Run: 2026-09-02-01M1H5KYD4EF97E3S8E1BPQDTJ

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
17.5s
Cost:
$0.000152
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
**Voice Sheet — Café Scene, Alborn, MN** Melanie: "Entschuldigung, ich verstehe nicht... Sprechen Sie Deutsch?" Hunter: "Ma'am, I need to ask you a few questions. You were out near Miller's Pond on Tuesday evening, weren't you? The one with the camera. People say you photograph everything out there." Melanie: "Ich... ich war nur dort, um Fotos zu machen. Die Sonne, den Nebel... Ich habe niemanden gesehen, das schwöre ich. Nur... nur dieses Auto am Feldweg." Hunter: "Okay, I have no idea what you just said. Do you speak any English? Anyone? This is a small town, somebody's gotta interpret." Melanie: "Es war ein schwarzer Pickup. Er stand einfach da, ohne Fahrer. Und dann, als ich die Kamera hob... war er weg. Einfach weg. Ich dachte mir nichts dabei, aber..." Hunter: "Look, I'm gonna be straight with you. Three people have vanished in two weeks. If you saw something out there — anything — I need to know. Nod if you understand 'vanished.'" Melanie: "Verschwunden? Die anderen auch? Oh Gott... Ich habe Fotos gemacht. Vielleicht... vielleicht ist auf den Bildern etwas zu sehen. Sollen wir sie uns ansehen? Können Sie... nein, natürlich nicht. Sie verstehen kein Wort, oder?" Hunter: "You keep talking, and I keep not understanding a single word. Great. Just great. Wait here — I'm getting the sheriff's deputy. I heard he took some German in high school. It's all we've got." Melanie: "Warten Sie! Ich habe noch etwas gesagt bekommen — eine Nachricht, anonym. Sie war auf Deutsch. 'Hör auf zu fotografieren.' Wer auch immer das war... er wusste, dass ich dort war." Hunter: "Alright, hold that thought. Whatever you just said, your face tells me it's important. I've got a call coming in — Dispatch, this is Hunter. ...Yeah? Where? I'm on my way now." Melanie: "Was ist passiert? Wo gehen Sie hin? Kommen Sie wieder? Ich... ich habe Angst, allein zur Pension zurückzufahren." Hunter: "Stay here, stay in public, and don't go back out to that pond until we talk again — through a translator. Lock your camera footage and don't show it to anyone but me. Stay put, ma'am." Melanie: "Er ist weg... und ich sitze hier mit den Bildern, die vielleicht alles erklären — und niemand kann mich verstehen. Willkommen in Alborn, Melanie. Willkommen im Wahnsinn."
created_at"2026-09-02T13:40:58.926Z" 9/2/2026, 1:40:58 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1195
moderation_latency(null)
generation_time17439
tokens_prompt306
tokens_completion608
native_tokens_prompt274
native_tokens_completion589
native_tokens_completion_images(null)
native_tokens_reasoning17
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)
usage0.00015244
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356458-XxEO4sKrh8RSGJhdckxD"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356458-z41XKX6zIrorJUcXSwGu"
upstream_id"20260902214059732bb3c6f8414ce4"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902214059732bb3c6f8414ce4"
is_byokfalse
latency1195
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00015244
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"Entschuldigung, ich verstehe nicht... Sprechen Sie Deutsch?"
detectedLang"de"
heavyLang"de"
scores
de0.8372271160474913
nl0.5473908413205538
pl0.34815950920245403
sk0.3122977346278317
lt0.28209459459459457
sv0.2796610169491525
ca0.2722602739726028
da0.256993006993007
it0.24911660777385158
no0.247787610619469
is0.24242424242424243
en0.236983842010772
ms0.2085661080074488
sl0.20560747663551404
cs0.1904761904761905
hr0.1533864541832669
hu0.1448692152917505
es0.1290983606557377
fr0.1290983606557377
pt0.1290983606557377
az0.121900826446281
ro0.121900826446281
sq0.121900826446281
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I need to ask you a few questions. You were out near Miller's Pond on Tuesday evening, weren't you? The one with the camera. People say you photograph everything out there."
