Run: 2026-02-08-01KGYYPE826VP8ZFSCJ0G5CEDW

Run Details

Model:
Z.AI GLM 4.5
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
11.6s
Cost:
$0.001058
Provider:
Novita

Evaluation summary

Score Evaluator
Details Link
100.00% Parse dialogue (details)

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

Model response

AI
``` Marie: "[Staring at the digital screen on her camera, scrolling through photos with a troubled expression]" Hunter: "[Approaching her table, showing his badge] Excuse me, ma'am. I'm Detective Hunter with the Alborn Police Department. I'm investigating some recent events in town, and I was hoping you might have seen something unusual." Marie: "[Looking up, startled] Je suis désolée, je ne comprends pas. Qui êtes-vous?" Hunter: "I'm sorry? I don't understand what you're saying. Do you speak English?" Marie: "[Shaking her head, looking increasingly anxious] Non, je ne parle pas anglais. Je suis française. Je suis ici pour étudier." Hunter: "[Frustration creeping into his voice] Look, I just need to know if you've seen anything strange around town lately. Anyone suspicious? The missing person's posters are everywhere. Have you noticed anything?" Marie: "[Her eyes widening with fear, speaking rapidly in French] Disparus? Des gens ont disparu? Oh mon Dieu, c'est terrible! J'ai vu quelque chose la nuit dernière. Quelqu'un traînant un grand sac près de la vieille grange. Je l'ai pris en photo, mais la photo est floue. J'avais peur de le dire à quelqu'un." Hunter: "[Rubbing his temples] I have no idea what you're saying. Can you just nod or shake your head? Did you see something?" Marie: "[Nodding vigorously, pointing at her camera] Oui! J'ai vu quelque chose. C'est sur ma caméra. La photo est ici!" Hunter: "[Pulling out his phone] Hold that thought. I need to take this. [Answering the call] Hunter here... Yeah, I'm talking to someone now... No, I don't think they speak English... Just text me the address. I'm on my way. [Ending the call and sighing] Look, I have to go. If you remember anything, find someone who can translate and call the station." Marie: "[Watching him leave, calling after him in French] Attendez! S'il vous plaît! Les photos sont importantes!" ```
created_at"2026-02-08T15:42:44.015354+00:00" 2/8/2026, 3:42:44 PM
model"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1475
moderation_latency(null)
generation_time11012
tokens_prompt257
tokens_completion452
native_tokens_prompt272
native_tokens_completion467
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached271
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"
usage0.00105781
router(null)
provider_responses
0
id"2411fc8d0b0e14372851e8db6550af96"
status200
is_byokfalse
latency1475
endpoint_id"e4ada6ec-12e7-49c9-837c-398dee612403"
provider_name"Novita"
model_permaslug"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
api_type"completions"
id"gen-1770565351-Itt2LyB6jalK5vxCbhow"
upstream_id"2411fc8d0b0e14372851e8db6550af96"
total_cost0.00105781
cache_discount0.00013279
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"\"\""
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. I'm Detective Hunter with the Alborn Police Department. I'm investigating some recent events in town, and I was hoping you might have seen something unusual."
detectedLang"en"
heavyLang"en"
scores
en0.7883695252116305
tl0.6499238964992389
ro0.5513070620366757
fr0.5403677058353318
nl0.5351657235246565
pt0.5040965933592065
no0.49539271610355423
sv0.49539271610355423
da0.4918250110472823
it0.4918250110472823
ca0.4784580498866213
de0.4502868068833652
ms0.4471153846153846
es0.4301288404360753
sq0.4244244244244244
cs0.4025974025974026
sl0.38469769930444087
hr0.37971952535059333
yo0.34472934472934474
sk0.33526011560693636
et0.3239271017048795
