Model

Z.AI GLM 4.5

Test

Language Writing

Scenario

Character dialogue (Hindi) in a story

Run ID

2026-02-08-01KGYZJNJQHKYCGKSP35QM7NMV

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

Model response

AI
``` Selvi: "(muttering to herself in Hindi while looking at her camera) क्या यह वही है जो मुझे लगता है कि यह है? यह तस्वीरें... वे गलत नहीं हो सकतीं।" Hunter: "Excuse me, miss. I'm Detective Hunter. I'm investigating the recent disappearances in town. Did you see anything unusual yesterday near the old mill?" Selvi: "(startled, looking up with wide eyes) हां! मैंने कुछ देखा! एक आदमी... उसने उस महिला को खींच लिया। मैं डर गया था, लेकिन मैंने फोटो खींची।" Hunter: "You're going to have to speak English, ma'am. I don't understand what you're saying. Did you witness something?" Selvi: "(becoming agitated, pointing at her camera) नहीं, आप समझ नहीं रहे हैं! मेरे पास सबूत है! इस कैमरे में! मैंने सब कुछ देखा!" Hunter: "(sighing, frustrated) Look, I can't help you if I can't understand you. Do you need a translator? Is there someone who can help us communicate?" Selvi: "(shaking her head, speaking more slowly as if that might help) मैं... तस्वीर... शाम... आदमी... महिला... यहाँ..." (points at her camera screen showing a photo) Hunter: "(leaning in to look at the camera) Okay, a picture. That's a start. You took a picture of a man and a woman. When was this?" Selvi: "कल! कल शाम! मैं पहाड़ी पर था, फोटो खींच रहा था। मैंने सब कुछ देखा!" Hunter: "(pulls out his notebook) Yesterday evening. On the hill. You saw something. Got it." (writes in notebook) Selvi: "(relieved he's understanding somewhat) हाँ, हाँ! और वह आदमी... उसके पास एक टोपी थी... एक लाल ट्रक..." Hunter: "Red truck? The suspect drives a red truck?" (looks up with interest) Selvi: "(nods vigorously) हाँ! लाल ट्रक! मैंने उसे भी फोटो खींचा!" Hunter: "This could be very helpful. I'm going to need to see those photos. If you could just come down to the station..." (Hunter's phone rings) Hunter: "(answers phone) Hunter here... Yeah? Okay, I'm on my way." (hangs up) "I have to go. Something's come up. Can you wait here? I'll send someone to help translate." Selvi: "(confused and worried) वापस कब आओगे? मुझे डर लग रहा है। क्या यह आदमी मुझे ढूंढ लेगा?" Hunter: "Just stay here. I'll be back as soon as I can." (rushes out of the cafe) ```
created_at"2026-02-08T15:58:18.774584+00:00" Sunday, February 8th, 2026 at 3:58:18 PM GMT+00:00
model"z-ai/glm-4.5" 
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1435
moderation_latency(null)
generation_time21343
tokens_prompt262
tokens_completion699
native_tokens_prompt273
native_tokens_completion919
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached272
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" 
usage0.00205232
router(null)
provider_responses
0
id"635cf07242ed84139fe1e2f890b107fe" 
status200
is_byokfalse
latency1434
endpoint_id"e4ada6ec-12e7-49c9-837c-398dee612403" 
provider_name"Novita" 
model_permaslug"z-ai/glm-4.5" 
api_type"completions" 
id"gen-1770566276-QDFF3AO9pTQnLsFb4aR1" 
upstream_id"635cf07242ed84139fe1e2f890b107fe" 
total_cost0.00205232
cache_discount0.00013328
upstream_inference_cost0
provider_name"Novita" 

Evaluation details

Result Evaluator Details Meta Data
100.0000% Parse dialogue n/a
dialogue
0
name"Selvi" 
dialogue"क्या यह वही है जो मुझे लगता है कि यह है? यह तस्वीरें... वे गलत नहीं हो सकतीं।" 
languages
hin1
passestrue
1
name"Hunter" 
dialogue"Excuse me, miss. I'm Detective Hunter. I'm investigating the recent disappearances in town. Did you see anything unusual yesterday near the old mill?" 
languages
eng1
passestrue
2
name"Selvi" 
dialogue"हां! मैंने कुछ देखा! एक आदमी... उसने उस महिला को खींच लिया। मैं डर गया था, लेकिन मैंने फोटो खींची।" 
languages
hin1
passestrue
3
name"Hunter" 
dialogue"You're going to have to speak English, ma'am. I don't understand what you're saying. Did you witness something?" 
languages
eng1
passestrue
4
name"Selvi" 
dialogue"नहीं, आप समझ नहीं रहे हैं! मेरे पास सबूत है! इस कैमरे में! मैंने सब कुछ देखा!" 
languages
hin1
passestrue
5
name"Hunter" 
dialogue"Look, I can't help you if I can't understand you. Do you need a translator? Is there someone who can help us communicate?" 
languages
eng1
passestrue
6
name"Selvi" 
dialogue"मैं... तस्वीर... शाम... आदमी... महिला... यहाँ..." 
languages
hin1
passestrue
7
name"Hunter" 
dialogue"Okay, a picture. That's a start. You took a picture of a man and a woman. When was this?" 
languages
eng1
passestrue
8
name"Selvi" 
dialogue"कल! कल शाम! मैं पहाड़ी पर था, फोटो खींच रहा था। मैंने सब कुछ देखा!" 
languages
hin1
passestrue
9
name"Hunter" 
dialogue"Yesterday evening. On the hill. You saw something. Got it." 
languages
eng1
passestrue
10
name"Selvi" 
dialogue"हाँ, हाँ! और वह आदमी... उसके पास एक टोपी थी... एक लाल ट्रक..." 
languages
hin1
passestrue
11
name"Hunter" 
dialogue"Red truck? The suspect drives a red truck?" 
languages
eng1
passestrue
12
name"Selvi" 
dialogue"हाँ! लाल ट्रक! मैंने उसे भी फोटो खींचा!" 
languages
hin1
passestrue
13
name"Hunter" 
dialogue"This could be very helpful. I'm going to need to see those photos. If you could just come down to the station..." 
languages
eng1
passestrue
14
name"Hunter" 
dialogue"I have to go. Something's come up. Can you wait here? I'll send someone to help translate." 
languages
eng1
passestrue
15
name"Selvi" 
dialogue"वापस कब आओगे? मुझे डर लग रहा है। क्या यह आदमी मुझे ढूंढ लेगा?" 
languages
hin1
passestrue
16
name"Hunter" 
dialogue"Just stay here. I'll be back as soon as I can." 
languages
eng1
passestrue