Run: 2026-06-24-01KVX34TYP4MBW13YDBQKV9MSB

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
50.9s
Cost:
$0.009870
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
Hunter: "Excuse me, miss. Detective Hunter. I'm investigating the recent disappearances around the apple festival. I was told you were taking landscape photos near the orchard yesterday afternoon." Melanie: "Oh... Hallo. Ich... ich kann nicht glauben, was passiert ist. Ich habe mir gerade die Bilder angesehen, und... es war so beängstigend. Der Nebel am Rand des Haines und dann diese plötzliche Stille..." Hunter: "I'm sorry, ma'am, I don't speak a word of German. Do you understand English at all? 'English'?" Melanie: "English? Nein, nein, ich verstehe nicht. Es tut mir leid. Ich bin nur für das Austauschprogramm hier, ich spreche leider kein Englisch. Aber schauen Sie, auf diesem Bild... da ist eine seltsame, dunkle Gestalt ganz hinten im Schatten der Bäume." Hunter: "Gestalt? Ah, photos. Look, I need to know if you saw anyone near the Miller property. Did you see anyone suspicious acting around the festival grounds?" *points to her camera* "Did your camera catch anything? Camera?" Melanie: "Sie meinen die Kamera? Ja, ich habe viele Fotos gemacht. Aber da war dieser Mann... er hat sich so seltsam verhalten und ist dann einfach in den Wald verschwunden. Ich hatte solche Angst. Ich wusste nicht, was ich tun sollte." Hunter: "Wald... woods? Man? Christ. Okay, listen to me. I don't understand you, and you don't understand me. Just... don't delete anything on this. Do not delete." *mimics taking a picture and shaking his head* "Stay here in Alborn. Stay." Melanie: "Nichts löschen? Okay, ich lösche nichts. Ich hoffe, es hilft, die vermissten Personen zu finden. Es ist so eine schreckliche Situation für so eine kleine, friedliche Stadt." Hunter: "Yeah, we're getting absolutely nowhere. Just sit tight. I'll get someone from the precinct who speaks German down here tomorrow to translate. Just don't leave town." *phone rings* "Excuse me. Detective Hunter... What? When did that happen? ...Alright, secure the scene, I'm on my way." Melanie: "Ein Anruf? War das etwas Schlimmes? Sie sehen so ernst aus, Detective." Hunter: "I have to go. Emergency call. Just remember what I said—stay in town, and don't touch the photos on that camera." Melanie: "Sie müssen gehen? Okay. Bitte passen Sie auf sich auf." Hunter: "Yeah. Stay safe. I'll be in touch."
created_at"2026-06-24T15:14:28.963Z" 6/24/2026, 3:14:28 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3449
moderation_latency(null)
generation_time50815
tokens_prompt319
tokens_completion2196
native_tokens_prompt274
native_tokens_completion2156
native_tokens_completion_images(null)
native_tokens_reasoning1573
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)
usage0.00987
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"20260624231429662433acb4544019"
is_byokfalse
latency3449
model_permaslug"z-ai/glm-5.2-20260616"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.16.0; linux; x64))"
http_referer(null)
request_id"req-1782314068-KhJVJNZ9fVmLQdUFgrDq"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782314068-yuy8OerixKJ4DeomYznS"
upstream_id"20260624231429662433acb4544019"
total_cost0.00987
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Hunter"
dialogue"Excuse me, miss. Detective Hunter. I'm investigating the recent disappearances around the apple festival. I was told you were taking landscape photos near the orchard yesterday afternoon."