az0.2909987669543773
pl0.27398989898989895
lt0.26187419768934533
lv0.21715452688904016
fi0.1593567251461988
hu0.15129151291512916
is0.14877868245743894
tr0.14877868245743894
eu0.07556270096463023
be0.05737704918032788
uk0.05193734542456719
vi0.05193734542456719
reliabletrue
passestrue
2
name"Marie"
dialogue"Je suis désolée, je ne comprends pas. Qui êtes-vous?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.821154828819622
ca0.5736906211936663
it0.5283018867924528
nl0.46808510638297873
sl0.46236559139784944
lt0.4514106583072101
hr0.4479495268138801
sq0.40476190476190477
cs0.3955094991364421
en0.38380281690140844
ro0.3794326241134752
es0.37163375224416517
tl0.32432432432432434
yo0.317738791423002
de0.30966469428007887
sk0.29292929292929293
pt0.2584745762711864
lv0.2273730684326711
tr0.21171171171171171
pl0.20634920634920634
fi0.2009132420091324
ms0.1935483870967742
hu0.1898148148148148
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry? I don't understand what you're saying. Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.8075442648190916
no0.51171875
tl0.5112414467253177
da0.5059288537549407
sv0.45711183496199786
cs0.4444444444444444
pl0.40968122786304606
hr0.3983152827918171
sk0.36948297604035313
de0.3464052287581699
pt0.33862433862433866
sq0.3342210386151798
ro0.3206521739130435
it0.3006993006993007
nl0.2625368731563422
vi0.258160237388724
tr0.2537313432835821
yo0.24812030075187969
ca0.2163009404388715
is0.21507064364207218
sl0.1935483870967742
ms0.12587412587412586
be0.12280701754385964
hu0.11816578483245149
az0.11190053285968028
et0.11190053285968028
lt0.11190053285968028
lv0.11190053285968028
uk0.11190053285968028
reliabletrue
passestrue
4
name"Marie"
dialogue"Non, je ne parle pas anglais. Je suis française. Je suis ici pour étudier."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8077792853912257
sl0.5837414299706171
ca0.5435016111707841
it0.5277777777777778
sq0.5186862967157418
cs0.5098039215686274
hr0.49941107184923444
lt0.4988207547169811
en0.46675031367628605
sk0.4572158365261813
nl0.4551282051282051
lv0.4256756756756757
ro0.42411924119241196
yo0.36377245508982037
pl0.3491577335375191
de0.34210526315789475
pt0.34210526315789475
da0.34006211180124224
hu0.34006211180124224
es0.33903576982892686
tr0.3369734789391576
no0.33176100628930816
ms0.3264659270998415
sv0.32324840764331214
eu0.28209459459459457
et0.24911660777385158
az0.23835125448028674
fi0.17153996101364524
tl0.1361788617886179
is0.121900826446281
reliabletrue
passestrue
5
name"Hunter"
dialogue"Look, I just need to know if you've seen anything strange around town lately. Anyone suspicious? The missing person's posters are everywhere. Have you noticed anything?"
detectedLang"en"
heavyLang"en"
scores
en0.808839985080194
tl0.5790554414784395
da0.49581898671913427
no0.4477370689655173
sv0.4395844723892838
nl0.4254484304932735
fr0.3924125666864256
sk0.3880597014925373
de0.37039312039312045
sq0.36335403726708076
ca0.3601747815230961
et0.35776942355889724
ro0.3512658227848101
ms0.3508549715009499
pl0.34961928934010156
cs0.3442098528470889
it0.3357096565132858
hr0.32786885245901637
lv0.3046132971506106
lt0.29553264604811
sl0.26099495313626536
pt0.26046176046176045
is0.25182481751824815
yo0.24410029498525074
es0.23335826477187732
az0.2293233082706767
tr0.2017133956386293
hu0.17538213998390992
fi0.17338709677419356
hi0.0690281562216167
be0.0639269406392694
uk0.057904411764705885
vi0.057904411764705885
reliabletrue
passestrue
6
name"Marie"
dialogue"Disparus? Des gens ont disparu? Oh mon Dieu, c'est terrible! J'ai vu quelque chose la nuit dernière. Quelqu'un traînant un grand sac près de la vieille grange. Je l'ai pris en photo, mais la photo est floue. J'avais peur de le dire à quelqu'un."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7943129330254042
