Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (French) in a story

Run ID

2026-02-11-01KH7H7HV53H2VC5S706FS0B4V

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
**Marie:** *"...Regardez cette lumière... si parfaite..."* **Hunter:** "Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions about what happened near the orchard last night." **Marie:** *She jumps, clutching the camera to her chest.* "Oh! Pardon? Je... je ne comprends pas." *Her eyes widen, clearly recognizing the word 'detective' from his tone.* "Vous êtes la police?" **Hunter:** *He narrows his eyes, shifting his weight.* "I'm sorry, I don't speak... whatever that is. Look, I just need to know if you saw anyone near the festival grounds after dark. We have reports of a disturbance." **Marie:** *She shakes her head rapidly, her hands trembling as she gestures towards the window.* "Je ne sais rien! Je prends juste des photos... des paysages. S'il vous plaît, je suis juste une étudiante." *She looks down at her camera, her voice dropping to a whisper.* "C'était effrayant... les ombres..." **Hunter:** *He lets out a sharp breath, pinching the bridge of his nose.* "Shadows? Is that what you said? I can't work with this." *He points firmly to the table.* "Photos. You. Take. Photos? Last night?" **Marie:** *She hesitantly turns the camera screen towards him, her finger hovering over the playback button.* "Photos? Oui. Regardez." *She shows him a grainy image of the apple orchard at twilight.* "J'ai vu... un homme. Il a couru. Vite. Très vite." **Hunter:** *He leans in closer to the small screen, studying the blurry figure near the tree line.* "A man running? Did you see his face? Face?" *He points to his own cheek.* **Marie:** *She shudders, hugging herself.* "Non. Juste une silhouette. Une ombre étrange." *She looks up at him with pleading eyes, switching to broken, heavily accented English.* "No face. Just... fear. I am... scared." **Hunter:** "Scared. Yeah, you and me both, lady. This town is going crazy." *He pulls a card from his jacket pocket and places it on the table.* "Stay in town. Don't leave. Understand? Stay." **Marie:** *She picks up the card, looking at it with confusion.* "Rester? Ici?" *She nods slowly.* "D'accord. I stay." **Hunter:** *His phone suddenly buzzes loudly in his pocket. He holds up a hand to pause the conversation and answers.* "Hunter. ... What? ... Are you kidding me? ... No, I'm at the cafe on Main. ... Fine. Don't touch anything until I get there." *He snaps the phone shut and looks back at Marie with a tense jaw.* "I have to go. Don't leave town. I'll find a translator." **Marie:** *She watches him stand up, her face pale.* "Quoi? Déjà? Attendez!" *She reaches out slightly but pulls back.* "Soyez prudent!" **Hunter:** *He turns on his heel, already walking away.* "Yeah, yeah. Prudent. Sure."
created_at"2026-02-11T23:43:52.643198+00:00" Wednesday, February 11th, 2026 at 11:43:52 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1222
moderation_latency(null)
generation_time208403
tokens_prompt316
tokens_completion2430
native_tokens_prompt267
native_tokens_completion2540
native_tokens_completion_images(null)
native_tokens_reasoning1719
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" 
usage0.008395
router(null)
provider_responses
0
status429
is_byokfalse
latency1234
endpoint_id"41cdd1f2-4c82-432e-b0ea-8f21ca0bc88f" 
provider_name"Phala" 
model_permaslug"z-ai/glm-5-20260211" 
1
status429
is_byokfalse
latency81
endpoint_id"14b8ca12-e20c-422a-b2e1-0b0f7f8048bf" 
provider_name"Parasail" 
model_permaslug"z-ai/glm-5-20260211" 
2
id"18454aeb19ba457e8eed631e15e65621" 
status200
is_byokfalse
latency1222
endpoint_id"a3983e50-dec5-4453-80f6-8ab726493ca4" 
provider_name"Friendli" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770853222-G5OmLn4TAATcJXAgy5Cr" 
upstream_id"18454aeb19ba457e8eed631e15e65621" 
total_cost0.008395
cache_discount(null)
upstream_inference_cost0
provider_name"Friendli" 

Evaluation details

Result Evaluator Details Meta Data
71.4286% Parse dialogue n/a
dialogue
0
name"Marie" 
dialogue"...Regardez cette lumière... si parfaite..." 
languages
fra1
eng0.7785962758338449
passestrue
1
name"Hunter" 
dialogue"Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions about what happened near the orchard last night." 
languages
eng1
fra0.8718896094103453
passestrue
2
name"Marie" 
dialogue"Vous êtes la police?" 
languages
fra1
eng0.33165634674922606
passestrue
3
name"Hunter" 
dialogue"I'm sorry, I don't speak... whatever that is. Look, I just need to know if you saw anyone near the festival grounds after dark. We have reports of a disturbance." 
languages
eng1
fra0.6953799512291571
passestrue
4
name"Marie" 
dialogue"C'était effrayant... les ombres..." 
languages
fra1
eng0.6491266858279903
passestrue
5
name"Hunter" 
dialogue"Photos. You. Take. Photos? Last night?" 
languages
eng1
fra0.9617067833698031
6
name"Marie" 
dialogue"J'ai vu... un homme. Il a couru. Vite. Très vite." 
languages
fra1
eng0.8557443664573329
passestrue
7
name"Hunter" 
dialogue"A man running? Did you see his face? Face?" 
languages
eng1
fra0.6706261324743306
passestrue
8
name"Marie" 
dialogue"No face. Just... fear. I am... scared." 
languages
eng1
fra0.7852130325814537
9
name"Hunter" 
dialogue"Stay in town. Don't leave. Understand? Stay." 
languages
eng1
fra0.9017071908949819
passestrue
10
name"Marie" 
dialogue"D'accord. I stay." 
languages
eng1
fra0.5166051660516605
11
name"Hunter" 
dialogue"I have to go. Don't leave town. I'll find a translator." 
languages
eng1
fra0.8904109589041096
passestrue
12
name"Marie" 
dialogue"Soyez prudent!" 
languages
fra1
eng0.8656182987848463
passestrue
13
name"Hunter" 
dialogue"Yeah, yeah. Prudent. Sure." 
languages
fra1
eng0.9025026068821689