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Run: 2026-09-02-01M1H5F59R5QJTPRD25RMM5YY4
Run Details
Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
29.6s
Cost:
$0.000203
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="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
Messages
Meta
AI
**Scene: The Apple Blossom Café, Alborn, MN — mid-afternoon** --- Melanie: "Nein, ich... ich habe nichts gesehen. Ich schwöre, ich habe nichts gesehen." Hunter: "Ma'am, I just need you to tell me what you saw down by the river last night. A flash? A car? Anything." Melanie: "Ich verstehe Sie nicht... Sprechen Sie Deutsch? Bitte, ich... mein Englisch ist nicht gut." Hunter: "Great. Fantastic. Nobody in this town speaks the one language the witness knows." *(He rubs his jaw, exhaling slowly.)* "Okay. Look. Let's try this the simple way." *(He holds up two fingers, points toward the door, then mimes driving a steering wheel.)* "Car. Did you see a car?" Melanie: "Ein... Auto? Sie fragen nach einem Auto?" *(Her hands tighten around the camera. She scrolls through the display, then turns it toward him with a trembling finger.)* "Hier. Ich habe das fotografiert. Am Fluss. Gestern Nacht." Hunter: *(leaning in, squinting at the small screen)* "That's... that's a van. Headlights on, plate covered." *(He points at the image, then at her.)* "You took this? When? Last night?" Melanie: "Ja, ja. Gestern, zweiundzwanzig Uhr. Ich wollte den Mond fotografieren, und dann... dann fuhr er los. Schnell. Und in dem Kofferraum —" *(she stops, pressing a hand over her mouth)* " — im Kofferraum war etwas. Ich habe es gehört. Ein Geräusch. Wie... wie jemand, der klopft. Von innen." Hunter: "Ma'am, you're gonna have to slow down, I don't understand a word of— wait." *(He watches her mime knocking on the table, then her own throat.)* "Knocking. You heard knocking. From the back of that van?" *(His posture straightens, all marine now.)* "Son of a—" Melanie: "Ich habe Angst. Soll ich zur Polizei gehen? Sagen Sie mir, was ich tun soll. Bitte." Hunter: *(his phone buzzing; he glances at the screen)* "Hunter. ... Yeah, I'm with a witness now, she's got a photo of the vehicle. ... No, I'm coming. Hold tight." *(He pockets the phone, looks back at her, and taps the camera gently.)* "Keep this. Don't delete anything. Don't talk to anyone. Can you do that? Just—" *(he taps the camera again, points at her, crosses his arms in an X)* "—no talking. To anyone." Melanie: "Warten Sie! Wo gehen Sie hin? Ich verstehe nicht— Sagen Sie mir wenigstens, ob... ob die Vermissten noch leben!" Hunter: *(already halfway to the door, he pauses, tips an imaginary hat, and points at her camera once more)* "Keep it safe, kid. We're gonna need that photo." *(The café door swings shut behind him. Melanie stares after him, then down at the glowing screen in her hands.)* Melanie: *(whispering)* "...Er hat mich gar nicht verstanden. Oh Gott. Er hat gar nichts verstanden."
created_at
"2026-09-02T13:38:22.139Z"
9/2/2026, 1:38:22 PM
model
"z-ai/glm-5.3-flash-20260826"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
1538
moderation_latency
(null)
generation_time
29587
tokens_prompt
306
tokens_completion
707
native_tokens_prompt
274
native_tokens_completion
728
native_tokens_completion_images
(null)
native_tokens_reasoning
16
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
0.00020255
router
(null)
user_agent
"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer
(null)
request_id
"req-1788356302-8RYTKuznzgAfHEslDFkE"
session_id
(null)
preset_id
(null)
api_type
"completions"
id
"gen-1788356302-P4RV6D11JEdESRlVJrya"
upstream_id
"20260902213822f888aa60b5554207"
provider_responses
0
endpoint_id
"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id
"20260902213822f888aa60b5554207"
is_byok
false
latency
1537
model_permaslug
"z-ai/glm-5.3-flash-20260826"
provider_name
"Z.AI"
status
200
total_cost
0.00020255
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
"Melanie"
dialogue
"Nein, ich... ich habe nichts gesehen. Ich schwöre, ich habe nichts gesehen."
