Run: 2026-09-02-01M1H5954B1J7CD2A46NKDR3QT

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
14.7s
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
Melanie: "Entschuldigung, ich verstehe nicht. Sprechen Sie Deutsch?" Hunter: "Ma'am, I asked if you saw anything near the old mill on Tuesday night. Three people have gone missing this month." Melanie: "Ich... ich habe nichts gesehen. Ich war nur dort, um Fotos zu machen. Die Bilder... oh Gott, die Bilder." Hunter: "Ma'am, are you okay? You look a little pale. Are you saying you were at the mill?" Melanie: "Ja, die Mühle. Ich habe Fotos gemacht. Auf den Bildern ist... da ist jemand. Eine Gestalt, im Nebel. Ich dachte, es wäre nur ein Schatten, aber... ich zeige es Ihnen." Hunter: "I have no idea what you're saying, but you're pointing at your camera, so... show me? Fine. Go ahead." Melanie: "Hier. Sehen Sie? Dort, zwischen den Bäumen. Das ist kein Schatten. Das ist eine Person. Ich habe zehnfach vergrößert. Und hier, das zweite Bild, zwanzig Minuten später... da ist sie näher. Viel näher." Hunter: "Whoa. Okay, hold on. That's... whatever that is, you're showing me something on this screen and your hands are shaking, and I'm guessing that's not good news." Melanie: "Ich bin zu diesem Ort zurückgegangen, am nächsten Tag. Da war Blut auf dem Boden. Nicht viel, aber... ich habe es fotografiert. Ich wollte zur Polizei gehen, aber ich... mein Englisch ist so schlecht, ich wusste nicht, wie ich es erklären soll." Hunter: "Blood? Did you just say blood? Look, I'm getting my deputy on the line. Ma'am, don't go anywhere." Melanie: "Warten Sie! Es gibt noch etwas. Die Gestalt... auf dem letzten Foto... sie trägt die Jacke eines der Vermissten. Die rote Jacke. Die hatte der junge Mann vom Festival." Hunter: "Talk later, ma'am. Hunter speaking. Yeah, I need you at the café on Main Street right now. And bring an interpreter — we've got a German photographer who's been sitting on evidence for three days. No, I don't speak German. Just get here." Melanie: "Bitte, finden Sie sie. Der Junge... er kann noch leben. Bitte."
created_at"2026-09-02T13:35:05.359Z" 9/2/2026, 1:35:05 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1293
moderation_latency(null)
generation_time14646
tokens_prompt306
tokens_completion517
native_tokens_prompt274
native_tokens_completion527
native_tokens_completion_images(null)
native_tokens_reasoning13
native_tokens_cached0
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)
usage0.0001523
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356105-rLEUZRddGlOjyE51tGIi"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356105-Smn1ig5iNctcw4199ulR"
upstream_id"20260902213505393257defe304d32"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"20260902213505393257defe304d32"
is_byokfalse
latency1293
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.0001523
cache_discount(null)
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 asked if you saw anything near the old mill on Tuesday night. Three people have gone missing this month."
detectedLang"en"
heavyLang"en"
scores
en0.8172600801697713
tl0.6436781609195403
da0.4791666666666667
sv0.4142101284958428
no0.3704305442729488
fr0.3465430016863406
yo0.34154630416312654
et0.33304647160068845
ca0.32667245873153783
sq0.32373472949389176
ms0.32077125328659073
fi0.2702448210922787
hr0.2695570216776626
nl0.251207729468599
cs0.24975798644724106
it0.24390243902439027
tr0.23720472440944884
is0.21717171717171715
pl0.2131979695431472
de0.21239837398373984
sk0.20998980632008157
ro0.16125541125541126
pt0.14553472987872104
az0.14174972314507198
hi0.09778812572759021
be0.08284023668639054
es0.07957244655581948
hu0.07957244655581948
lt0.07517899761336516
lv0.07517899761336516
uk0.07517899761336516
vi0.07517899761336516
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... ich habe nichts gesehen. Ich war nur dort, um Fotos zu machen. Die Bilder... oh Gott, die Bilder."
