Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (Italian) in a story

Run ID

2026-02-11-01KH7H3CKJ8G4MXGJDXH3YHQJ6

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: The Language Barrier **Setting:** *The Cozy Apple Café, Alborn, MN. A quaint establishment with checkered curtains and the smell of cinnamon and fresh coffee. Isabella sits alone at a corner table, her camera cradled in her hands, reviewing photographs.* --- Hunter: "Excuse me, miss. Detective Hunter Moore. I'd like to ask you a few questions, if you don't mind." Isabella: *She looks up from her camera* "Oh... buongiorno." *She gestures to the seat across from her* Hunter: *He pulls out a chair and sits* "I'm investigating the disappearance of Michael Hadley. He was last seen near Miller's Orchard, two nights ago. I noticed you've been taking photographs around town. Did you see anything unusual that evening?" Isabella: *Her face pales. She clutches her camera tighter* "Io... io ero lì. Ho visto qualcosa. Qualcuno... qualcuno nella nebbia. Ma non riuscivo a vedere chi era. Era così buio, e poi..." *She trails off* Hunter: *He frowns* "I'm sorry, I don't understand. Can you speak English?" Isabella: *She shakes her head, apologetic* "No inglese. Mi dispiace. Io... italiano solo." *She points to herself, then shrugs helplessly* Hunter: *He exhales* "Great. Okay." *He pulls out a notepad and points to the camera* "Photographs. That night. Miller's Orchard." *He gestures walking with his fingers* "Did you see anything?" Isabella: *She understands 'photographs' and nods slowly, scrolling through images* "Sì, sì. Foto." *She finds one and shows him* Hunter: *He leans in* "Can I see that?" Isabella: *She holds her camera so he can see the screen, showing a figure in the fog near the orchard entrance* "Ecco. Guardi. Un uomo, credo. Ma non so chi." Hunter: *He studies the image* "This could be useful. Can you—" Isabella: *She interrupts, her hands trembling* "Avevo paura. Sono scappata. Mi dispiace tanto, signore. Non volevo... non volevo vedere niente." Hunter: *He watches her distressed state* "Hey, it's okay. You're okay." *He raises his hands, palms out* "It's alright." Isabella: *She wipes at her eyes* "Non capisco niente. Voglio solo tornare a casa." Hunter: *He chuckles* "I have no idea what you're saying, but you look like you could use some tea." *He signals to the waitress* "Another... whatever she's having." Isabella: *A small, grateful smile* "Grazie. Lei è... gentile." Hunter: *He shrugs* "Yeah, don't mention it." *Hunter's phone rings. He glances at the caller ID.* Hunter: "I have to take this." *He stands* "Stay here. I might have more questions." *He points to the table, then to his eyes, then to her* Isabella: *She nods* "Sì. Aspetto qui." Hunter: *He answers the call as he walks toward the door* "Moore. What have you got?" *The café door swings shut behind him, leaving Isabella alone with her photographs and the lingering scent of apples.*
created_at"2026-02-11T23:38:38.238363+00:00" Wednesday, February 11th, 2026 at 11:38:38 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4288
moderation_latency(null)
generation_time21661
tokens_prompt321
tokens_completion1112
native_tokens_prompt268
native_tokens_completion1043
native_tokens_completion_images(null)
native_tokens_reasoning359
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" 
usage0.0036056
router(null)
provider_responses
0
status(null)
is_byokfalse
latency10321
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b" 
provider_name"Novita" 
model_permaslug"z-ai/glm-5-20260211" 
1
id"20260212073816fbc58a68957f44a1" 
status200
is_byokfalse
latency4288
endpoint_id"85146950-32c1-410b-9b81-4467d938fd16" 
provider_name"Z.AI" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770853085-T8oygPWyqez7liKXlone" 
upstream_id"20260212073816fbc58a68957f44a1" 
total_cost0.0036056
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI" 

Evaluation details

Result Evaluator Details Meta Data
95.0000% Parse dialogue n/a
dialogue
0
name"Hunter" 
dialogue"Excuse me, miss. Detective Hunter Moore. I'd like to ask you a few questions, if you don't mind." 
languages
eng1
ita0.7795331289790144
passestrue
1
name"Isabella" 
dialogue"Oh... buongiorno." 
languages
ita1
eng0.8797850906648758
passestrue
2
name"Hunter" 
dialogue"I'm investigating the disappearance of Michael Hadley. He was last seen near Miller's Orchard, two nights ago. I noticed you've been taking photographs around town. Did you see anything unusual that evening?" 
languages
eng1
ita0.655606584447082
passestrue
3
name"Isabella" 
dialogue"Io... io ero lì. Ho visto qualcosa. Qualcuno... qualcuno nella nebbia. Ma non riuscivo a vedere chi era. Era così buio, e poi..." 
languages
ita1
eng0.7775200906099995
passestrue
4
name"Hunter" 
dialogue"I'm sorry, I don't understand. Can you speak English?" 
languages
eng1
ita0.6792
passestrue
5
name"Isabella" 
dialogue"No inglese. Mi dispiace. Io... italiano solo." 
languages
ita1
eng0.8229483282674772
passestrue
6
name"Hunter" 
dialogue"Did you see anything?" 
languages
eng1
ita0.4782820888238165
passestrue
7
name"Isabella" 
dialogue"Sì, sì. Foto." 
languages
eng1
ita0.916791230692576
8
name"Hunter" 
dialogue"Can I see that?" 
languages
eng1
ita0.5835453774385072
passestrue
9
name"Isabella" 
dialogue"Ecco. Guardi. Un uomo, credo. Ma non so chi." 
languages
ita1
eng0.8239307268433482
passestrue
10
name"Hunter" 
dialogue"This could be useful. Can you—" 
languages
eng1
ita0.24695121951219512
passestrue
11
name"Isabella" 
dialogue"Avevo paura. Sono scappata. Mi dispiace tanto, signore. Non volevo... non volevo vedere niente." 
languages
ita1
eng0.8045853335540474
passestrue
12
name"Hunter" 
dialogue"It's alright." 
languages
eng1
ita0.32346368715083795
passestrue
13
name"Isabella" 
dialogue"Non capisco niente. Voglio solo tornare a casa." 
languages
ita1
eng0.8314444176513143
passestrue
14
name"Hunter" 
dialogue"Another... whatever she's having." 
languages
eng1
ita0.48767288033674083
passestrue
15
name"Isabella" 
dialogue"Grazie. Lei è... gentile." 
languages
ita1
eng0.6944444444444444
passestrue
16
name"Hunter" 
dialogue"Yeah, don't mention it." 
languages
eng1
ita0.7150127226463104
passestrue
17
name"Hunter" 
dialogue"Stay here. I might have more questions." 
languages
eng1
ita0.697289156626506
passestrue
18
name"Isabella" 
dialogue"Sì. Aspetto qui." 
languages
ita1
eng0.7545710267229254
passestrue
19
name"Hunter" 
dialogue"Moore. What have you got?" 
languages
eng1
ita0.8438162544169612
passestrue