detectedLang
"de"
heavyLang
"de"
scores
de
0.8183139534883721
sv
0.47368421052631576
tr
0.3670886075949367
sk
0.3315508021390375
nl
0.32432432432432434
eu
0.3150684931506849
pl
0.3150684931506849
cs
0.2857142857142857
fi
0.26035502958579887
reliable
true
passes
true
1
name
"Hunter"
dialogue
"Ma'am, I just need you to tell me what you saw down by the river last night. A flash? A car? Anything."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8028510767364271
tl
0.5947630922693267
da
0.5373665480427047
no
0.5094339622641509
fr
0.5022970903522206
sq
0.48371723590150917
yo
0.47958366693354687
cs
0.4702526487367563
et
0.45332211942809086
ca
0.44206008583690987
sl
0.4337979094076655
pl
0.4268077601410935
sv
0.4222222222222222
sk
0.4196428571428571
it
0.3873704052780396
ms
0.38271604938271603
hr
0.3608652900688299
nl
0.32642487046632124
es
0.3222106360792492
pt
0.32150313152400833
de
0.3077742279020234
lv
0.281767955801105
lt
0.27697441601779754
ro
0.2605233219567691
hu
0.2554410080183276
tr
0.18444165621079048
fi
0.1751269035532995
is
0.1751269035532995
az
0.1698595146871009
vi
0.1698595146871009
be
0.09722222222222222
eu
0.09722222222222222
uk
0.08835904628330996
reliable
true
passes
true
2
name
"Melanie"
dialogue
"Ich verstehe Sie nicht... Sprechen Sie Deutsch? Bitte, ich... mein Englisch ist nicht gut."
detectedLang
"de"
heavyLang
"de"
scores
de
0.840153452685422
nl
0.5590828924162257
no
0.3726474278544542
da
0.37027707808564225
sv
0.32157394843962006
pl
0.31224209078404397
en
0.3055555555555556
it
0.30167597765363136
sk
0.2784992784992785
lt
0.25037481259370314
ca
0.24127465857359634
hr
0.2295839753466872
is
0.21383647798742136
ro
0.20760697305863707
et
0.1843393148450245
sl
0.18032786885245902
hi
0.1749174917491749
cs
0.16666666666666666
tr
0.15824915824915825
hu
0.12587412587412586
ms
0.12587412587412586
es
0.11190053285968028
fr
0.11190053285968028
pt
0.11190053285968028
az
0.10554561717352416
sq
0.10554561717352416
reliable
true
passes
true
3
name
"Hunter"
dialogue
"Car. Did you see a car?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8387096774193549
fr
0.659400544959128
et
0.6508379888268158
cs
0.6268656716417911
hu
0.5551601423487544
tl
0.5454545454545454
pt
0.5283018867924528
ro
0.5265151515151516
ca
0.5210727969348659
es
0.5136186770428015
sk
0.5098039215686274
it
0.5
yo
0.4877049180327869
hr
0.47257383966244726
pl
0.45652173913043476
sl
0.4186046511627907
lt
0.3961352657004831
tr
0.3811881188118812
is
0.375
da
0.3654822335025381
sq
0.3654822335025381
az
0.358974358974359
eu
0.358974358974359
lv
0.358974358974359
nl
0.358974358974359
no
0.358974358974359
vi
0.358974358974359
de
0.34895833333333337
fi
0.33510638297872336
ms
0.33510638297872336
sv
0.33510638297872336
reliable
true
passes
true
4
name
"Melanie"
dialogue
"Hier. Ich habe das fotografiert. Am Fluss. Gestern Nacht."
