NC Bench
Overview
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Tests
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Model
Z.AI GLM 5
Test
Language Writing
Scenario
Character dialogue (German) in a story
Run ID
2026-02-11-01KH7H7Q8GD1FC4F9TZXCPDD7H
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
# Voice Sheet: The Language Barrier --- **Melanie:** *(murmuring to herself in German, scrolling through photos on her camera)* "Das kann nicht wahr sein... das Gesicht... im Fenster..." **Hunter:** *(approaching her table, pulling out a chair)* "Ma'am? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions, if you don't mind." **Melanie:** *(startled, looking up with wide eyes)* "Was? Oh... Entschuldigung, ich verstehe nicht—" *(gesturing nervously)* "Kein Englisch... sorry, no English." **Hunter:** *(frowning, pulling out a small notepad)* "You don't speak any English at all? Just—hold on." *(makes a frustrated sound, pointing to himself)* "Detective. Police." *(shows his badge)* "You understand? Police." **Melanie:** *(nodding quickly, face pale)* "Ja, ja... Polizei. I understand police." *(her voice trembling in German)* "Aber ich habe nichts gesehen... oder vielleicht doch? Ich weiß nicht mehr, was real ist." **Hunter:** *(exhaling sharply, rubbing his temple)* "Okay... I'm going to need you to slow down. I don't speak—" *(gestures vaguely)* "—whatever that is. German?" *(pause)* "Look, I just need to know if you were near the old Henderson orchard last night. There was an incident." **Melanie:** *(looking increasingly distressed, speaking rapidly in German)* "Der Obstgarten? Ja, ich war dort! Ich wollte Fotos machen—vom Sonnenuntergang, verstehen Sie? Aber dann..." *(she glances down at her camera screen, turning it toward him with shaking hands)* "Sehen Sie? Sehen Sie das? Da ist jemand im Fenster! Da war niemand, als ich das Foto gemacht habe!" **Hunter:** *(staring at the camera screen, then at her, his confusion evident)* "I—okay, I have absolutely no idea what you're saying, but you clearly saw something." *(leans forward, trying to catch her eye)* "Hey. Hey, look at me. You're shaking. Are you okay?" **Melanie:** *(pulling her camera back protectively against her chest, responding in broken, heavily accented English)* "I... I am okay. Just... scared. The photo... there is... someone." *(switches back to German in her distress)* "Es ist nicht normal! Das Gesicht... es war nicht menschlich!" **Hunter:** *(pressing his lips together, clearly frustrated by the communication barrier)* "Someone? In the photo?" *(he points to her camera)* "Can I see? Again?" **Melanie:** *(hesitating, then slowly showing him the camera again, pointing at a dark smudge in one of the windows)* "Da. Dort. Look." **Hunter:** *(squinting at the screen, going very still)* "...I'll be damned." *(looks back at her intently)* "Listen, I'm going to need you to come down to the station. We'll get a translator. Can you do that? Station?" *(mimics driving a car)* "Police station?" **Melanie:** *(biting her lip, nodding hesitantly)* "Ja. Polizei station. I come." **Hunter:** *(standing up, tucking his notepad away)* "Good. Stay put, I'll come back for you in—" *(His phone rings sharply. He answers, listens briefly, his expression hardening.)* **Hunter:** "Hunter here... When? ...Damn it. No, I'm across town. I'll be there in ten." *(hangs up, looks at Melanie with a tight expression)* "I have to go. Stay here. Don't leave town. You understand? Stay. Here." **Melanie:** *(nodding again, her hands still clutching the camera)* "I stay. Bitte... find out what is happening. I am... scared." **Hunter:** *(already walking away, tossing a look over his shoulder)* "Yeah. Me too, lady. Me too." --- *End of Voice Sheet*
created_at
"2026-02-11T23:41:29.645084+00:00"
Wednesday, February 11th, 2026 at 11:41:29 PM GMT+00:00
model
"z-ai/glm-5-20260211"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
2672
moderation_latency
(null)
generation_time
61114
tokens_prompt
319
tokens_completion
1217
native_tokens_prompt
267
native_tokens_completion
1117
native_tokens_completion_images
(null)
native_tokens_reasoning
303
native_tokens_cached
0
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"stop"
usage
0.0038414
router
(null)
provider_responses
0
id
"4d945bd1be6648dab618c542c534a149"
status
200
is_byok
false
latency
2672
endpoint_id
"a3983e50-dec5-4453-80f6-8ab726493ca4"
provider_name
"Friendli"
model_permaslug
"z-ai/glm-5-20260211"
api_type
"completions"
id
"gen-1770853227-r7t0PSJRbSdo0rBhUCT1"
upstream_id
"4d945bd1be6648dab618c542c534a149"
total_cost
0.0038414
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Friendli"
Evaluation details
Result
Evaluator
Details
Meta Data
64.7059%
Parse dialogue
n/a
dialogue
0
name
"Melanie"
dialogue
"Das kann nicht wahr sein... das Gesicht... im Fenster..."
languages
deu
1
eng
0.6236124079261334
passes
true
1
name
"Hunter"
dialogue
"Ma'am? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions, if you don't mind."
languages
eng
1
deu
0.577246283128636
passes
true
2
name
"Melanie"
dialogue
"Kein Englisch... sorry, no English."
languages
deu
1
eng
0.955770850884583
3
name
"Hunter"
dialogue
"You understand? Police."
languages
deu
1
eng
0.6945107398568019
4
name
"Melanie"
dialogue
"Aber ich habe nichts gesehen... oder vielleicht doch? Ich weiß nicht mehr, was real ist."
languages
deu
1
eng
0.7036776212832551
passes
true
5
name
"Hunter"
dialogue
"Look, I just need to know if you were near the old Henderson orchard last night. There was an incident."
languages
eng
1
deu
0.6991541353383459
passes
true
6
name
"Melanie"
dialogue
"Sehen Sie? Sehen Sie das? Da ist jemand im Fenster! Da war niemand, als ich das Foto gemacht habe!"
languages
deu
1
eng
0.7718754124323611
passes
true
7
name
"Hunter"
dialogue
"Hey. Hey, look at me. You're shaking. Are you okay?"
languages
eng
1
deu
0.8147851186658114
passes
true
8
name
"Melanie"
dialogue
"Es ist nicht normal! Das Gesicht... es war nicht menschlich!"
languages
deu
1
eng
0.7291063301613571
passes
true
9
name
"Hunter"
dialogue
"Can I see? Again?"
languages
eng
1
deu
0.9443690637720489
10
name
"Melanie"
dialogue
"Da. Dort. Look."
languages
deu
1
eng
0.75
passes
true
11
name
"Hunter"
dialogue
"Police station?"
languages
eng
1
deu
0.7157118055555556
passes
true
12
name
"Melanie"
dialogue
"Ja. Polizei station. I come."
languages
eng
1
deu
0.7648766328011611
13
name
"Hunter"
dialogue
"Good. Stay put, I'll come back for you in—"
languages
eng
1
deu
0.5661875945537065
passes
true
14
name
"Hunter"
dialogue
"I have to go. Stay here. Don't leave town. You understand? Stay. Here."
languages
eng
1
deu
0.9606060606060606
15
name
"Melanie"
dialogue
"I stay. Bitte... find out what is happening. I am... scared."
languages
eng
1
deu
0.9697654213727194
16
name
"Hunter"
dialogue
"Yeah. Me too, lady. Me too."
languages
eng
1
deu
0.8458367683429513
passes
true