Model

Z.AI GLM 4.5

Test

Language Writing

Scenario

Character dialogue (French) in a story

Run ID

2026-02-08-01KGYX2HJN0X7T9H0GQ7MZDZK8

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: "..." Hunter: "Excuse me, miss. I'm Detective Hunter. I'm investigating some unusual events in town. I understand you're new to Alborn. Have you noticed anything strange lately?" Marie: "Je m'appelle Marie. Je suis étudiante. Je ne comprends pas ce que vous demandez. Des événements étranges? Je ne sais pas de quoi vous parlez." Hunter: "Ma'am? I don't understand what you're saying. Are you visiting? Do you speak English?" Marie: "Non, je ne parle pas anglais. Je suis française. Je suis ici pour étudier. Je ne comprends pas pourquoi vous m'interrogez." Hunter: "Look, I'm sorry about the confusion. I'm with the Alborn Police Department. There have been some disappearances. A young woman matching your description was reported missing near the university campus yesterday." Marie: "Disparitions? Mon Dieu! C'est terrible! Je ne sais rien de cela. J'ai seulement vu quelque chose d'étrange la nuit dernière. Un homme dans la rue, il regardait ma résidence. Il était grand, avec un manteau noir. Il m'a fait peur." Hunter: "You saw something? Can you describe what you saw? Was it last night? Where exactly?" Marie: "Oui, hier soir. Près de mon dortoir. Il se tenait dans les ombres, juste en bas de ma fenêtre. Je n'ai pas vu son visage, seulement sa silhouette. Quand je suis allée à la fenêtre, il est parti rapidement." Hunter: "Ma'am, I really need you to slow down. I don't understand your language. Did you see someone? Was it a man?" Marie: "Oui, un homme! Je l'ai vu! Il était là! Pourquoi ne comprenez-vous pas? Je suis inquiète maintenant. Peut-être que je ne devrais pas être ici seule." Hunter: "Just... stay calm, okay? I think you saw something important. Can you write it down? Or draw it? Anything that could help me understand?" Marie: "Je ne sais pas dessiner bien. J'ai une photo! J'ai pris une photo du dehors de ma fenêtre hier soir. Peut-être qu'il est sur la photo. Je ne l'ai pas encore regardée." Hunter: "A photo? You have a photo? That could be exactly what I need. Can I see it?" Marie: "Oui, oui. Elle est sur mon appareil photo. Voici." Hunter: "Thank you. This might be very helpful. I need to take this as evidence. Don't worry, we'll get it back to you. Can you stay in town for a few days? I might have more questions." Marie: "Oui, je reste ici. Mais s'il vous plaît, faites attention. Cet homme... il avait l'air dangereux." Hunter: "We'll be careful. Thank you for your help, despite the... communication barrier." [Phone rings] Hunter: "Excuse me. (Answers phone) Hunter here... Yeah? Okay, I'm on my way. (To Marie) I have to go. There's been another development. Please stay safe, and don't hesitate to call the police if you see anything else unusual." Marie: "D'accord. Je vais essayer. Soyez prudent, monsieur l'inspecteur." Hunter: "I will. Thank you again." ```
created_at"2026-02-08T15:14:27.854367+00:00" Sunday, February 8th, 2026 at 3:14:27 PM GMT+00:00
model"z-ai/glm-4.5" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1511
moderation_latency(null)
generation_time16130
tokens_prompt257
tokens_completion707
native_tokens_prompt272
native_tokens_completion750
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached8
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" 
usage0.00180928
router(null)
provider_responses
0
id"e58405dd1cc941232920125e0b4bd6bf" 
status200
is_byokfalse
latency1511
endpoint_id"e4ada6ec-12e7-49c9-837c-398dee612403" 
provider_name"Novita" 
model_permaslug"z-ai/glm-4.5" 
api_type"completions" 
id"gen-1770563651-kF3yL0g0s0Y6sqlFukdN" 
upstream_id"e58405dd1cc941232920125e0b4bd6bf" 
total_cost0.00180928
cache_discount0.00000392
upstream_inference_cost0
provider_name"Novita" 