detectedLang"de"
heavyLang"de"
scores
de0.8326079678607298
nl0.5829858215179317
sv0.45711183496199786
pt0.42660550458715596
en0.41792782305005816
is0.3412384716732542
no0.3359893758300133
da0.33510638297872336
eu0.30362116991643456
sk0.27641099855282203
az0.26578560939794427
pl0.258160237388724
tr0.25484351713859915
cs0.25037481259370314
fr0.24698795180722888
es0.2223950233281493
lt0.2223950233281493
ca0.21135646687697163
lv0.21135646687697163
ms0.16666666666666666
fi0.14965986394557826
yo0.14965986394557826
tl0.13043478260869565
ru0.1289198606271777
hr0.11816578483245149
sl0.11816578483245149
et0.11190053285968028
it0.11190053285968028
sq0.11190053285968028
ro0.10554561717352416
reliabletrue
passestrue
3
name"Hunter"
dialogue"Ma'am, are you okay? You look a little pale. Are you saying you were at the mill?"
detectedLang"en"
heavyLang"en"
scores
en0.7925311203319502
tl0.645704162976085
no0.5031055900621118
da0.5006242197253433
ro0.4177583697234352
fr0.4038748137108793
yo0.3610223642172524
sv0.35170178282009723
cs0.3442622950819672
tr0.30675909878682844
hu0.2805755395683453
nl0.2779783393501805
sq0.2727272727272727
ms0.26062846580406657
pt0.25925925925925924
ca0.2537313432835821
es0.24812030075187969
sk0.24528301886792453
it0.23809523809523808
hr0.21875
pl0.2079207920792079
sl0.1836734693877551
lt0.17012448132780084
is0.15789473684210525
az0.14893617021276595
eu0.14893617021276595
lv0.14893617021276595
vi0.14893617021276595
de0.14346895074946467
et0.13606911447084233
fi0.13606911447084233
reliabletrue
passestrue
4
name"Melanie"
dialogue"Ja, die Mühle. Ich habe Fotos gemacht. Auf den Bildern ist... da ist jemand. Eine Gestalt, im Nebel. Ich dachte, es wäre nur ein Schatten, aber... ich zeige es Ihnen."
detectedLang"de"
heavyLang"de"
scores
de0.8234974656046343
nl0.5856353591160222
no0.48412698412698413
da0.4380403458213256
sv0.4347826086956522
tr0.38173747622067217
ca0.3280496209510682
sk0.31770468859342194
es0.30752840909090906
pl0.29856115107913667
az0.28884026258205686
lv0.27455357142857145
pt0.2696629213483146
eu0.2647058823529412
it0.2591185410334346
lt0.2540168324407039
yo0.25057647963105306
en0.24884437596302003
hr0.22741679873217116
ro0.2181234963913392
sl0.21686746987951808
ms0.21434327155519742
fi0.20988654781199353
cs0.20278004905968927
fr0.19421487603305784
et0.1820469798657718
sq0.17998317914213624
is0.14698162729658792
hi0.09805735430157261
hu0.0947075208913649
ru0.07054337464251668
tl0.06069364161849711
vi0.06069364161849711
reliabletrue
passestrue
5
name"Hunter"
dialogue"I have no idea what you're saying, but you're pointing at your camera, so... show me? Fine. Go ahead."
