Run: 2026-09-02-01M1H5CDRFX7Y96J45M22J0G0H

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
17.0s
Cost:
$0.000144
Provider:
Z.AI

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

Model response

AI
Melanie: "Es war schrecklich... Ich habe nur Fotos gemacht, beim Apfelfest, und dann... dann war er einfach weg. Der Mann mit dem roten Hut. Ich schwöre, er stand noch dort." *(She points shakily at her camera screen, hands trembling slightly.)* Hunter: "Ma'am, I need you to slow down. I'm Detective Hunter. Are you talking about the man by the orchard? Do you speak English?" Melanie: "Ich... ich verstehe nicht. Sprechen Sie Deutsch? Bitte..." *(She shakes her head, tears welling in her eyes, and pulls up a translation app on her phone, typing frantically.)* Hunter: *(rubbing his jaw, sighing)* "Great. A witness who doesn't speak a word of English. This day keeps getting better." Melanie: *(turning the phone toward him — the screen reads: "I saw a man in a red hat. He was there, and then he was gone. I have photos. I am scared.")* Hunter: *(leaning in, nodding slowly)* "Photos. Yeah, that's something I can work with. Show me everything you've got, and don't delete a single frame." Melanie: "Hier. Hier, schauen Sie. Das letzte Bild wurde um 15:47 aufgenommen. Danach... nichts mehr. Er war einfach verschwunden, wie vom Erdboden verschluckt." *(She scrolls through the images with unsteady fingers.)* Hunter: *(studying the screen, then her face)* "Time stamp, okay. Whatever you're saying — I'm guessing it's important. Stay in town, ma'am. Don't leave Alborn. I may need to bring someone who can translate what you just told me." Melanie: "Warten Sie — was, wenn er wieder auftaucht? Was, wenn er weiß, dass ich ihn gesehen habe?" *(Her voice cracks as she clutches the camera to her chest.)* Hunter: *(cell phone ringing — he glances at the caller ID and stiffens)* "Hunter here. ... Yeah, I'm on my way." *(He pockets the phone and looks back at her.)* "Ma'am, I've got to go — another one's turned up missing. Stay here, stay where it's crowded. We'll talk more when I get back." Melanie: "Bitte... kommen Sie bald zurück. Ich habe Angst." *(She whispers it to herself as he strides out the door, phone pressed to his ear.)*
created_at"2026-09-02T13:36:52.503Z" 9/2/2026, 1:36:52 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4234
moderation_latency(null)
generation_time17008
tokens_prompt306
tokens_completion548
native_tokens_prompt274
native_tokens_completion555
native_tokens_completion_images(null)
native_tokens_reasoning18
native_tokens_cached256
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
num_fetches(null)
web_search_engine(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
service_tier(null)
usage0.00014394
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356212-Bp2mJsf4AkVD3zTyFtnp"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356212-trfqZHfMWwR4QN25QiK7"
upstream_id"202609022136525115d86155764141"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"202609022136525115d86155764141"
is_byokfalse
latency4234
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00014394
cache_discount0.00003072
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"
workspace_id"97e315e5-d303-487d-83c1-83180e8a13d4"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Melanie"
dialogue"Es war schrecklich... Ich habe nur Fotos gemacht, beim Apfelfest, und dann... dann war er einfach weg. Der Mann mit dem roten Hut. Ich schwöre, er stand noch dort."
detectedLang"de"
heavyLang"de"
scores
de0.8151848151848152
nl0.5574162679425838
da0.4776962168266516
no0.4776962168266516
sv0.3638239339752407
is0.35359888190076866
ca0.27959501557632405
en0.27394034536891676
lt0.24055829228243022
es0.23868312757201646
tr0.23363711681855842
sk0.2213804713804714
pl0.21742808798646363
lv0.2154368108566582
ms0.20395869191049915
sl0.18930762489044697
ro0.17484388938447815
hu0.17040358744394618
hr0.1387337057728119
pt0.13389513108614234
cs0.13308341143392688
fr0.1306390977443609
it0.12570888468809074
az0.11652340019102196
sq0.11652340019102196
eu0.09224730127576054
fi0.08777120315581854
et0.06376518218623482
tl0.059959349593495935
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I need you to slow down. I'm Detective Hunter. Are you talking about the man by the orchard? Do you speak English?"