detectedLang"en"
heavyLang"en"
scores
en0.7739193344185206
tl0.6301775147928995
fr0.5880026367831246
nl0.5749744984699082
pt0.5105716523101018
no0.4969818913480885
ca0.46604015378043573
sv0.4658119658119659
it0.4648972602739726
es0.46167097329888035
de0.4534324442501093
da0.44146559428060766
ro0.4361750112764997
sq0.399327246516098
ms0.36612576064908725
cs0.3645144890696492
hr0.3503118503118503
sl0.3458922030350602
sk0.3333333333333333
et0.2774566473988439
lt0.2681498829039813
is0.23594132029339854
pl0.2255266418835192
lv0.2143306096794469
az0.19302775984506135
yo0.18354016982364468
fi0.18140144073346431
tr0.14675767918088736
hu0.09682080924855492
eu0.06296851574212893
hi0.058025621703089676
be0.05303030303030303
uk0.04798172124904798
vi0.04798172124904798
reliabletrue
passestrue
1
name"Melanie"
dialogue"Oh... Hallo. Ich... ich kann nicht glauben, was passiert ist. Ich habe mir gerade die Bilder angesehen, und... es war so beängstigend. Der Nebel am Rand des Haines und dann diese plötzliche Stille..."
detectedLang"de"
heavyLang"de"
scores
de0.8076319095477386
nl0.5349278663629461
en0.47761194029850745
no0.4449478930675124
sv0.39773844641101286
fr0.36790505675954593
da0.36528497409326427
it0.358974358974359
ca0.3125701459034792
es0.293133294864397
tl0.2768595041322314
ro0.27643236857649145
eu0.27170035671819265
lt0.26690604428485937
is0.26426426426426425
sk0.26382211538461536
fi0.20660621761658032
hr0.20299284320104097
yo0.19724770642201836
et0.1961942257217848
sl0.1876657824933687
pt0.1822429906542056
tr0.17619367854741091
az0.14155571128241065
hi0.13610719322990128
cs0.13243626062322947
lv0.13243626062322947
hu0.12935323383084577
ms0.10714285714285714
sq0.10649161196207148
pl0.08582089552238807
vi0.07477341389728097
ru0.056966897613548874
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, ma'am, I don't speak a word of German. Do you understand English at all? 'English'?"
detectedLang"en"
heavyLang"en"
scores
en0.7841248754566589
tl0.6103117505995204
no0.5870393900889453
da0.5386799148332151
sv0.4905956112852664
de0.46369636963696376
ro0.4519392917369309
cs0.4500846023688663
it0.4328097731239092
sq0.41704035874439455
nl0.41016333938294003
pl0.41016333938294003
hr0.40530649588289114
sk0.39422180801491147
yo0.37917860553963706
pt0.37858508604206503
ca0.3551587301587301
is0.31650893796004204
vi0.27293064876957496
hu0.2554410080183276
tr0.2502883506343714
et0.2476851851851852
sl0.24418604651162787
ms0.23976608187134502
az0.23798358733880423
es0.23708920187793428
lt0.18238993710691823
lv0.1698595146871009
fr0.15254237288135594
be0.09722222222222222
eu0.09722222222222222
fi0.08835904628330996
uk0.08835904628330996
reliabletrue
passestrue
3
name"Melanie"
dialogue"English? Nein, nein, ich verstehe nicht. Es tut mir leid. Ich bin nur für das Austauschprogramm hier, ich spreche leider kein Englisch. Aber schauen Sie, auf diesem Bild... da ist eine seltsame, dunkle Gestalt ganz hinten im Schatten der Bäume."
detectedLang"de"
heavyLang"de"
scores
de0.8086313844529497
nl0.5220830586684245
no0.43623639191290825
da0.3993371996685998
sv0.3858534519271495
en0.30522280785816963
it0.3015414258188825
hr0.2933723196881091
pl0.2899118511263467
lt0.2828882294757666
ro0.2828882294757666
es0.27644710578842313
pt0.26433282597666163
tr0.257172131147541
ca0.23442449841605068
sk0.22335297268344936
fi0.21195652173913043
fr0.20547945205479454
sl0.2050438596491228
is0.19845218352681038
et0.18994413407821228
ms0.18217710095882683
tl0.14906103286384975
lv0.14655679811653916
hu0.14251921939680662
az0.13895486935866982
cs0.13277511961722488
sq0.11531421598535692
yo0.09090909090909091
eu0.07878017789072427
hi0.06812339331619538
vi0.04163912756113682
reliabletrue
passestrue
4
name"Hunter"
dialogue"Did your camera catch anything? Camera?"
