NC Bench
Overview
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Model
Z.AI GLM 5
Test
Language Writing
Scenario
Character dialogue (Spanish) in a story
Run ID
2026-02-11-01KH7H6FRWY3469G9MEDYW616T
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="Maria"> Maria is a 30-year old college student on a study abroad program. Born in Spain, she is fluent in Spanish 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 Spanish, 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: Maria 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 Spanish, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Maria and Hunter as a voice sheet: Maria: "..." Hunter: "..."
Model response
Messages
Meta
AI
**Maria:** "Mira... la luz era perfecta, pero algo no encajaba. ¿Qué había en el fondo?" *She zooms in on the camera display, her brow furrowed.* **Hunter:** "Excuse me, ma'am. I'm Detective Hunter. Do you have a moment?" **Maria:** *She jumps slightly, looking up.* "¿Perdón? ¿Detective?" *She gestures to her chest.* "No... no hablo inglés. Lo siento." **Hunter:** "Right. English. You don't speak it." *He sighs, pointing to himself.* "Detective. Police." *He shows his badge.* "I need to ask about the festival. Yesterday. The orchard. Did you see anything?" **Maria:** *Her face drains of color. She clutches the camera tighter to her chest.* "¿El festival? Sí... yo estaba allí. Tomando fotos." *Her voice trembles.* "Vi algo... algo terrible. Un hombre... él..." **Hunter:** "Slow down. I don't— Did you see a man? *Hombre?*" *He mimics walking with his fingers.* "Disappeared? *Desaparecido?*" *He grimaces, realizing he doesn't know the word.* "Damn it. Look, did you see someone get taken?" **Maria:** *Tears well in her eyes. She shakes her head frantically, speaking rapidly in Spanish.* "No sé qué pasó. Solo vi las sombras. Él corrió hacia los árboles y luego... nada. ¡Silencio! Tenía miedo, mi cámara... lo capturó. Mire, mire las fotos." *She starts to turn the camera screen toward him, her hands shaking.* "Pero tengo miedo. ¿Y si vuelve?" **Hunter:** *He leans in, squinting at the camera screen, then back at her face, trying to read her expression more than the words.* "I can't help you if I don't understand you, ma'am. Photos? You have photos of the suspect?" **Maria:** "¡Sí! Fotos. Aquí." *She points to a dark blur on the screen.* "Mire... la chaqueta. Era extraño. Muy extraño. No quiero problemas, solo quiero volver a casa." *She sniffles, wiping her eye.* "Por favor, ¿puedo irme?" **Hunter:** "Wait, don't—just stay right there. Don't move. I'm going to call this in, get someone who speaks... Spanish. Just sit." *He gestures firmly to the chair.* "Stay." **Maria:** *She nods slowly, assuming he understands her fear.* "De acuerdo. Me quedo. Pero por favor... tenga cuidado." **Hunter:** *His phone rings loudly, breaking the tension. He checks the screen.* "Hunter. ...What? ...Now? ...Alright, I'm on my way. Don't touch anything." *He flips the phone shut and looks back at Maria, frustration evident on his face.* "I have to go. *Voy.* Stay here. *Aquí.* I'll find someone to talk to you." **Maria:** "¿Se va? ¿Qué pasa con mis fotos?" *She stands up halfway, looking panicked.* "¡Espere! ¿Qué debo hacer?" **Hunter:** *He backs away, shaking his head.* "I gotta go. Just... stay out of trouble. And keep those photos safe. *Seguro.*" *He turns and jogs out of the cafe.* **Maria:** *She slumps back into her chair, whispering to herself.* "Seguro... sí. Nadie está seguro aquí."
created_at
"2026-02-11T23:42:36.914769+00:00"
Wednesday, February 11th, 2026 at 11:42:36 PM GMT+00:00
model
"z-ai/glm-5-20260211"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
583
moderation_latency
(null)
generation_time
169162
tokens_prompt
317
tokens_completion
2850
native_tokens_prompt
263
native_tokens_completion
2860
native_tokens_completion_images
(null)
native_tokens_reasoning
2091
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
0.009415
router
(null)
provider_responses
0
id
"6aa8d68211be4f08b0a428924352706a"
status
200
is_byok
false
latency
582
endpoint_id
"a3983e50-dec5-4453-80f6-8ab726493ca4"
provider_name
"Friendli"
model_permaslug
"z-ai/glm-5-20260211"
api_type
"completions"
id
"gen-1770853187-ocX2b522toOw0lKDYqhs"
upstream_id
"6aa8d68211be4f08b0a428924352706a"
total_cost
0.009415
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Friendli"
Evaluation details
Result
Evaluator
Details
Meta Data
66.6667%
Parse dialogue
n/a
dialogue
0
name
"Maria"
dialogue
"Mira... la luz era perfecta, pero algo no encajaba. ¿Qué había en el fondo?"
languages
spa
1
eng
0.7194640507237708
passes
true
1
name
"Hunter"
dialogue
"Excuse me, ma'am. I'm Detective Hunter. Do you have a moment?"
languages
eng
1
spa
0.9025090978739705
passes
true
2
name
"Maria"
dialogue
"No... no hablo inglés. Lo siento."
languages
spa
1
eng
0.971969166082691
3
name
"Hunter"
dialogue
"I need to ask about the festival. Yesterday. The orchard. Did you see anything?"
languages
eng
1
spa
0.59887489299254
passes
true
4
name
"Maria"
dialogue
"Vi algo... algo terrible. Un hombre... él..."
languages
spa
1
eng
0.9909191994069682
5
name
"Hunter"
dialogue
"Damn it. Look, did you see someone get taken?"
languages
spa
1
eng
0.9456114028507127
6
name
"Maria"
dialogue
"Pero tengo miedo. ¿Y si vuelve?"
languages
spa
1
eng
0.7675516224188791
passes
true
7
name
"Hunter"
dialogue
"I can't help you if I don't understand you, ma'am. Photos? You have photos of the suspect?"
languages
eng
1
spa
0.8126229047663639
passes
true
8
name
"Maria"
dialogue
"Por favor, ¿puedo irme?"
languages
spa
1
eng
0.83633197910621
passes
true
9
name
"Hunter"
dialogue
"Stay."
languages
eng
1
spa
0.9360902255639098
10
name
"Maria"
dialogue
"De acuerdo. Me quedo. Pero por favor... tenga cuidado."
languages
spa
1
eng
0.6768615120766043
passes
true
11
name
"Hunter"
dialogue
"I have to go. *Voy.* Stay here. *Aquí.* I'll find someone to talk to you."
languages
eng
1
spa
0.8334575260804769
passes
true
12
name
"Maria"
dialogue
"¡Espere! ¿Qué debo hacer?"
languages
spa
1
eng
0.963407973784817
13
name
"Hunter"
dialogue
"I gotta go. Just... stay out of trouble. And keep those photos safe. *Seguro.*"
languages
eng
1
spa
0.7343976777939042
passes
true
14
name
"Maria"
dialogue
"Seguro... sí. Nadie está seguro aquí."
languages
spa
1
eng
0.7832883056734852
passes
true