Model

Z.AI GLM 5

Test

Language Writing

Scenario

Character dialogue (Italian) in a story

Run ID

2026-02-11-01KH7GS8G50C6WQVKWSQ6Q41T0

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
**Isabella:** "Queste foto... non dovrebbero essere possibili. Cosa sta succedendo in questo paese?" **Hunter:** "Excuse me, miss? I'm Detective Hunter. I need to ask you a few questions about the disturbance at the apple orchard last night. You were seen in the area." **Isabella:** "Oh! Scusi... io non parlo inglese. Mi dispiace tanto. Era tutto così confuso, c'era la nebbia e... e quell'uomo è sparito nel nulla!" **Hunter:** "Right. Italian. That's just great. Look, ma'am, I don't have time for a language barrier. Did you see the suspect? North exit? South exit?" **Isabella:** "Non capisco... per favore, sto cercando di aiutare. Ho scattato una foto, guardi qui! C'è qualcosa tra gli alberi. Qualcosa che non è umano." **Hunter:** "Are you pointing at the camera? Okay, show me the camera. Can I see the screen?" **Isabella:** "Sì, sì, guardi. La figura scura... l'ho vista trascinare qualcosa. È stato orribile. Tremo solo a pensarci." **Hunter:** "I see the trees in the picture, but I can't read your expressions. You look shaken up. Did you see a vehicle? A license plate? (Gestures with hands) Vroom vroom?" **Isabella:** "No, no macchina. A piedi. È entrato nel bosco e... *puf*, sparito. Ho tanta paura. Voglio solo tornare a casa." **Hunter:** "Okay, you're trembling. That tells me enough. You saw something bad. Look, stay here in town. Don't leave Alborn. I'll get a translator. *Stay.*" **Isabella:** "Resto qui. Va bene. Per favore, risolva questo mistero. Non mi sento al sicuro." **Hunter:** (Phone rings sharply) "Hunter. ... What? Another one? ... At the mill? Damn it. I'm on my way." **Hunter:** "Ma'am, stay put. I have to go."
created_at"2026-02-11T23:34:03.47909+00:00" Wednesday, February 11th, 2026 at 11:34:03 PM GMT+00:00
model"z-ai/glm-5-20260211" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency461
moderation_latency(null)
generation_time89055
tokens_prompt321
tokens_completion2594
native_tokens_prompt268
native_tokens_completion2739
native_tokens_completion_images(null)
native_tokens_reasoning2152
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" 
usage0.0090328
router(null)
provider_responses
0
id"747119312d81897882dba88b25db11e7" 
status200
is_byokfalse
latency461
endpoint_id"898a8e6d-04a4-48c0-8457-36690a68782b" 
provider_name"Novita" 
model_permaslug"z-ai/glm-5-20260211" 
api_type"completions" 
id"gen-1770852753-ROcx9howcBd1bwFVqeyQ" 
upstream_id"747119312d81897882dba88b25db11e7" 
total_cost0.0090328
cache_discount(null)
upstream_inference_cost0
provider_name"Novita" 

Evaluation details

Result Evaluator Details Meta Data
92.3077% Parse dialogue n/a
dialogue
0
name"Isabella" 
dialogue"Queste foto... non dovrebbero essere possibili. Cosa sta succedendo in questo paese?" 
languages
ita1
eng0.6169076967873435
passestrue
1
name"Hunter" 
dialogue"Excuse me, miss? I'm Detective Hunter. I need to ask you a few questions about the disturbance at the apple orchard last night. You were seen in the area." 
languages
eng1
ita0.7259665144596652
passestrue
2
name"Isabella" 
dialogue"Oh! Scusi... io non parlo inglese. Mi dispiace tanto. Era tutto così confuso, c'era la nebbia e... e quell'uomo è sparito nel nulla!" 
languages
ita1
eng0.6452407179420722
passestrue
3
name"Hunter" 
dialogue"Right. Italian. That's just great. Look, ma'am, I don't have time for a language barrier. Did you see the suspect? North exit? South exit?" 
languages
eng1
ita0.7425916050887484
passestrue
4
name"Isabella" 
dialogue"Non capisco... per favore, sto cercando di aiutare. Ho scattato una foto, guardi qui! C'è qualcosa tra gli alberi. Qualcosa che non è umano." 
languages
ita1
eng0.782710843373494
passestrue
5
name"Hunter" 
dialogue"Are you pointing at the camera? Okay, show me the camera. Can I see the screen?" 
languages
eng1
ita0.8089319995958371
passestrue
6
name"Isabella" 
dialogue"Sì, sì, guardi. La figura scura... l'ho vista trascinare qualcosa. È stato orribile. Tremo solo a pensarci." 
languages
ita1
eng0.703689864549276
passestrue
7
name"Hunter" 
dialogue"I see the trees in the picture, but I can't read your expressions. You look shaken up. Did you see a vehicle? A license plate? Vroom vroom?" 
languages
eng1
ita0.9118603570717462
passestrue
8
name"Isabella" 
dialogue"No, no macchina. A piedi. È entrato nel bosco e... *puf*, sparito. Ho tanta paura. Voglio solo tornare a casa." 
languages
ita1
eng0.7316433566433567
passestrue
9
name"Hunter" 
dialogue"Okay, you're trembling. That tells me enough. You saw something bad. Look, stay here in town. Don't leave Alborn. I'll get a translator. *Stay.*" 
languages
eng1
ita0.8601590959779942
passestrue
10
name"Isabella" 
dialogue"Resto qui. Va bene. Per favore, risolva questo mistero. Non mi sento al sicuro." 
languages
ita1
eng0.9588639693452046
11
name"Hunter" 
dialogue"Hunter. ... What? Another one? ... At the mill? Damn it. I'm on my way." 
languages
eng1
ita0.7218180005980266
passestrue
12
name"Hunter" 
dialogue"Ma'am, stay put. I have to go." 
languages
eng1
ita0.8177041228779305
passestrue