detectedLang"en"
heavyLang"en"
scores
en0.8059866962305987
tl0.625
fr0.49226305609284327
it0.4230769230769231
ca0.40340909090909094
no0.39724454649827784
da0.3902439024390244
nl0.3902439024390244
sv0.3502475247524753
hr0.34045226130653267
pl0.3383742911153119
yo0.3333333333333333
cs0.33163590070019094
et0.32992980216975115
ro0.3110236220472441
es0.30921052631578944
de0.308300395256917
sk0.2803289924605894
pt0.2778541953232462
ms0.26004228329809725
sq0.2563739376770538
is0.24242424242424243
hu0.2290748898678414
fi0.21524663677130043
lv0.19540229885057472
lt0.19168591224018475
tr0.17904612978889758
az0.17452830188679244
sl0.16732751784298175
hi0.13294797687861273
vi0.11242603550295857
ja0.08695652173913043
be0.0625
eu0.0625
uk0.05660377358490566
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... ich war nur dort, um Fotos zu machen. Die Sonne, den Nebel... Ich habe niemanden gesehen, das schwöre ich. Nur... nur dieses Auto am Feldweg."
detectedLang"de"
heavyLang"de"
scores
de0.8085208233604595
nl0.4878361075544174
sv0.4708994708994709
pt0.46949602122015915
da0.38128383604021654
en0.3548387096774194
es0.32829554995801846
no0.3162393162393162
fr0.31093884582256676
sk0.3019197207678883
tr0.29577464788732394
cs0.2844364937388193
et0.2747053490480508
lv0.2694063926940639
pl0.26199261992619927
ro0.24528301886792453
lt0.23150816522574447
eu0.2300288739172281
is0.22928709055876687
fi0.22705314009661837
it0.22705314009661837
ca0.22178988326848248
ms0.20398009950248755
tl0.1649269311064718
sq0.15164369034994699
hu0.11504424778761062
yo0.0990990990990991
hi0.09808342728297632
hr0.07727797001153403
sl0.07727797001153403
az0.06868451688009314
reliabletrue
passestrue
3
name"Hunter"
dialogue"Okay, I have no idea what you just said. Do you speak any English? Anyone? This is a small town, somebody's gotta interpret."
detectedLang"en"
heavyLang"en"
scores
en0.796106287818995
ca0.5259938837920489
tl0.5101137800252844
it0.46917808219178087
pt0.4673539518900343
hr0.4472182596291013
es0.43718228031953515
no0.42550037064492213
hu0.4172932330827067
pl0.4065849923430322
sv0.40613026819923376
cs0.4038461538461538
da0.3987587276958883
sk0.3921568627450981
sq0.38049560351718625
ro0.37751004016064255
et0.3459915611814346
yo0.3426632739609839
lv0.3111111111111111
nl0.28637200736648255
de0.2837338262476894
tr0.2837338262476894
vi0.2837338262476894
sl0.27230046948356806
ms0.2647058823529412
fr0.26400759734093066
is0.2288557213930348
lt0.2226680040120361
az0.2051282051282051
fi0.1842105263157895
eu0.16396979503775622
be0.08284023668639054
uk0.07517899761336516
reliabletrue
passestrue
4
name"Melanie"
dialogue"Es war ein schwarzer Pickup. Er stand einfach da, ohne Fahrer. Und dann, als ich die Kamera hob... war er weg. Einfach weg. Ich dachte mir nichts dabei, aber..."
detectedLang"de"
heavyLang"de"
scores
de0.8251748251748252
nl0.5783730158730159
no0.42176870748299317
is0.37774524158125916
da0.3694362017804154
en0.31062449310624496
hr0.30725346373268136
ca0.30612244897959184
pl0.2981007431874484
sv0.2697594501718213
es0.26660914581535805
ro0.24511545293072823
sl0.23903312444046554
sk0.23766816143497754
cs0.22867513611615245
it0.22727272727272727
tr0.21803127874885006
ms0.1904761904761905
tl0.18582375478927202
az0.16584887144259078
yo0.16090819348469892
lt0.15
pt0.1290983606557377
eu0.1273100616016427
lv0.12371134020618556
hu0.10714285714285714
vi0.06900328587075576
fr0.06490649064906491
sq0.06490649064906491
reliabletrue
passestrue
5
name"Hunter"
dialogue"Look, I'm gonna be straight with you. Three people have vanished in two weeks. If you saw something out there — anything — I need to know. Nod if you understand 'vanished.'"
