Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (French) in a story

Run ID

2026-02-11-01KH7GSXX2SSS8H2EVH26TNF76

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: The Language Barrier --- **Marie:** *murmuring to herself in French, staring at her camera display* "Quelque chose n'allait pas... ces ombres... je ne comprends pas." **Hunter:** *approaching the table, pulling out a chair* "Mind if I sit? Detective Hunter, Alborn PD. Got a few questions for you." **Marie:** *looking up startled* "Pardon? Je... je ne comprends pas." **Hunter:** *flashing his badge* "I said I'm with the police. We're investigating the disappearances. I heard you were at the orchard yesterday. The Jensen property." **Marie:** *face draining of color, hands trembling on her camera* "Disparitions? Oh mon Dieu... j'ai vu... hier..." *she gestures frantically* "Là-bas, dans les pommes... quelque chose de mal." **Hunter:** *furrowing his brow* "Look, lady, I don't know what you're saying. You speak English? English?" *speaking slower and louder* **Marie:** *shaking her head, eyes welling with tears* "Non, non... je suis désolée. Français. Je suis française." *she points to her camera desperately* "Photos. J'ai des photos. Regardez!" **Hunter:** *sighing heavily* "Photos? You have photos? Of the orchard?" **Marie:** *nodding vigorously, turning the camera toward him* "Oui! Oui! Regardez... hier soir..." *she scrolls through images, stopping at one, her hand shaking* "Voilà. Vous voyez? Il y a quelqu'un... dans l'ombre." **Hunter:** *leaning in to study the screen* "Wait... is that... that's one of the missing persons. When was this taken? When?" *making a gesture to indicate time* **Marie:** *understanding his intent, holding up five fingers, then pointing to the setting sun outside* "Cinq heures. Hier. Before... before the sun gone." *struggling with broken English* **Hunter:** *grimly* "5 PM yesterday. And you saw this person? Were they alive? Moving?" *mimics walking with his fingers* **Marie:** *swallowing hard, her voice barely above a whisper* "Oui... vivant. But..." *she wraps her arms around herself* "Someone else. Someone watching. J'ai senti... j'ai senti qu'on m'observait." **Hunter:** *frustrated but recognizing her fear* "Someone else was there? Who? Did you see them?" *squeezing his eyes shut in frustration* "Damn it. I wish you spoke English." **Marie:** *quietly, guiltily* "Je suis désolée. Désolée..." **Hunter:** *his phone buzzing in his pocket, holding up a finger* "Hold on." *answering the call* "Hunter here. ... What? ... Another one? Where? ... The cider mill. I'm on my way." *hanging up and standing abruptly* **Marie:** *looking up at him with wide, frightened eyes* "Qu'est-ce qui se passe? Another... another disappearance?" **Hunter:** *grabbing his jacket, jaw tight* "Yeah. Another one. Stay in town. Don't leave Alborn, you understand? Stay." *he points firmly at her, then at the ground* **Marie:** *nodding slowly* "Je reste. I stay." **Hunter:** *already walking away* "And keep those photos safe. I'll be back. I'll find someone who speaks French." **Marie:** *watching him go, hugging her camera to her chest* "Mon Dieu... faites que ça s'arrête." --- *End of Voice Sheet*
created_at"2026-02-11T23:33:23.179544+00:00" Wednesday, February 11th, 2026 at 11:33:23 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency5200
moderation_latency(null)
generation_time26603
tokens_prompt316
tokens_completion1063
native_tokens_prompt267
native_tokens_completion1031
native_tokens_completion_images(null)
native_tokens_reasoning243
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" 
usage0.0035662
router(null)
provider_responses
0
id"2026021207325776f29bddd53044ff" 
status200
is_byokfalse
latency5200
endpoint_id"85146950-32c1-410b-9b81-4467d938fd16" 
provider_name"Z.AI" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770852775-1V9MXuPgEhtQKbgyQUUL" 
upstream_id"2026021207325776f29bddd53044ff" 
total_cost0.0035662
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI" 

Evaluation details

Result Evaluator Details Meta Data
66.6667% Parse dialogue n/a
dialogue
0
name"Marie" 
dialogue"Quelque chose n'allait pas... ces ombres... je ne comprends pas." 
languages
fra1
eng0.8135067414389691
passestrue
1
name"Hunter" 
dialogue"Mind if I sit? Detective Hunter, Alborn PD. Got a few questions for you." 
languages
fra1
eng0.9940374787052811
2
name"Marie" 
dialogue"Pardon? Je... je ne comprends pas." 
languages
fra1
eng0.8160346695557963
passestrue
3
name"Hunter" 
dialogue"I said I'm with the police. We're investigating the disappearances. I heard you were at the orchard yesterday. The Jensen property." 
languages
eng1
fra0.8355531019253329
passestrue
4
name"Marie" 
dialogue"Là-bas, dans les pommes... quelque chose de mal." 
languages
fra1
eng0.5392337056411707
passestrue
5
name"Hunter" 
dialogue"Look, lady, I don't know what you're saying. You speak English? English?" 
languages
eng1
fra0.993273870448896
6
name"Marie" 
dialogue"Photos. J'ai des photos. Regardez!" 
languages
fra1
eng0.8816793893129771
passestrue
7
name"Hunter" 
dialogue"Photos? You have photos? Of the orchard?" 
languages
eng1
fra0.6387568555758684
passestrue
8
name"Marie" 
dialogue"Voilà. Vous voyez? Il y a quelqu'un... dans l'ombre." 
languages
fra1
eng0.63220675944334
passestrue
9
name"Hunter" 
dialogue"Wait... is that... that's one of the missing persons. When was this taken? When?" 
languages
eng1
fra0.7875564621885472
passestrue
10
name"Marie" 
dialogue"Cinq heures. Hier. Before... before the sun gone." 
languages
eng1
fra0.7941825199889716
11
name"Hunter" 
dialogue"5 PM yesterday. And you saw this person? Were they alive? Moving?" 
languages
eng1
fra0.7621103764674133
passestrue
12
name"Marie" 
dialogue"Someone else. Someone watching. J'ai senti... j'ai senti qu'on m'observait." 
languages
eng1
fra0.9656962540716613
13
name"Hunter" 
dialogue"Damn it. I wish you spoke English." 
languages
fra1
eng0.7956391620350577
14
name"Marie" 
dialogue"Je suis désolée. Désolée..." 
languages
fra1
eng0.8854742427592306
passestrue
15
name"Hunter" 
dialogue"Hunter here. ... What? ... Another one? Where? ... The cider mill. I'm on my way." 
languages
eng1
fra0.7952097612412443
passestrue
16
name"Marie" 
dialogue"Qu'est-ce qui se passe? Another... another disappearance?" 
languages
fra1
eng0.9395372619199795
17
name"Hunter" 
dialogue"Yeah. Another one. Stay in town. Don't leave Alborn, you understand? Stay." 
languages
eng1
fra0.7935943060498221
passestrue
18
name"Marie" 
dialogue"Je reste. I stay." 
languages
eng1
fra0.8376344086021505
19
name"Hunter" 
dialogue"And keep those photos safe. I'll be back. I'll find someone who speaks French." 
languages
eng1
fra0.5308833922261484
passestrue
20
name"Marie" 
dialogue"Mon Dieu... faites que ça s'arrête." 
languages
fra1
eng0.6799566042853269
passestrue