detectedLang
"de"
heavyLang
"de"
scores
de
0.8102226720647773
nl
0.5993589743589743
pt
0.5026525198938991
sk
0.4688385269121813
ro
0.46351931330472107
ca
0.4549418604651163
en
0.3951612903225807
pl
0.3872549019607844
fr
0.37707641196013286
no
0.3718592964824121
sv
0.3654822335025381
it
0.36115843270868825
cs
0.36006825938566556
es
0.35008665511265163
hr
0.267578125
sl
0.267578125
sq
0.2647058823529412
tr
0.25595238095238093
lt
0.251497005988024
et
0.2454728370221328
lv
0.2454728370221328
da
0.23935091277890466
hi
0.1883116883116883
is
0.1758241758241758
tl
0.17035398230088497
az
0.1359447004608295
ms
0.1359447004608295
reliable
true
passes
true
5
name
"Hunter"
dialogue
"You took this? When? Last night?"
detectedLang
"en"
heavyLang
"en"
scores
en
0.8427672955974843
tl
0.7269890795631825
cs
0.308300395256917
et
0.3055555555555556
nl
0.3055555555555556
da
0.29718875502008035
de
0.29718875502008035
fr
0.29718875502008035
no
0.29718875502008035
yo
0.29718875502008035
reliable
true
passes
true
6
name
"Melanie"
dialogue
"— im Kofferraum war etwas. Ich habe es gehört. Ein Geräusch. Wie... wie jemand, der klopft. Von innen."
detectedLang
"de"
heavyLang
"de"
scores
de
0.8080466830466829
nl
0.5047543581616482
no
0.47301854974704893
pl
0.3705941591137966
sv
0.34279705573080965
is
0.30632630410654826
da
0.29298642533936653
sk
0.26556991774383076
en
0.2460796139927624
tr
0.24425634824667475
ca
0.19041450777202074
es
0.19041450777202074
lv
0.1610738255033557
fi
0.14500683994528044
hr
0.14030261348005504
hu
0.14030261348005504
sl
0.13793103448275862
lt
0.1270949720670391
ms
0.12342215988779803
yo
0.12342215988779803
az
0.10968660968660969
fr
0.10714285714285714
ro
0.10714285714285714
reliable
true
passes
true
7
name
"Hunter"
dialogue
"Son of a—"
detectedLang
"en"
heavyLang
"en"
scores
en
0.804177545691906
fr
0.7713414634146342
es
0.7706422018348624
yo
0.755700325732899
nl
0.7232472324723247
tl
0.7169811320754716
tr
0.7115384615384616
az
0.7058823529411765
is
0.6861924686192469
no
0.6861924686192469
hu
0.6753246753246753
de
0.6666666666666666
pt
0.6511627906976745
ro
0.6495327102803737
ca
0.6445497630331753
cs
0.6376811594202898
sk
0.6341463414634145
it
0.625
hr
0.5989304812834225
pl
0.5833333333333334
sl
0.5454545454545454
lt
0.5222929936305732
da
0.4897959183673469
sq
0.4897959183673469
eu
0.4827586206896552
lv
0.4827586206896552
vi
0.4827586206896552
et
0.45652173913043476
fi
0.45652173913043476
ms
0.45652173913043476
sv
0.45652173913043476
reliable
true
passes
true
8
name
"Melanie"
dialogue
"Ich habe Angst. Soll ich zur Polizei gehen? Sagen Sie mir, was ich tun soll. Bitte."