detectedLang"en"
heavyLang"en"
scores
en0.8054735712369198
tl0.5899321266968326
no0.5379222434671765
da0.5163442294863242
cs0.4727272727272728
sv0.462166172106825
ro0.46136701337295694
pl0.4186046511627907
de0.41532258064516125
hr0.4148506860371267
nl0.41104792851340366
fr0.40280065897858325
sq0.39883913764510776
sk0.3943191311612364
pt0.38818565400843885
yo0.36067019400352734
ca0.34210526315789475
sl0.33608058608058605
it0.3262081784386617
lv0.28781925343811393
lt0.2647058823529412
ms0.22376873661670238
et0.21790722761596548
es0.19712070874861573
vi0.1935483870967742
is0.1559953434225844
tr0.15105386416861827
be0.0880503144654088
hu0.0845959595959596
az0.0799492385786802
uk0.0799492385786802
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... ich verstehe nicht. Sprechen Sie Deutsch? Bitte..."
detectedLang"de"
heavyLang"de"
scores
de0.8429789143113504
nl0.5289367429340512
pl0.3934142114384749
da0.38811188811188807
it0.38162544169611307
no0.3805309734513274
sk0.3554327808471455
lt0.3230174081237911
sv0.32038834951456313
ca0.31237721021611
is0.279835390946502
en0.2738589211618257
et0.24406047516198706
sl0.2391304347826087
cs0.2222222222222222
hr0.18032786885245902
hu0.17061611374407584
es0.15254237288135594
fr0.15254237288135594
pt0.15254237288135594
az0.14425427872860636
ro0.14425427872860636
sq0.14425427872860636
reliabletrue
passestrue
3
name"Hunter"
dialogue"Great. A witness who doesn't speak a word of English. This day keeps getting better."
detectedLang"en"
heavyLang"en"
scores
en0.8197903014416775
tl0.5861550037622272
de0.5084897229669348
no0.4575936883629191
ro0.45652173913043476
nl0.4148936170212766
it0.39692982456140347
da0.377123442808607
sv0.36562860438292966
hr0.31335830212234705
is0.302915082382763
yo0.2966751918158568
ms0.2912371134020619
cs0.27344782034346105
pt0.27344782034346105
fr0.26174496644295303
hu0.22096317280453256
lv0.20863309352517986
ca0.19825072886297376
es0.1935483870967742
sk0.19117647058823528
pl0.16030534351145037
sl0.140625
lt0.12974683544303797
tr0.12280701754385964
sq0.11575562700964631
az0.11290322580645161
eu0.11290322580645161
vi0.11290322580645161
et0.10277324632952692
fi0.10277324632952692
reliabletrue
passestrue
4
name"Hunter"
dialogue"Photos. Yeah, that's something I can work with. Show me everything you've got, and don't delete a single frame."
detectedLang"en"
heavyLang"en"
scores
en0.8010973936899863
tl0.5732783990582696
no0.4696415508412582
ca0.43491816056118476
pt0.4282334384858044
ro0.4264240506329114
sq0.41813804173354735
fr0.39228834870075435
es0.38766891891891886
it0.3861134631668078
sv0.3845500848896435
nl0.3766122098022356
ms0.34684684684684686
sk0.3249534450651769
hr0.31214421252371916
hu0.2974806201550388
yo0.2961165048543689
tr0.2919921875
et0.2899118511263467
da0.27716849451645065
is0.2691532258064516
sl0.25869120654396727
cs0.2463617463617464
pl0.24163179916317992
lt0.23684210526315788
de0.22872340425531915
az0.22459893048128343
lv0.21959095801937567
fi0.15990730011587484
vi0.15501165501165504
hi0.09600997506234414
be0.0880503144654088
eu0.0880503144654088
uk0.0799492385786802
reliabletrue
passestrue
5
name"Melanie"
dialogue"Hier. Hier, schauen Sie. Das letzte Bild wurde um 15:47 aufgenommen. Danach... nichts mehr. Er war einfach verschwunden, wie vom Erdboden verschluckt."
