49376947040498437
da
0.482484076433121
sq
0.47580645161290325
tl
0.4619205298013245
hu
0.46013289036544847
it
0.4519392917369309
pl
0.42882249560632685
cs
0.4206773618538324
sk
0.3902439024390244
yo
0.3737957610789981
es
0.34343434343434337
fr
0.32150313152400833
is
0.3143459915611814
et
0.30997876857749473
hr
0.2995689655172413
fi
0.2872807017543859
ro
0.21686746987951808
ms
0.1935483870967742
be
0.17721518987341772
tr
0.17721518987341772
az
0.16237113402061853
lt
0.16237113402061853
lv
0.16237113402061853
uk
0.16237113402061853
vi
0.16237113402061853
reliable
true
passes
true
13
name
"Selvi"
dialogue
"हाँ! हाँ, बिल्कुल। उस पर कुछ लिखा था — पर मैं यहाँ की लिपि नहीं पढ़ सकती।"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8846153846153846
mr
0.8722938457796157
reliable
true
passes
true
14
name
"Hunter"
dialogue
"Lettering. Can't read it. Fine."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8054474708171206
da
0.6268656716417911
no
0.6261682242990654
it
0.5614035087719298
nl
0.5575221238938053
tl
0.47643979057591623
sv
0.46949602122015915
ms
0.4301994301994302
de
0.42028985507246375
lv
0.42028985507246375
sq
0.42028985507246375
yo
0.2753623188405797
fr
0.2727272727272727
ca
0.2647058823529412
eu
0.2647058823529412
es
0.23954372623574144
et
0.23954372623574144
fi
0.23954372623574144
lt
0.23954372623574144
cs
0.2277992277992278
hr
0.2277992277992278
pt
0.2277992277992278
ro
0.2277992277992278
sk
0.2277992277992278
sl
0.2277992277992278
tr
0.2277992277992278
reliable
true
passes
true
15
name
"Selvi"
dialogue
"वह उस तरफ़ निकल गई — पीछे वाले रास्ते से। मैं एक घंटे बाद लौटी, तो न गाड़ी थी, न वो आदमी। मैंने सोचा था... फल तोड़ने वाले होंगे। काम पर होंगे।"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8838732729871367
mr
0.8785046728971962
reliable
true
passes
true
16
name
"Hunter"
dialogue
"Ma'am. I gotta run. Don't delete a thing off that camera. Don't show it to anybody but me. That van turns up again — you call this number."
detectedLang
"en"
heavyLang
"en"
scores
en
0.788391777509069
tl
0.5901639344262295
nl
0.5392311743022644
it
0.47823494335122246
no
0.45278298936835526
hu
0.41783100465735196
yo
0.4119623655913978
ro
0.403544648943422
cs
0.3998628257887517
ca
0.39696760854583046
sq
0.3927827897293546
sv
0.39193884642112575
es
0.3842364532019704
sk
0.37899219304471254
da
0.37410586552217456
sl
0.36363636363636365
et
0.3406179351921628
pt
0.3366186504927976
hr
0.32950191570881227
pl
0.3289877300613497
ms
0.3072050673000791
fr
0.2983159582999198
lv
0.28042763157894735
lt
0.26284751474304974
fi
0.26097972972972977
de
0.23979148566463945
tr
0.2023701002734731
is
0.2009132420091324
az
0.13194444444444445
vi
0.13194444444444445
be
0.07407407407407407
eu
0.07407407407407407
uk
0.06716417910447761
reliable
true
passes
true
17
name
"Selvi"
dialogue
"भगवान... वो सफ़ेद गाड़ी... जिस रास्ते से निकली थी... वही रास्ता मेरे छात्रावास के पीछे से जाता है।"
detectedLang
"hi"
heavyLang
"hi"
scores
hi
0.8869204673954014
mr
0.8819362455726092
reliable
true
passes
true