detectedLang
"de"
heavyLang
"de"
scores
de
0.8290922901633118
nl
0.612736660929432
da
0.496080627099664
no
0.43037974683544306
pl
0.4117647058823529
et
0.3835616438356164
en
0.34497816593886466
sv
0.3212669683257918
sk
0.3181818181818182
eu
0.3171471927162367
yo
0.30769230769230765
ro
0.296875
hr
0.29467084639498436
fi
0.27652733118971057
ms
0.2741935483870968
it
0.26350245499181674
es
0.26108374384236455
cs
0.16820702402957485
sl
0.16820702402957485
lv
0.16512059369202228
lt
0.16201117318435754
fr
0.15413533834586465
sq
0.15413533834586465
az
0.14285714285714285
hu
0.14285714285714285
tl
0.14285714285714285
ca
0.13793103448275862
tr
0.13793103448275862
pt
0.1346153846153846
reliable
true
passes
true
9
name
"Hunter"
dialogue
"—no talking. To anyone."
detectedLang
"en"
heavyLang
"en"
scores
en
0.8267898383371826
tl
0.726775956284153
no
0.660633484162896
lv
0.6277915632754343
sk
0.5978552278820375
hr
0.5912806539509536
pl
0.5833333333333334
pt
0.5821727019498607
es
0.47735191637630664
yo
0.47735191637630664
ca
0.47368421052631576
cs
0.46619217081850534
sl
0.44649446494464945
da
0.4094488188976378
lt
0.4094488188976378
nl
0.40476190476190477
tr
0.3697478991596639
de
0.34782608695652173
it
0.34782608695652173
fr
0.3212669683257918
is
0.3212669683257918
sv
0.3212669683257918
reliable
true
passes
true
10
name
"Melanie"
dialogue
"Warten Sie! Wo gehen Sie hin? Ich verstehe nicht— Sagen Sie mir wenigstens, ob... ob die Vermissten noch leben!"
detectedLang
"de"
heavyLang
"de"
scores
de
0.8348825831702544
nl
0.6125143513203215
da
0.45652173913043476
sv
0.4498777506112469
no
0.40423654015887023
fi
0.3515850144092219
pl
0.3283582089552239
eu
0.31886982845610495
es
0.3112244897959183
yo
0.2757510729613734
sl
0.2541436464088398
pt
0.23469387755102045
ca
0.23208191126279862
tr
0.20306965761511217
az
0.20118343195266272
is
0.1983372921615202
fr
0.18772563176895307
it
0.18576598311218334
en
0.1847826086956522
hu
0.1837968561064087
et
0.17883211678832117
sk
0.15519399249061328
cs
0.12903225806451613
hr
0.12903225806451613
lv
0.11300919842312747
ms
0.10358565737051792
lt
0.10239361702127658
tl
0.10239361702127658
ro
0.08038147138964578
sq
0.08038147138964578
reliable
true
passes
true
11
name
"Hunter"
dialogue
"Keep it safe, kid. We're gonna need that photo."
detectedLang
"en"
heavyLang
"en"
scores
en
0.7807017543859649
et
0.4633273703041145
tl
0.45750452079566006
fr
0.3877551020408163
fi
0.27710843373493976
it
0.23857868020304565
cs
0.22680412371134018
lv
0.2227979274611399
sq
0.2227979274611399
hi
0.20424403183023873
yo
0.20212765957446807
reliable
true
passes
true
12
name
"Melanie"
dialogue
"...Er hat mich gar nicht verstanden. Oh Gott. Er hat gar nichts verstanden."
detectedLang
"de"
heavyLang
"de"
scores
de
0.8221695317131003
nl
0.7304582210242587
is
0.5689655172413793
no
0.5645863570391872
da
0.5481927710843374
sv
0.5016611295681063
hu
0.46808510638297873
tr
0.46236559139784944
es
0.40711462450592883
sq
0.402390438247012
cs
0.3464052287581699
ro
0.3212669683257918
lt
0.3181818181818182
it
0.30394431554524365
en
0.3023255813953488
fr
0.29577464788732394
pt
0.29577464788732394
ca
0.2890995260663507
pl
0.18256130790190736
et
0.17355371900826447
sl
0.17355371900826447
az
0.16434540389972147
fi
0.16434540389972147
hr
0.16434540389972147
sk
0.16434540389972147
reliable
true
passes
true