detectedLang"en"
heavyLang"en"
scores
en0.8081228014070994
tl0.6701484332050578
no0.5508982035928144
it0.5305164319248826
da0.5057660626029654
ca0.4296577946768061
es0.41463414634146345
ms0.40119760479041916
pl0.40059940059940063
ro0.39455095862764883
pt0.3814432989690722
fr0.3756503642039542
nl0.3610223642172524
hr0.33847850055126794
sv0.3333333333333333
yo0.3258426966292135
sq0.3197278911564626
de0.3135011441647597
sk0.3095512082853855
tr0.3006993006993007
sl0.28486293206197855
lv0.24433249370277077
vi0.2125984251968504
et0.20844327176781002
lt0.19893190921228304
is0.18699186991869918
cs0.14893617021276595
fi0.1111111111111111
be0.1044776119402985
hu0.10044977511244377
az0.09502262443438914
uk0.09502262443438914
reliabletrue
passestrue
6
name"Melanie"
dialogue"Hier. Sehen Sie? Dort, zwischen den Bäumen. Das ist kein Schatten. Das ist eine Person. Ich habe zehnfach vergrößert. Und hier, das zweite Bild, zwanzig Minuten später... da ist sie näher. Viel näher."
detectedLang"de"
heavyLang"de"
scores
de0.8099699487360793
sv0.5135746606334842
nl0.510919017288444
no0.43893528183716074
da0.4014476614699332
pt0.3469015795868773
eu0.3157224697644812
fi0.3033052495139339
it0.2823765020026702
tr0.28093645484949836
pl0.2770679219905851
sk0.23812898653437278
en0.22270426608821406
es0.21590080233406272
tl0.19716206123973115
hr0.18498862774829417
az0.1831306990881459
fr0.17938931297709923
ms0.17938931297709923
et0.17561349693251532
cs0.17498081350729086
ro0.1705246913580247
sq0.16407465007776048
sl0.15354330708661418
ca0.13096200485044462
lt0.11157024793388429
is0.11083540115798181
hi0.08975444538526672
lv0.06521739130434782
yo0.06521739130434782
hu0.05536028119507908
vi0.05536028119507908
reliabletrue
passestrue
7
name"Hunter"
dialogue"Whoa. Okay, hold on. That's... whatever that is, you're showing me something on this screen and your hands are shaking, and I'm guessing that's not good news."
detectedLang"en"
heavyLang"en"
scores
en0.8176291793313071
tl0.6868475991649269
nl0.5150862068965517
no0.39839572192513373
fr0.38524590163934425
is0.3562231759656652
da0.33774834437086093
pt0.297423887587822
ms0.27999999999999997
sv0.2741935483870968
de0.2665036674816626
fi0.2555831265508685
yo0.24623115577889448
es0.22077922077922074
et0.21671018276762402
sq0.21602787456445993
ro0.19282511210762332
pl0.1501416430594901
hi0.14772727272727273
hu0.14611005692599618
it0.14448669201520914
eu0.11154985192497532
ka0.10358565737051792
ca0.0990990990990991
hr0.08906882591093118
sl0.08906882591093118
tr0.07975460122699386
cs0.07692307692307693
sk0.07692307692307693
reliabletrue
passestrue
8
name"Melanie"
dialogue"Ich bin zu diesem Ort zurückgegangen, am nächsten Tag. Da war Blut auf dem Boden. Nicht viel, aber... ich habe es fotografiert. Ich wollte zur Polizei gehen, aber ich... mein Englisch ist so schlecht, ich wusste nicht, wie ich es erklären soll."
detectedLang"de"
heavyLang"de"
scores
de0.8261517446914193
nl0.5115143056524772
no0.4696969696969697
da0.4248151191454396
sv0.4161801501251043
ro0.29364278506559033
sl0.29292929292929293
en0.2857142857142857
pl0.279835390946502
ca0.2776057791537668
tr0.25690021231422505
ms0.24812030075187969
eu0.24324324324324328
sk0.24160346695557963
cs0.2328767123287671
lv0.2294991744634012
hr0.22865013774104684
es0.22523519645821802
fi0.22437673130193908
it0.18604651162790697
pt0.1850989522700815
tl0.1836734693877551
lt0.1784037558685446
hu0.1550995775497888
az0.14634146341463414
sq0.1341991341991342
et0.13097454996896338
yo0.12554653341661462
hi0.12115505335844319
vi0.10371318822023047
fr0.09149902660609993
is0.055967633175994604
reliabletrue
passestrue
9
name"Hunter"
dialogue"Blood? Did you just say blood? Look, I'm getting my deputy on the line. Ma'am, don't go anywhere."