detectedLang"en"
heavyLang"en"
scores
en0.8083437332857906
tl0.5496439044826142
da0.48711832061068705
no0.3933408577878104
de0.3836009174311926
sv0.36876100998238404
nl0.3570574162679426
pl0.349273607748184
yo0.3157224697644812
cs0.3091259640102828
sq0.3068987749838814
it0.2899603698811096
ms0.26820966643975497
et0.26167582417582413
ro0.26167582417582413
sk0.26167582417582413
sl0.25243393602225317
lt0.2434904996481351
hr0.24242424242424243
lv0.19172932330827067
az0.16081186572989853
is0.15949960906958563
hu0.14614773629864972
fr0.11595394736842106
ca0.11376751854905194
tr0.10714285714285714
fi0.09663865546218488
es0.06764960971379011
pt0.06764960971379011
be0.061135371179039305
uk0.05536028119507908
vi0.05536028119507908
reliabletrue
passestrue
6
name"Melanie"
dialogue"Verschwunden? Die anderen auch? Oh Gott... Ich habe Fotos gemacht. Vielleicht... vielleicht ist auf den Bildern etwas zu sehen. Sollen wir sie uns ansehen? Können Sie... nein, natürlich nicht. Sie verstehen kein Wort, oder?"
detectedLang"de"
heavyLang"de"
scores
de0.833670812843506
nl0.5876658300466117
sv0.4751255134641716
no0.45264159923845787
da0.36358605423353624
tr0.3621741541874653
fi0.3101379724055189
sq0.3051359516616314
eu0.28035043804755944
hu0.24738219895287958
ca0.24639580602883354
es0.2414248021108179
cs0.22766957689724648
az0.21608725289706884
en0.20194309507286606
pl0.1991643454038997
pt0.19804741980474197
is0.17680744452397998
lt0.16058394160583941
it0.15627292736610418
ro0.14688427299703263
sk0.14243102162565252
fr0.1105955143078113
lv0.1043613707165109
hi0.08439490445859872
yo0.07108239095315023
ms0.06351791530944625
ru0.06045751633986928
hr0.055053410024650785
sl0.055053410024650785
et0.05193734542456719
reliabletrue
passestrue
7
name"Hunter"
dialogue"You keep talking, and I keep not understanding a single word. Great. Just great. Wait here — I'm getting the sheriff's deputy. I heard he took some German in high school. It's all we've got."
detectedLang"en"
heavyLang"en"
scores
en0.8085432266848196
tl0.6327130264446622
nl0.5026525198938991
sv0.5011086474501109
no0.4874715261958998
de0.46858762399622106
it0.4517543859649123
ro0.43890274314214467
sq0.38254665203073546
ms0.3618831537152581
yo0.3485813549507817
ca0.34593023255813954
da0.3378457916421424
sk0.31402439024390244
cs0.30254184748915064
pt0.2861675126903553
fr0.2848061029879212
az0.2820676451818762
is0.2741935483870968
pl0.258893280632411
es0.24395161290322584
hr0.2203742203742204
et0.2192921582234559
tr0.2077464788732394
sl0.17823228634039445
lv0.16604892512972572
hu0.16543026706231453
fi0.12040656763096169
lt0.1141732283464567
vi0.10572337042925278
be0.058577405857740586
eu0.058577405857740586
uk0.05303030303030303
reliabletrue
passestrue
8
name"Melanie"
dialogue"Warten Sie! Ich habe noch etwas gesagt bekommen — eine Nachricht, anonym. Sie war auf Deutsch. 'Hör auf zu fotografieren.' Wer auch immer das war... er wusste, dass ich dort war."
detectedLang"de"
heavyLang"de"
scores
de0.8207564079584155
no0.5138551288283909
nl0.4929006085192698
da0.44629014396456257
sv0.40793368857312023
pl0.36265137029955385
ca0.3556701030927836
en0.29725931131412503
sk0.24868519909842227
tr0.2248062015503876
pt0.22360248447204967
es0.21383647798742136
is0.19678714859437751
cs0.17423616845582166
ro0.16805324459234608
it0.16736053288925898
et0.16666666666666666
eu0.15966386554621848
fi0.13941480206540446
hr0.12049252418645558
ms0.12049252418645558
sl0.12049252418645558
sq0.11894273127753303
fr0.11816578483245149
lt0.11190053285968028
lv0.1087344028520499
tl0.08088235294117647
az0.05571293673276676
reliabletrue
passestrue
9
name"Hunter"
dialogue"Alright, hold that thought. Whatever you just said, your face tells me it's important. I've got a call coming in — Dispatch, this is Hunter. ...Yeah? Where? I'm on my way now."
