NC Bench
Overview
About
Tests
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Model
Z.AI GLM 5
Test
Language Writing
Scenario
Character dialogue (German) in a story
Run ID
2026-02-11-01KH7H28BYFP2QSAW92TRAC4DV
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 — Cafe Encounter **Scene:** Melanie sits alone at a corner table in the small town cafe, her camera cradled in her hands. She stares at the screen, her face pale. Hunter approaches, his badge clipped to his belt. --- Melanie: *murmuring to herself in German* "Das kann nicht wahr sein... das Gesicht... ich habe es gesehen..." Hunter: "Excuse me, ma'am. Detective Hunter, Alborn PD. Mind if I ask you a few questions?" Melanie: *looks up, startled* "Was? Ich... ich verstehe nicht." Hunter: *pauses, brow furrowing* "I'm investigating the disappearances. Three people gone in two weeks. I heard you were at the orchard yesterday afternoon." Melanie: *voice trembling* "Ich... ich war dort. Fotos machen. Aber dann..." *she gestures shakily to her camera* "Ich habe etwas gesehen. Etwas Schreckliches." Hunter: *frustrated, rubbing his jaw* "I don't— look, do you speak any English? At all?" Melanie: *shaking her head, eyes watering* "Nein. Es tut mir leid. Ich verstehe wirklich nichts." Hunter: *sighs heavily* "Alright. Okay." *pulls out a notepad, sketches a rough stick figure walking away* "Did you see... someone leave? Walking away?" Melanie: *stares at the drawing, then shakes her head vigorously* "Nein. Nicht gehen." *she points urgently at her camera, then at her own eyes, then makes a gesture of someone being grabbed* "Gepackt. Verschleppt." Hunter: *watches her gestures intently* "Grabbed? Someone was... taken?" Melanie: *desperate, nodding frantically* "Ja! Ja! Taken! Man in... in schwarz. Black coat. Black..." *she gestures to her head, struggling* "Hut? Hat?" Hunter: "A hat. Black coat, black hat." *writes rapidly in his notepad* "Did you get a photo? Of him?" Melanie: *hesitates, then turns her camera toward him, scrolling through shots. She stops on a blurred image of a dark figure near the orchard treeline. Her hands tremble* "Hier. Das ist er. Aber..." *touches her temple* "Er hat mich gesehen. Er wusste, dass ich hier bin." Hunter: *studies the photo, jaw tightening* "This could be useful. You're saying he saw you? He knows you were there?" Melanie: *wrapping her arms around herself* "Ja. Er... er hat gelächelt. Ein kaltes Lächeln." *she shudders* "Ich habe Angst." Hunter: *his phone rings sharply. He holds up a finger, answering* "Hunter." *pause, his expression darkens* "When? ... I'll be there in ten." *hangs up* Hunter: "Ma'am, I have to go. Don't leave town. Stay somewhere public, you understand? Public." *gestures around the cafe* "Hier bleiben." Melanie: *nervous but nodding* "Ich verstehe. Public. Ja." Hunter: *grabbing his coat* "I'll find someone who speaks German. We'll talk properly. Stay safe." *Hunter exits quickly, leaving Melanie alone with her camera, her face still pale.* --- **End of Voice Sheet**
created_at
"2026-02-11T23:38:01.941661+00:00"
Wednesday, February 11th, 2026 at 11:38:01 PM GMT+00:00
model
"z-ai/glm-5-20260211"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
384
moderation_latency
(null)
generation_time
32736
tokens_prompt
319
tokens_completion
919
native_tokens_prompt
267
native_tokens_completion
883
native_tokens_completion_images
(null)
native_tokens_reasoning
178
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
0.0030926
router
(null)
provider_responses
0
id
"09efde7af2f74954a6a7e93dc86fab12"
status
200
is_byok
false
latency
384
endpoint_id
"a3983e50-dec5-4453-80f6-8ab726493ca4"
provider_name
"Friendli"
model_permaslug
"z-ai/glm-5-20260211"
api_type
"completions"
id
"gen-1770853048-Jk2Pqi5f6igIP5aZgMPY"
upstream_id
"09efde7af2f74954a6a7e93dc86fab12"
total_cost
0.0030926
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Friendli"
Evaluation details
Result
Evaluator
Details
Meta Data
94.7368%
Parse dialogue
n/a
dialogue
0
name
"Melanie"
dialogue
"Das kann nicht wahr sein... das Gesicht... ich habe es gesehen..."
languages
deu
1
eng
0.6638676631119321
passes
true
1
name
"Hunter"
dialogue
"Excuse me, ma'am. Detective Hunter, Alborn PD. Mind if I ask you a few questions?"
languages
eng
1
deu
0.6996935648621042
passes
true
2
name
"Melanie"
dialogue
"Was? Ich... ich verstehe nicht."
languages
deu
1
eng
0.8014537107880643
passes
true
3
name
"Hunter"
dialogue
"I'm investigating the disappearances. Three people gone in two weeks. I heard you were at the orchard yesterday afternoon."
languages
eng
1
deu
0.780413725168281
passes
true
4
name
"Melanie"
dialogue
"Ich habe etwas gesehen. Etwas Schreckliches."
languages
deu
1
eng
0.5702396326589181
passes
true
5
name
"Hunter"
dialogue
"I don't— look, do you speak any English? At all?"
languages
eng
1
deu
0.7107909758086437
passes
true
6
name
"Melanie"
dialogue
"Nein. Es tut mir leid. Ich verstehe wirklich nichts."
languages
deu
1
eng
0.8378030859662013
passes
true
7
name
"Hunter"
dialogue
"Did you see... someone leave? Walking away?"
languages
eng
1
deu
0.8569359976831741
passes
true
8
name
"Melanie"
dialogue
"Gepackt. Verschleppt."
languages
deu
1
eng
0.5177270519669743
passes
true
9
name
"Hunter"
dialogue
"Grabbed? Someone was... taken?"
languages
eng
1
deu
0.8646710321172435
passes
true
10
name
"Melanie"
dialogue
"Hut? Hat?"
languages
deu
1
eng
0.6547868623340322
passes
true
11
name
"Hunter"
dialogue
"Did you get a photo? Of him?"
languages
eng
1
deu
0.5625501202886929
passes
true
12
name
"Melanie"
dialogue
"Er hat mich gesehen. Er wusste, dass ich hier bin."
languages
deu
1
eng
0.5477247502774695
passes
true
13
name
"Hunter"
dialogue
"This could be useful. You're saying he saw you? He knows you were there?"
languages
eng
1
deu
0.7708111560570576
passes
true
14
name
"Melanie"
dialogue
"Ich habe Angst."
languages
deu
1
eng
0.8804515135967163
passes
true
15
name
"Hunter"
dialogue
"When? ... I'll be there in ten."
languages
eng
1
deu
0.7496436208125445
passes
true
16
name
"Hunter"
dialogue
"Hier bleiben."
languages
deu
1
eng
0.6515601783060921
17
name
"Melanie"
dialogue
"Ich verstehe. Public. Ja."
languages
deu
1
eng
0.8207171314741035
passes
true
18
name
"Hunter"
dialogue
"I'll find someone who speaks German. We'll talk properly. Stay safe."
languages
eng
1
deu
0.8204248015447329
passes
true