Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (French) in a story

Run ID

2026-02-11-01KH7H3G0BTTK2T2C4X7YGBY6J

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="Marie"> Marie is a 30-year old college student on a study abroad program. Born in France, she is fluent in French 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 French, 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: Marie 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 French, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Marie and Hunter as a voice sheet: Marie: "..." Hunter: "..."

Model response

AI
**VOICE SHEET** --- Marie: *murmuring to herself in French, brow furrowed as she scrolls through photos on her camera's display screen* "Non, non... c'est impossible..." Hunter: *pulls out the chair across from her and sits down without invitation* "Ma'am, I'm Detective Hunter with the Alborn Police Department. I need to ask you a few questions about what you saw at the orchard yesterday evening." Marie: *looks up with a startle, pressing a hand to her chest* "Pardon? Je... je ne comprends pas." *pauses, studying his badge* "Détective?" Hunter: *exhales sharply* "Yesterday. The orchard." *gestures vaguely toward the window* "You were there. Taking pictures." *mimes clicking a camera shutter* "I need to know what you saw." Marie: *shaking now, eyes darting to her camera screen and back to Hunter* "Monsieur, s'il vous plaît... j'ai vu..." *voice trembling* "J'ai vu quelque chose d'horrible. Un homme... dans les arbres. Il... il a disparu. Juste comme ça." *wipes at tears forming in her eyes* "Je ne comprends pas ce qui s'est passé." Hunter: *rubs the back of his neck, jaw tightening* "Yeah, I... look, I don't know what you're saying. Can you just—" *points to her camera* "Show me. Pictures. Photos. Do you have something on there?" Marie: *hesitantly turns the camera toward him, fingers trembling* "Ici... regardez." *swallows hard* "L'homme... il était là, et puis... plus rien." *pulls the camera back against her chest protectively* "J'ai peur, monsieur. Très peur." Hunter: *leans forward, forearms on the table* "Okay, I can see you're scared. That's—" *sighs* "That's fine. But I need you to work with me here. Is there someone who can translate? Anyone?" Marie: *shakes her head slowly, looking around the cafe helplessly* "Non... je ne connais personne ici. Je suis étudiante... study abroad." *gestures vaguely* "My English... très mauvais. I am sorry." Hunter: *mutters under his breath* "Terrific." *meets her gaze with a hardened look* "Alright. Listen—" *points to himself* "Detective. I protect. You—" *points to her* "—safe. Okay? Safe." Marie: *a small, uncertain smile crosses her face* "Safe? Oui... okay." *clutches her camera tighter* "Merci, monsieur." Hunter: *nods curtly* "Yeah. Don't leave town. Stay—" *mimics staying put* "—here. In Alborn. I'll find someone to help us talk. Properly." Marie: *nods quickly* "D'accord. I stay." Hunter: *phone buzzes in his pocket, and he pulls it out, glancing at the screen* "Damn it." *stands abruptly* "I have to take this. Stay here. Don't—" *points firmly at her* "—leave. Understand?" Marie: *watches him stand, anxiety flickering across her features* "Attendez! What... what happens now?" Hunter: *already pressing the phone to his ear, stepping away from the table* "Just stay put. I'll be back." *into the phone* "Hunter. Go ahead." Marie: *watches him walk toward the cafe entrance, then turns back to her camera, whispering to herself* "Mon Dieu... qu'est-ce que j'ai vu?" --- **END VOICE SHEET**
created_at"2026-02-11T23:38:37.877042+00:00" Wednesday, February 11th, 2026 at 11:38:37 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency398
moderation_latency(null)
generation_time28168
tokens_prompt316
tokens_completion1005
native_tokens_prompt267
native_tokens_completion987
native_tokens_completion_images(null)
native_tokens_reasoning209
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" 
usage0.0034254
router(null)
provider_responses
0
id"05f96f79dd8642579437224a14b41594" 
status200
is_byokfalse
latency397
endpoint_id"a3983e50-dec5-4453-80f6-8ab726493ca4" 
provider_name"Friendli" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770853089-ajayhLiTdECB4k22W7Ig" 
upstream_id"05f96f79dd8642579437224a14b41594" 
total_cost0.0034254
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"Marie" 
dialogue"Non, non... c'est impossible..." 
languages
fra1
eng0.9751367478866235
1
name"Hunter" 
dialogue"Ma'am, I'm Detective Hunter with the Alborn Police Department. I need to ask you a few questions about what you saw at the orchard yesterday evening." 
languages
eng1
fra0.808433144217973
passestrue
2
name"Marie" 
dialogue"Détective?" 
languages
fra1
eng0.9616580310880829
3
name"Hunter" 
dialogue"I need to know what you saw." 
languages
eng1
fra0.6597110754414125
passestrue
4
name"Marie" 
dialogue"Je ne comprends pas ce qui s'est passé." 
languages
fra1
eng0.5597931480284422
passestrue
5
name"Hunter" 
dialogue"Show me. Pictures. Photos. Do you have something on there?" 
languages
eng1
fra0.7851458885941645
passestrue
6
name"Marie" 
dialogue"J'ai peur, monsieur. Très peur." 
languages
fra1
eng0.8633131419541744
passestrue
7
name"Hunter" 
dialogue"That's fine. But I need you to work with me here. Is there someone who can translate? Anyone?" 
languages
eng1
fra0.6226255407184502
passestrue
8
name"Marie" 
dialogue"My English... très mauvais. I am sorry." 
languages
eng1
fra0.8914307871267934
9
name"Hunter" 
dialogue"—safe. Okay? Safe." 
languages
fra1
eng0.9082278481012658
10
name"Marie" 
dialogue"Merci, monsieur." 
languages
fra1
eng0.7761467889908257
passestrue
11
name"Hunter" 
dialogue"—here. In Alborn. I'll find someone to help us talk. Properly." 
languages
eng1
fra0.6188304284085355
passestrue
12
name"Marie" 
dialogue"D'accord. I stay." 
languages
eng1
fra0.5166051660516605
13
name"Hunter" 
dialogue"—leave. Understand?" 
languages
eng1
fra0.6093229744728079
passestrue
14
name"Marie" 
dialogue"Attendez! What... what happens now?" 
languages
eng1
fra0.8653333333333333
15
name"Hunter" 
dialogue"Hunter. Go ahead." 
languages
eng1
fra0.8307142857142857
passestrue
16
name"Marie" 
dialogue"Mon Dieu... qu'est-ce que j'ai vu?" 
languages
fra1
eng0.6249669399629727
passestrue