detectedLang"en"
heavyLang"en"
scores
en0.8155139866140381
fr0.5614035087719298
tl0.5563351217498969
ca0.477648202137998
ro0.46142284569138275
it0.4487179487179487
pt0.4359916054564533
nl0.42204301075268813
de0.38465941614195764
da0.37789351851851855
es0.36876100998238404
et0.3635287152161042
no0.36315165876777256
sv0.3535778713168971
sq0.31441326530612246
yo0.3068987749838814
cs0.2904290429042904
sl0.26671214188267395
pl0.2534722222222222
sk0.2508710801393728
ms0.2503486750348675
hu0.22382671480144403
fi0.21129860601614087
tr0.1673121611154144
hr0.1568627450980392
is0.13446054750402578
az0.12530512611879577
lt0.1245928338762215
hi0.0724762726488352
eu0.061135371179039305
lv0.061135371179039305
vi0.061135371179039305
reliabletrue
passestrue
10
name"Melanie"
dialogue"Was ist passiert? Wo gehen Sie hin? Kommen Sie wieder? Ich... ich habe Angst, allein zur Pension zurückzufahren."
detectedLang"de"
heavyLang"de"
scores
de0.8248686514886164
nl0.5752427184466019
da0.5244565217391305
no0.5155709342560554
sv0.4299674267100977
fr0.3996569468267582
en0.3761140819964349
it0.34579439252336447
pl0.3314231136580707
fi0.32367149758454106
et0.3210475266731329
yo0.2677824267782427
pt0.2639327024185068
ca0.2125984251968504
tl0.19540229885057472
is0.19075144508670522
es0.16963226571767495
lv0.16963226571767495
az0.15865384615384615
ms0.15254237288135594
sk0.15048543689320387
eu0.1411042944785276
hi0.1315136476426799
tr0.11838790931989925
sq0.10941475826972011
hu0.10600255427841634
lt0.08735332464146023
ro0.08735332464146023
reliabletrue
passestrue
11
name"Hunter"
dialogue"Stay here, stay in public, and don't go back out to that pond until we talk again — through a translator. Lock your camera footage and don't show it to anyone but me. Stay put, ma'am."
detectedLang"en"
heavyLang"en"
scores
en0.8074755822689706
tl0.6512419190200748
nl0.510038240917782
fr0.4383561643835616
ro0.4276940256839754
pl0.41992076966610076
yo0.39528023598820056
sq0.3780339805825243
pt0.3661100803957947
it0.35857321652065083
sl0.35857321652065083
es0.3516761543327008
de0.35044359949302917
ca0.3483788938334393
hr0.3450479233226837
no0.3450479233226837
ms0.32432432432432434
da0.3060257278266757
sv0.2998633879781421
lv0.28670842032011135
sk0.27253371185237757
cs0.2709815078236131
et0.24963396778916547
lt0.23564504101416855
az0.17205169628432956
eu0.1713823767178658
vi0.13355874894336434
hu0.13209144792548688
tr0.12017167381974249
fi0.11865864144453997
is0.06818181818181819
reliabletrue
passestrue
12
name"Melanie"
dialogue"Er ist weg... und ich sitze hier mit den Bildern, die vielleicht alles erklären — und niemand kann mich verstehen. Willkommen in Alborn, Melanie. Willkommen im Wahnsinn."
detectedLang"de"
heavyLang"de"
scores
de0.8049161139289894
nl0.6143463170073274
no0.49469429004547755
da0.4905756495160468
sv0.4375703037120359
is0.3796526054590571
pl0.35442220787604906
en0.35064935064935066
fi0.3234100135317997
fr0.3050729673384294
it0.27483683828861494
ro0.2668621700879765
sk0.2647058823529412
tl0.2598075499629904
eu0.25484351713859915
tr0.21321793863099922
az0.20948616600790515
yo0.20886075949367086
ms0.19549477071600965
sl0.1843393148450245
et0.15824915824915825
hu0.13793103448275862
ca0.13494809688581316
es0.12510936132983377
sq0.11894273127753303
hi0.09584086799276673
hr0.0925589836660617
cs0.08592321755027423
lt0.07149489322191271
ru0.06890130353817504
pt0.059266227657572904
reliabletrue
passestrue