ca0.512987012987013
en0.4422700587084149
es0.4358669833729216
it0.41812984891792565
nl0.4010088272383354
ro0.38498057833405264
da0.3796255986068785
yo0.3725231175693527
no0.36638506002667853
pt0.3632707774798928
sv0.3408880666049954
de0.3378252788104089
tl0.2966436327739388
sl0.22931314223904814
sq0.223433242506812
cs0.2030201342281879
lt0.19536984754376058
tr0.18710781517398745
sk0.1607773851590106
fi0.16028285209192691
hu0.1532976827094474
hr0.14311485267588694
et0.140012070006035
pl0.1337386018237082
ms0.109375
lv0.10489949748743718
hi0.09810126582278482
eu0.09235668789808917
is0.08595253367543298
az0.08123791102514508
vi0.05566600397614314
reliabletrue
passestrue
7
name"Hunter"
dialogue"I have no idea what you're saying. Can you just nod or shake your head? Did you see something?"
detectedLang"en"
heavyLang"en"
scores
en0.8128255208333334
tl0.5728083209509658
ca0.4670991658943466
et0.42384769539078154
tr0.36813186813186816
es0.3443557582668187
da0.3321718931475029
no0.2962056303549572
hr0.29447852760736193
sv0.29447852760736193
ms0.28836633663366334
pt0.2730720606826802
pl0.25902061855670105
it0.2532467532467532
lv0.25227568270481143
cs0.2414248021108179
sk0.22086720867208673
az0.1958041958041958
sq0.18899858956276447
ro0.13533834586466165
yo0.1314199395770393
fr0.11944869831546708
be0.10852713178294573
hu0.1043613707165109
is0.0987460815047022
lt0.0987460815047022
uk0.0987460815047022
vi0.0987460815047022
reliabletrue
passestrue
8
name"Marie"
dialogue"Oui! J'ai vu quelque chose. C'est sur ma caméra. La photo est ici!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8294808639636226
en0.47674418604651164
it0.47058823529411764
ro0.42820838627700125
tl0.42084942084942084
ca0.3869209809264305
es0.3670886075949367
cs0.281150159744409
sk0.2741935483870968
yo0.2741935483870968
vi0.2647058823529412
sq0.24114671163575044
pl0.19210053859964096
et0.1818181818181818
no0.15730337078651685
hu0.15413533834586465
de0.14772727272727273
hi0.14611005692599618
lt0.1262135922330097
ms0.1262135922330097
reliabletrue
passestrue
9
name"Hunter"
dialogue"Hold that thought. I need to take this. Hunter here... Yeah, I'm talking to someone now... No, I don't think they speak English... Just text me the address. I'm on my way. Look, I have to go. If you remember anything, find someone who can translate and call the station."
detectedLang"en"
heavyLang"en"
scores
en0.8269794721407624
tl0.583803611738149
no0.47170487106017195
da0.47037701974865354
sv0.4245025360905189
yo0.40452159870811466
fr0.37367303609341823
nl0.3598090277777778
et0.3561763422086425
sq0.33945364979847736
pl0.3379712746858169
ca0.3334839584274741
de0.3277119416590702
hr0.3270985401459854
sk0.32370472260431
cs0.3104254324450678
ms0.30978006551240056
sl0.2877836793819411
it0.2818889970788705
pt0.25990968389362773
ro0.23969072164948454
es0.2381198347107438
lv0.2321707444039563
tr0.21998942358540452
az0.18237250554323725
lt0.17320627802690583
fi0.17227833894500563
is0.16335791264889393
hu0.14194299011052935
vi0.09286592865928658
hi0.05388069275176395
zh0.049613402061855674
be0.045307443365695796
eu0.043450064850843066
uk0.04096228868660599
reliabletrue
passestrue
10
name"Marie"
dialogue"Attendez! S'il vous plaît! Les photos sont importantes!"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8020063357972544
ca0.6946254071661238
es0.6736292428198434
pt0.6073298429319371
en0.5883644346871569
it0.5410036719706242
tl0.5052770448548813
no0.49866310160427807
da0.4444444444444444
ro0.4094488188976378
de0.3760399334442596
nl0.36332767402376914
sv0.3444055944055944
lv0.2816091954022989
tr0.27884615384615385
lt0.1758241758241758
fi0.17218543046357618
hi0.17035398230088497
sq0.1515837104072398
et0.14772727272727273
reliabletrue
passestrue