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

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_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2672
moderation_latency(null)
generation_time61114
tokens_prompt319
tokens_completion1217
native_tokens_prompt267
native_tokens_completion1117
native_tokens_completion_images(null)
native_tokens_reasoning303
native_tokens_cached0
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/" 
is_byokfalse
finish_reason"stop" 
native_finish_reason"stop" 
usage0.0038414
router(null)
provider_responses
0
id"4d945bd1be6648dab618c542c534a149" 
status200
is_byokfalse
latency2672
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_cost0.0038414
cache_discount(null)
upstream_inference_cost0
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
deu1
eng0.6236124079261334
passestrue
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
eng1
deu0.577246283128636
passestrue
2
name"Melanie" 
dialogue"Kein Englisch... sorry, no English." 
languages
deu1
eng0.955770850884583
3
name"Hunter" 
dialogue"You understand? Police." 
languages
deu1
eng0.6945107398568019
4
name"Melanie" 
dialogue"Aber ich habe nichts gesehen... oder vielleicht doch? Ich weiß nicht mehr, was real ist." 
languages
deu1
eng0.7036776212832551
passestrue
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
eng1
deu0.6991541353383459
passestrue
6
name"Melanie" 
dialogue"Sehen Sie? Sehen Sie das? Da ist jemand im Fenster! Da war niemand, als ich das Foto gemacht habe!" 
languages
deu1
eng0.7718754124323611
passestrue
7
name"Hunter" 
dialogue"Hey. Hey, look at me. You're shaking. Are you okay?" 
languages
eng1
deu0.8147851186658114
passestrue
8
name"Melanie" 
dialogue"Es ist nicht normal! Das Gesicht... es war nicht menschlich!" 
languages
deu1
eng0.7291063301613571
passestrue
9
name"Hunter" 
dialogue"Can I see? Again?" 
languages
eng1
deu0.9443690637720489
10
name"Melanie" 
dialogue"Da. Dort. Look." 
languages
deu1
eng0.75
passestrue
11
name"Hunter" 
dialogue"Police station?" 
languages
eng1
deu0.7157118055555556
passestrue
12
name"Melanie" 
dialogue"Ja. Polizei station. I come." 
languages
eng1
deu0.7648766328011611
13
name"Hunter" 
dialogue"Good. Stay put, I'll come back for you in—" 
languages
eng1
deu0.5661875945537065
passestrue
14
name"Hunter" 
dialogue"I have to go. Stay here. Don't leave town. You understand? Stay. Here." 
languages
eng1
deu0.9606060606060606
15
name"Melanie" 
dialogue"I stay. Bitte... find out what is happening. I am... scared." 
languages
eng1
deu0.9697654213727194
16
name"Hunter" 
dialogue"Yeah. Me too, lady. Me too." 
languages
eng1
deu0.8458367683429513
passestrue