detectedLang"en"
heavyLang"en"
scores
en0.7959183673469388
tl0.5975855130784709
cs0.3456924754634678
fr0.3265993265993266
pl0.3212669683257918
sv0.3023255813953488
yo0.30151338766006985
et0.29906542056074764
it0.2840095465393795
sq0.27448609431680776
nl0.2366412213740458
no0.22978177150192552
ca0.22680412371134018
ms0.2197659297789337
sk0.21156373193166886
de0.20844327176781002
pt0.20844327176781002
ro0.20844327176781002
hr0.2052980132450331
fi0.2
lv0.13169319826338638
az0.12536443148688048
hi0.12280701754385964
da0.11504424778761062
is0.1111111111111111
reliabletrue
passestrue
10
name"Melanie"
dialogue"Warten Sie! Es gibt noch etwas. Die Gestalt... auf dem letzten Foto... sie trägt die Jacke eines der Vermissten. Die rote Jacke. Die hatte der junge Mann vom Festival."
detectedLang"de"
heavyLang"de"
scores
de0.807651207522975
no0.5415180845644422
da0.5253164556962026
nl0.5182012847965739
sv0.4770482277745497
ca0.45021380574221137
es0.4051553205551884
it0.3923024983119514
fr0.3780234968901175
tl0.3675333801827126
pt0.3548387096774194
en0.34450109249817923
ro0.3401759530791789
lt0.32177844762622454
eu0.2834394904458599
fi0.2747784045124899
pl0.2747784045124899
lv0.2694805194805195
sl0.22680412371134018
hr0.22413793103448276
tr0.22413793103448276
ms0.2221261884183233
et0.2173913043478261
hu0.21671018276762402
cs0.21465968586387435
az0.20283436669619131
sk0.17657822506861848
is0.14933837429111532
sq0.1262135922330097
yo0.08906882591093118
reliabletrue
passestrue
11
name"Hunter"
dialogue"Talk later, ma'am. Hunter speaking. Yeah, I need you at the café on Main Street right now. And bring an interpreter — we've got a German photographer who's been sitting on evidence for three days. No, I don't speak German. Just get here."
detectedLang"en"
heavyLang"en"
scores
en0.789716456383123
tl0.6248789932236205
no0.5139542176230792
fr0.5096488453021196
nl0.4754653130287648
de0.47332653754672105
pt0.46625344352617076
da0.4555672637864418
sv0.4513274336283186
ca0.4038461538461538
ro0.3706861550954121
es0.36108821104699096
sq0.35497295047856847
it0.3530884808013356
ms0.32842287694974004
hr0.31808183018037833
yo0.31778169014084506
et0.31446262715612555
tr0.31446262715612555
cs0.3055555555555556
sk0.3011722272317403
pl0.2827394724664507
lv0.26260704091341575
is0.22227797290516807
sl0.2199295420231505
hu0.19647485743908763
lt0.19186652763295098
fi0.17377398720682302
vi0.16442048517520216
az0.14835164835164832
eu0.14174972314507198
hi0.13262451035254616
be0.04320987654320988
uk0.03905765654060756
reliabletrue
passestrue
12
name"Melanie"
dialogue"Bitte, finden Sie sie. Der Junge... er kann noch leben. Bitte."
detectedLang"de"
heavyLang"de"
scores
de0.84169508037019
da0.6652935118434603
no0.6516613076098606
nl0.5811855670103093
is0.4298245614035088
es0.34077079107505076
it0.3186582809224318
tr0.2713004484304933
et0.25799086757990863
lt0.2562929061784897
pl0.2562929061784897
hu0.24242424242424243
sv0.2388758782201405
ro0.2111650485436893
sq0.19753086419753088
en0.1935483870967742
sl0.1935483870967742
reliabletrue
passestrue