detectedLang"en"
heavyLang"en"
scores
en0.7937671860678277
tl0.5863970588235294
it0.5087336244541485
ms0.5033112582781457
sv0.43467336683417085
fr0.4260204081632653
ro0.412532637075718
de0.3951612903225807
ca0.3119266055045872
sq0.30769230769230765
es0.3055555555555556
nl0.2524916943521595
reliabletrue
passestrue
5
name"Melanie"
dialogue"Sie meinen die Kamera? Ja, ich habe viele Fotos gemacht. Aber da war dieser Mann... er hat sich so seltsam verhalten und ist dann einfach in den Wald verschwunden. Ich hatte solche Angst. Ich wusste nicht, was ich tun sollte."
detectedLang"de"
heavyLang"de"
scores
de0.8261733300223493
nl0.586410635155096
no0.496040316774658
sv0.40196497223408795
da0.3952483801295896
it0.3679458239277652
en0.32432432432432434
yo0.317738791423002
sl0.3150684931506849
tr0.3072736269173676
pl0.3052109181141439
sk0.2727272727272727
is0.2670157068062827
ro0.25293489861259333
fi0.24324324324324328
es0.24242424242424243
et0.2366412213740458
ca0.22394678492239467
tl0.21962095875139354
ms0.2143658810325477
eu0.20318725099601595
sq0.20227920227920226
cs0.19447640966628307
pt0.19168591224018475
az0.18032786885245902
hu0.15865384615384615
hr0.15764139590854392
lv0.15100060642813826
fr0.13952059004302397
lt0.13580246913580246
vi0.10371318822023047
hi0.07038512616201859
reliabletrue
passestrue
6
name"Hunter"
dialogue"Stay here in Alborn. Stay."
detectedLang"en"
heavyLang"en"
scores
en0.7572815533980582
nl0.5551601423487544
sl0.5519713261648745
de0.5404411764705882
it0.5404411764705882
ro0.5318352059925093
sv0.46120689655172414
sq0.4444444444444444
tl0.42660550458715596
yo0.4131455399061033
az0.40191387559808617
pl0.40191387559808617
ms0.375
reliabletrue
passestrue
7
name"Melanie"
dialogue"Nichts löschen? Okay, ich lösche nichts. Ich hoffe, es hilft, die vermissten Personen zu finden. Es ist so eine schreckliche Situation für so eine kleine, friedliche Stadt."
detectedLang"de"
heavyLang"de"
scores
de0.8290598290598291
nl0.6558843771507226
sv0.5489400090211999
da0.5267392333175579
no0.49341438703140833
en0.4275901545506583
fr0.42196531791907516
ca0.36427209154481877
tl0.3519118600129617
it0.3333333333333333
tr0.32111337406653084
es0.3127147766323024
fi0.27219796215429404
pl0.26793557833089315
sk0.26416482707873434
lv0.2625368731563422
hu0.2587101556708673
ro0.2389649923896499
yo0.23488905891354248
pt0.220576773187841
ms0.21996879875195008
sq0.21935987509758004
sl0.21568627450980393
lt0.18699186991869918
cs0.1843393148450245
et0.18032786885245902
eu0.1728701406120761
hr0.15754001684919966
az0.1452991452991453
hi0.09584086799276673
vi0.09008189262966333
zh0.07149489322191271
is0.059266227657572904
reliabletrue
passestrue
8
name"Hunter"
dialogue"Excuse me. Detective Hunter... What? When did that happen? ...Alright, secure the scene, I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8041979949874687
tl0.6385193753614806
fr0.4967793880837359
no0.4826158940397351
da0.43541102077687444
ro0.43387681159420294
nl0.3984600577478344
it0.38785504407443677
sv0.37996031746031744
sq0.37686939182452645
es0.3699596774193548
ca0.3509865005192108
de0.34895833333333337
pt0.33932346723044393
sl0.31015452538631344
yo0.2905788876276958
pl0.2865296803652968
et0.28489702517162474
cs0.2715617715617716
hr0.2690058479532163
sk0.2672919109026964
fi0.2647058823529412
ms0.26122931442080377
hu0.13073713490959665
hi0.11847672778561354
lt0.10714285714285714
tr0.08625730994152046
reliabletrue
passestrue
9
name"Melanie"
dialogue"Ein Anruf? War das etwas Schlimmes? Sie sehen so ernst aus, Detective."