detectedLang"de"
heavyLang"de"
scores
de0.8230088495575221
nl0.5905368516833485
no0.42675159235668786
da0.4163424124513619
sv0.36395759717314485
is0.3617021276595745
pt0.29851909586905695
pl0.25925925925925924
en0.22346850733390855
ro0.16974169741697415
hu0.16356877323420074
ca0.14367269267364416
fr0.14367269267364416
es0.13710450623202303
sq0.13378248315688163
tr0.11851126346718903
hr0.11330049261083745
fi0.10714285714285714
cs0.09999999999999999
et0.09729187562688066
sl0.08906882591093118
lt0.07881269191402251
it0.07407407407407407
ms0.07407407407407407
az0.06152241918665276
reliabletrue
passestrue
6
name"Hunter"
dialogue"Time stamp, okay. Whatever you're saying — I'm guessing it's important. Stay in town, ma'am. Don't leave Alborn. I may need to bring someone who can translate what you just told me."
detectedLang"en"
heavyLang"en"
scores
en0.7948016415868673
tl0.5734091717028084
no0.4697304463102077
da0.4434137291280148
it0.38993390950686324
nl0.3849308047155305
sv0.3842996408414572
ro0.35965848452508004
pt0.3593166043780032
ca0.35656836461126007
hr0.31467732724157627
fr0.31153184165232356
es0.3055555555555556
sq0.2928697701826753
de0.27754364840457557
et0.2762364294330519
sl0.2601726263871763
ms0.25925925925925924
pl0.25696594427244585
yo0.2546583850931677
tr0.24528301886792453
cs0.23712650985378256
lt0.2026578073089701
az0.19082939986513822
sk0.18200408997955012
lv0.17355371900826447
vi0.16897506925207756
is0.15134370579915135
fi0.058823529411764705
be0.05511811023622047
eu0.05288082083662194
hu0.05288082083662194
uk0.0498812351543943
reliabletrue
passestrue
7
name"Melanie"
dialogue"Warten Sie — was, wenn er wieder auftaucht? Was, wenn er weiß, dass ich ihn gesehen habe?"
detectedLang"de"
heavyLang"de"
scores
de0.8353552859618717
nl0.5428296438883542
pl0.48648648648648646
da0.4457409568261376
no0.433849821215733
eu0.2952522255192878
fi0.2658423493044822
sv0.2647058823529412
is0.2601246105919003
en0.24000000000000002
es0.23014586709886548
sk0.2070116861435726
yo0.15480427046263345
ms0.1410488245931284
lv0.1316270566727605
pt0.1316270566727605
ca0.12844036697247707
tr0.12844036697247707
reliabletrue
passestrue
8
name"Hunter"
dialogue"Ma'am, I've got to go — another one's turned up missing. Stay here, stay where it's crowded. We'll talk more when I get back."
detectedLang"en"
heavyLang"en"
scores
en0.7927031509121061
tl0.5265151515151516
da0.40898345153664306
pl0.3654822335025381
no0.34782608695652173
hr0.34554973821989526
sq0.33095450490633366
is0.29577464788732394
yo0.28639391056137015
cs0.2822966507177033
sv0.2809204218600192
sl0.2661448140900196
sk0.2596248766041461
nl0.25298804780876494
it0.2416582406471183
lt0.23469387755102045
ca0.21875
de0.21793534932221062
lv0.19786096256684493
es0.1749174917491749
ro0.16943521594684383
fi0.1544532130777903
az0.14578587699316628
et0.14578587699316628
pt0.14187643020594967
ms0.12790697674418602
fr0.08759124087591241
be0.08536585365853659
tr0.08536585365853659
hu0.08200734394124846
uk0.07749077490774908
vi0.07749077490774908
reliabletrue
passestrue
9
name"Melanie"
dialogue"Bitte... kommen Sie bald zurück. Ich habe Angst."
detectedLang"de"
heavyLang"de"
scores
de0.8336106489184693
da0.572039942938659
no0.563953488372093
nl0.5405819295558958
pl0.4307400379506641
et0.42748091603053434
sv0.42418426103646834
sk0.29245283018867924
fi0.26108374384236455
hu0.21671018276762402
it0.2
reliabletrue
passestrue