NC Bench
Overview
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Model
Z.AI GLM 5
Test
Language Writing
Scenario
Character dialogue (French) in a story
Run ID
2026-02-11-01KH7H9K9110E9MGPXH4XQVDW6
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
Messages
Meta
AI
## Voice Sheet --- Marie: *staring intently at the photographs on her camera display, murmuring softly to herself* "Non, non... ce n'est pas possible..." Hunter: *approaching the table, pulling out the opposite chair* "Mind if I sit?" Marie: *looking up, startled* "Pardon?" Hunter: *sitting down anyway* "I'm Detective Hunter. I'm looking into the disappearances. I heard you were at the orchard yesterday." Marie: *eyes widening, face paling* "L'orpheline? Oui, j'étais... j'ai vu—" *voice trembling* "Mon Dieu, c'était horrible. Une ombre, une grande ombre qui bougeait." Hunter: *furrowing his brow* "Look, I don't speak... whatever that is. Do you have anyone who can translate?" Marie: *shaking her head frantically, gesturing with her hands* "Je ne comprends pas l'anglais. Je suis désolée. Hier... hier j'ai pris des photos." *turning her camera toward him, pointing at the screen* "Regardez! Là! Dans les arbres!" Hunter: *squinting at the photograph of the apple orchard, seeing nothing unusual* "I don't see anything. Just trees." Marie: *tapping the screen insistently, her voice rising* "Non! Regardez! La forme! Entre les pommiers! Elle n'était pas là avant!" *wiping tears from her cheeks* "J'ai peur. Je veux rentrer chez moi." Hunter: *frustrated, running a hand through his hair* "Okay, okay. Calm down. I can see you're upset about something." *pulling out a notepad* "Do you... write? English? French—do you write French?" Marie: *nodding vigorously, reaching for a napkin and pen from her bag* "Oui, oui. Un moment." *scribbling quickly in French, her handwriting shaky* "J'ai vu quelque chose dans l'orchidée. Pas une personne. Plus grand. Sombre." Hunter: *taking the napkin, studying it helplessly* "Yeah, I still can't read this." *sighing heavily* "Is there anyone in town who speaks French? A professor? Someone from your program?" Marie: *biting her lip, thinking* "Madame Gillespie. Elle... she teach French at the college. But she is not here today." Hunter: *his phone suddenly ringing, glancing at the caller ID* "Damn. I have to take this." *standing up abruptly* "Stay in town. Don't leave Alborn until I say so. You understand? Stay." *making a gesture of staying in place* Marie: *nodding slowly, wrapping her arms around herself* "Je reste. Je comprends... un peu." Hunter: *already walking away, phone pressed to his ear* "This is Hunter. What've you got?" Marie: *watching him leave, looking back down at her camera with trembling hands, whispering* "Pourquoi moi? Pourquoi ai-je vu ça?" --- *End of Voice Sheet*
created_at
"2026-02-11T23:41:50.722657+00:00"
Wednesday, February 11th, 2026 at 11:41:50 PM GMT+00:00
model
"z-ai/glm-5-20260211"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
3602
moderation_latency
(null)
generation_time
20691
tokens_prompt
316
tokens_completion
930
native_tokens_prompt
267
native_tokens_completion
902
native_tokens_completion_images
(null)
native_tokens_reasoning
249
native_tokens_cached
0
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"stop"
usage
0.0031534
router
(null)
provider_responses
0
id
"20260212074129eeea24659cde42a8"
status
200
is_byok
false
latency
3602
endpoint_id
"85146950-32c1-410b-9b81-4467d938fd16"
provider_name
"Z.AI"
model_permaslug
"z-ai/glm-5-20260211"
api_type
"completions"
id
"gen-1770853289-ocfMPuTma8Hp5TfRPSEk"
upstream_id
"20260212074129eeea24659cde42a8"
total_cost
0.0031534
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Z.AI"
Evaluation details
Result
Evaluator
Details
Meta Data
82.3529%
Parse dialogue
n/a
dialogue
0
name
"Marie"
dialogue
"Non, non... ce n'est pas possible..."
languages
fra
1
eng
0.835831945215621
passes
true
1
name
"Hunter"
dialogue
"Mind if I sit?"
languages
eng
1
fra
0.767962308598351
passes
true
2
name
"Marie"
dialogue
"Pardon?"
languages
fra
1
eng
0.5724003887269193
passes
true
3
name
"Hunter"
dialogue
"I'm Detective Hunter. I'm looking into the disappearances. I heard you were at the orchard yesterday."
languages
eng
1
fra
0.7717271727172718
passes
true
4
name
"Marie"
dialogue
"Mon Dieu, c'était horrible. Une ombre, une grande ombre qui bougeait."
languages
fra
1
eng
0.7906398104265403
passes
true
5
name
"Hunter"
dialogue
"Look, I don't speak... whatever that is. Do you have anyone who can translate?"
languages
eng
1
fra
0.7361660079051384
passes
true
6
name
"Marie"
dialogue
"Regardez! Là! Dans les arbres!"
languages
fra
1
eng
0.6649371927908247
passes
true
7
name
"Hunter"
dialogue
"I don't see anything. Just trees."
languages
eng
1
fra
0.655229662423907
passes
true
8
name
"Marie"
dialogue
"J'ai peur. Je veux rentrer chez moi."
languages
fra
1
eng
0.6964217006540978
passes
true
9
name
"Hunter"
dialogue
"Do you... write? English? French—do you write French?"
languages
eng
1
fra
0.9576093653727665
10
name
"Marie"
dialogue
"J'ai vu quelque chose dans l'orchidée. Pas une personne. Plus grand. Sombre."
languages
fra
1
eng
0.6647366030881017
passes
true
11
name
"Hunter"
dialogue
"Is there anyone in town who speaks French? A professor? Someone from your program?"
languages
eng
1
fra
0.5703402212481736
passes
true
12
name
"Marie"
dialogue
"Madame Gillespie. Elle... she teach French at the college. But she is not here today."
languages
eng
1
fra
0.7854724530624808
13
name
"Hunter"
dialogue
"Stay in town. Don't leave Alborn until I say so. You understand? Stay."
languages
eng
1
fra
0.9570833333333333
14
name
"Marie"
dialogue
"Je reste. Je comprends... un peu."
languages
fra
1
eng
0.8234280792420328
passes
true
15
name
"Hunter"
dialogue
"This is Hunter. What've you got?"
languages
eng
1
fra
0.6326312031417352
passes
true
16
name
"Marie"
dialogue
"Pourquoi moi? Pourquoi ai-je vu ça?"
languages
fra
1
eng
0.8616187989556136
passes
true