detectedLang"de"
heavyLang"de"
scores
de0.7940691927512356
en0.5515695067264574
pt0.40191387559808617
tl0.3872549019607844
fr0.38271604938271603
no0.38195302843016066
ro0.33510638297872336
sl0.30362116991643456
nl0.2668621700879765
ca0.2647058823529412
es0.2625368731563422
it0.2570579494799406
da0.24471299093655588
yo0.20127795527156547
eu0.18699186991869918
pl0.1830065359477124
sk0.1749174917491749
vi0.1652754590984975
sq0.15682967959527827
fi0.14965986394557826
is0.14965986394557826
cs0.12587412587412586
hr0.11816578483245149
sv0.11816578483245149
reliabletrue
passestrue
10
name"Hunter"
dialogue"I have to go. Emergency call. Just remember what I said—stay in town, and don't touch the photos on that camera."
detectedLang"en"
heavyLang"en"
scores
en0.8241145075206211
tl0.6072589382448538
yo0.5422979797979798
fr0.5024021962937544
da0.49229691876750703
sv0.47539797395079597
nl0.471959213401311
pl0.462166172106825
it0.4448698315467075
no0.41813804173354735
et0.4124797406807132
ca0.4018151815181518
de0.3808710503842869
sk0.35954063604240283
sl0.3572695035460993
ms0.3544078361531611
ro0.34977578475336324
hr0.32116104868913853
es0.31279620853080564
cs0.30019305019305015
lv0.2609582059123343
lt0.25411522633744854
hu0.2518059855521156
is0.23036093418259024
sq0.22625400213447172
hi0.18171557562076748
pt0.17707150964812712
fi0.17142857142857143
az0.16857798165137614
be0.0880503144654088
tr0.0880503144654088
uk0.0799492385786802
vi0.0799492385786802
reliabletrue
passestrue
11
name"Melanie"
dialogue"Sie müssen gehen? Okay. Bitte passen Sie auf sich auf."
detectedLang"de"
heavyLang"de"
scores
de0.8319070904645476
nl0.5877061469265367
no0.4878957169459963
da0.4869402985074627
et0.39293598233995586
sv0.39293598233995586
it0.38752783964365256
az0.30730478589420657
eu0.2948717948717949
pl0.289405684754522
ca0.28756476683937826
tl0.2763157894736842
pt0.2744063324538259
fr0.26273458445040215
tr0.25474254742547425
fi0.24242424242424243
en0.22969187675070027
is0.19117647058823528
ms0.19117647058823528
reliabletrue
passestrue
12
name"Hunter"
dialogue"Yeah. Stay safe. I'll be in touch."
detectedLang"en"
heavyLang"en"
scores
en0.7814207650273224
yo0.49748743718592964
nl0.43820224719101125
sl0.4350282485875706
de0.42363112391930835
it0.42363112391930835
ro0.4152046783625731
hu0.36908517350157727
fr0.358974358974359
lt0.358974358974359
sv0.3485342019543974
tl0.3174061433447099
az0.29577464788732394
pl0.29577464788732394
ms0.2727272727272727
reliabletrue
passestrue