Evaluation details

Result Evaluator Details Meta Data
90.4762% Parse dialogue n/a
dialogue
0
name"Marie" 
dialogue"..." 
languages
und1
passes
0"und" 
11
1
name"Hunter" 
dialogue"Excuse me, miss. I'm Detective Hunter. I'm investigating some unusual events in town. I understand you're new to Alborn. Have you noticed anything strange lately?" 
languages
eng1
fra0.7770842086309345
passestrue
2
name"Marie" 
dialogue"Je m'appelle Marie. Je suis étudiante. Je ne comprends pas ce que vous demandez. Des événements étranges? Je ne sais pas de quoi vous parlez." 
languages
fra1
eng0.7878347934918648
passestrue
3
name"Hunter" 
dialogue"Ma'am? I don't understand what you're saying. Are you visiting? Do you speak English?" 
languages
eng1
fra0.8537524850894632
passestrue
4
name"Marie" 
dialogue"Non, je ne parle pas anglais. Je suis française. Je suis ici pour étudier. Je ne comprends pas pourquoi vous m'interrogez." 
languages
fra1
eng0.9276466108149276
5
name"Hunter" 
dialogue"Look, I'm sorry about the confusion. I'm with the Alborn Police Department. There have been some disappearances. A young woman matching your description was reported missing near the university campus yesterday." 
languages
eng1
fra0.866973840665874
passestrue
6
name"Marie" 
dialogue"Disparitions? Mon Dieu! C'est terrible! Je ne sais rien de cela. J'ai seulement vu quelque chose d'étrange la nuit dernière. Un homme dans la rue, il regardait ma résidence. Il était grand, avec un manteau noir. Il m'a fait peur." 
languages
fra1
eng0.7862969004893964
passestrue
7
name"Hunter" 
dialogue"You saw something? Can you describe what you saw? Was it last night? Where exactly?" 
languages
eng1
fra0.8748130249683581
passestrue
8
name"Marie" 
dialogue"Oui, hier soir. Près de mon dortoir. Il se tenait dans les ombres, juste en bas de ma fenêtre. Je n'ai pas vu son visage, seulement sa silhouette. Quand je suis allée à la fenêtre, il est parti rapidement." 
languages
fra1
eng0.7645228624315703
passestrue
9
name"Hunter" 
dialogue"Ma'am, I really need you to slow down. I don't understand your language. Did you see someone? Was it a man?" 
languages
eng1
fra0.9199888486200167
passestrue
10
name"Marie" 
dialogue"Oui, un homme! Je l'ai vu! Il était là! Pourquoi ne comprenez-vous pas? Je suis inquiète maintenant. Peut-être que je ne devrais pas être ici seule." 
languages
fra1
eng0.6465303771955082
passestrue
11
name"Hunter" 
dialogue"Just... stay calm, okay? I think you saw something important. Can you write it down? Or draw it? Anything that could help me understand?" 
languages
eng1
fra0.8936706982266083
passestrue
12
name"Marie" 
dialogue"Je ne sais pas dessiner bien. J'ai une photo! J'ai pris une photo du dehors de ma fenêtre hier soir. Peut-être qu'il est sur la photo. Je ne l'ai pas encore regardée." 
languages
fra1
eng0.7958542713567839
passestrue
13
name"Hunter" 
dialogue"A photo? You have a photo? That could be exactly what I need. Can I see it?" 
languages
eng1
fra0.7963008631319359
passestrue
14
name"Marie" 
dialogue"Oui, oui. Elle est sur mon appareil photo. Voici." 
languages
fra1
eng0.765447406488944
passestrue
15
name"Hunter" 
dialogue"Thank you. This might be very helpful. I need to take this as evidence. Don't worry, we'll get it back to you. Can you stay in town for a few days? I might have more questions." 
languages
eng1
fra0.7820994143264755
passestrue
16
name"Marie" 
dialogue"Oui, je reste ici. Mais s'il vous plaît, faites attention. Cet homme... il avait l'air dangereux." 
languages
fra1
eng0.7303187403993856
passestrue
17
name"Hunter" 
dialogue"We'll be careful. Thank you for your help, despite the... communication barrier." 
languages
eng1
fra0.8560141509433963
passestrue
18
name"Hunter" 
dialogue"Excuse me. Hunter here... Yeah? Okay, I'm on my way. I have to go. There's been another development. Please stay safe, and don't hesitate to call the police if you see anything else unusual." 
languages
eng1
fra0.7947887195400201
passestrue
19
name"Marie" 
dialogue"D'accord. Je vais essayer. Soyez prudent, monsieur l'inspecteur." 
languages
fra1
eng0.9594796331840477
20
name"Hunter" 
dialogue"I will. Thank you again." 
languages
eng1
fra0.569047619047619
passestrue