Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (Italian) in a story

Run ID

2026-02-11-01KH7HAB34QK5WWCKQZ0QFYBSN

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="Isabella"> Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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: Isabella 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 Italian, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Isabella and Hunter as a voice sheet: Isabella: "..." Hunter: "..."

Model response

AI
# Voice Sheet — Cafe Encounter --- **Hunter:** "Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I was hoping you might have a moment to answer some questions." **Isabella:** *looks up, startled* "Oh... scusi, non parlo inglese." **Hunter:** *furrows brow* "I'm sorry, I don't— do you understand what I'm asking? Questions? Police?" *gestures to badge* **Isabella:** *shakes head, voice trembling* "Non capisco... mi dispiace. Io non so nulla. Per favore, io voglio solo andare a casa." *clutches camera closer to her chest* **Hunter:** "Okay, okay... take it easy. You seem upset. Are you alright?" *raises hands slowly* "You look like you've seen something. Here—" *points to his eyes, then to her* "You see something? With this?" *gestures to her camera* **Isabella:** *glances at her camera, eyes watering* "Sì... la macchina fotografica. Io ho visto... ho visto qualcuno. Alla notte. Vicino al fiume." *wipes at her eyes* "Era terribile. Non so chi era. Avevo paura." **Hunter:** *sighs, frustrated* "I have no idea what you're saying. Wait—" *pulls out phone, opens translation app* "Can you... speak... slowly? Into this?" **Isabella:** *leans forward, speaks shakily into the phone* "Ho visto un uomo. Ieri notte. Al fiume. Stava trascinando qualcosa. Qualcosa di pesante." **Hunter:** *watches the screen translate, expression hardens* "'I saw a man. Last night. At the river. He was dragging something. Something heavy.'" *meets her eyes* "You saw this? Last night? At the river?" **Isabella:** *nods vigorously* "Sì, sì! Fiume. Ieri notte. Ho fatto delle foto, ma... avevo troppa paura. Sono scappata." **Hunter:** *points to her camera* "Photos? You have photos? Here? In the camera?" **Isabella:** *hesitates, then nods* "Sì. Foto. Ma non so se sono buone. Era buio." **Hunter:** "Can I see? Please?" *extends hand slowly* **Isabella:** *hands over the camera reluctantly* "Ecco. Ma per favore, stia attento. È la mia vita." **Hunter:** *scrolls through the photos, expression tightens* "These could be helpful. I'm going to need to hold onto this for now—" *phone buzzes* **Hunter:** *answers* "Hunter. ...What? When? ...I'm on my way." *ends call, stands abruptly* "I have to go. Stay in town. Don't leave Alborn. I'll find someone who speaks Italian to talk to you properly." *hesitates* "And... thank you. Grazie." **Isabella:** *nods, voice small* "Prego. Per favore, trovi la verità." **Hunter:** *pauses, looking at her with an unreadable expression, then hurries out of the cafe* --- *End of Voice Sheet*
created_at"2026-02-11T23:42:20.25411+00:00" Wednesday, February 11th, 2026 at 11:42:20 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency6291
moderation_latency(null)
generation_time25273
tokens_prompt321
tokens_completion908
native_tokens_prompt268
native_tokens_completion914
native_tokens_completion_images(null)
native_tokens_reasoning224
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" 
usage0.0031928
router(null)
provider_responses
0
id"202602120741555714125a8aa74d22" 
status200
is_byokfalse
latency6291
endpoint_id"85146950-32c1-410b-9b81-4467d938fd16" 
provider_name"Z.AI" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770853314-QaHPq4TXF6a2I73KMUsf" 
upstream_id"202602120741555714125a8aa74d22" 
total_cost0.0031928
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI" 

Evaluation details

Result Evaluator Details Meta Data
94.4444% Parse dialogue n/a
dialogue
0
name"Hunter" 
dialogue"Excuse me, miss? I'm Detective Hunter with the Alborn Police Department. I was hoping you might have a moment to answer some questions." 
languages
eng1
ita0.6629508662311843
passestrue
1
name"Isabella" 
dialogue"Oh... scusi, non parlo inglese." 
languages
ita1
eng0.8668941979522184
passestrue
2
name"Hunter" 
dialogue"I'm sorry, I don't— do you understand what I'm asking? Questions? Police?" 
languages
eng1
ita0.653840692886554
passestrue
3
name"Isabella" 
dialogue"Non capisco... mi dispiace. Io non so nulla. Per favore, io voglio solo andare a casa." 
languages
ita1
eng0.860403697415582
passestrue
4
name"Hunter" 
dialogue"You see something? With this?" 
languages
eng1
ita0.40311986863711
passestrue
5
name"Isabella" 
dialogue"Era terribile. Non so chi era. Avevo paura." 
languages
ita1
eng0.7255422753430721
passestrue
6
name"Hunter" 
dialogue"Can you... speak... slowly? Into this?" 
languages
eng1
ita0.70280694236126
passestrue
7
name"Isabella" 
dialogue"Ho visto un uomo. Ieri notte. Al fiume. Stava trascinando qualcosa. Qualcosa di pesante." 
languages
ita1
eng0.7633240194556556
passestrue
8
name"Hunter" 
dialogue"You saw this? Last night? At the river?" 
languages
eng1
ita0.3679446219382322
passestrue
9
name"Isabella" 
dialogue"Sì, sì! Fiume. Ieri notte. Ho fatto delle foto, ma... avevo troppa paura. Sono scappata." 
languages
ita1
eng0.7164948453608248
passestrue
10
name"Hunter" 
dialogue"Photos? You have photos? Here? In the camera?" 
languages
eng1
ita0.8858312858312858
passestrue
11
name"Isabella" 
dialogue"Sì. Foto. Ma non so se sono buone. Era buio." 
languages
ita1
eng0.902321083172147
passestrue
12
name"Hunter" 
dialogue"Can I see? Please?" 
languages
ita1
eng0.8529874213836478
13
name"Isabella" 
dialogue"Ecco. Ma per favore, stia attento. È la mia vita." 
languages
ita1
eng0.7047692604749951
passestrue
14
name"Hunter" 
dialogue"These could be helpful. I'm going to need to hold onto this for now—" 
languages
eng1
ita0.49725202826485215
passestrue
15
name"Hunter" 
dialogue"And... thank you. Grazie." 
languages
eng1
ita0.6200204290091931
passestrue
16
name"Isabella" 
dialogue"Prego. Per favore, trovi la verità." 
languages
ita1
eng0.6733502538071066
passestrue
17
name"Hunter" 
dialogue"*pauses, looking at her with an unreadable expression, then hurries out of the cafe*" 
languages
eng1
ita0.5217947227711264
passestrue