Run: 2026-06-24-01KVX2Q20C5FRHJQSZ3ZKSKY64

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
36.6s
Cost:
$0.008774
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: "Oh, mein Gott... das darf nicht wahr sein. Diese Schatten auf dem Foto... das war gestern Abend wirklich." Hunter: "Excuse me, miss. I'm Detective Hunter. Mind if I ask you a few questions about what happened out by the orchard last night?" Melanie: "Ich... was? Ich verstehe Sie nicht. Ich bin nur eine Studentin aus Deutschland. Bitte, ich habe Angst." Hunter: "I'm sorry, I don't speak German. Do you understand English? English?" Melanie: "English? Nein, nein, ich spreche kein English. Bitte, lassen Sie mich in Ruhe. Ich bin völlig durcheinander wegen gestern Abend. Jemand ist einfach im Wald verschwunden." Hunter: "Alright, easy. I'm not going to hurt you. You have a camera. You take photos? Last night?" Melanie: "Fotos? Ja, ich bin Fotografie-Studentin. Aber gestern Abend... da war jemand zwischen den Apfelbäumen. Ich habe ein Foto gemacht, bevor er einfach verschwunden ist. Es war furchtbar beängstigend." Hunter: "Photos. Camera. Can I... look? Show me?" Melanie: "Sie wollen die Fotos sehen? Hier, aber... es ist gruselig. Sehen Sie dieses verschwommene Gesicht dort drüben?" Hunter: "I don't understand a word you're saying, but that's the orchard. You were there. Let me see... wow, okay. That's a clear shot of the woods. I need these." Melanie: "Bitte, ist das ein Beweis? Ich möchte nur, dass das alles aufhört. Ich kann vor lauter Angst nicht einmal mehr schlafen. Ich bin nur wegen des Apple Festivals hier." Hunter: "Listen, I can't understand you, but I need those pictures. Wait right here. I'm going to call the station to get someone who speaks German." Hunter: "Hold on. ... Hunter here. ... You're kidding. ... The old mill? ... I'm on my way. ... Miss, I have to go. Don't leave Alborn. Stay." Melanie: "Was? Wo gehen Sie hin? Ich brauche Hilfe! Bitte, kommen Sie zurück!" Hunter: "I said stay! I'll be back with someone who speaks your language."
created_at"2026-06-24T15:06:57.433Z" 6/24/2026, 3:06:57 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2676
moderation_latency(null)
generation_time36447
tokens_prompt319
tokens_completion1940
native_tokens_prompt274
native_tokens_completion1907
native_tokens_completion_images(null)
native_tokens_reasoning1403
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)
usage0.0087744
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"20260624230657d69f77ec8d774212"
is_byokfalse
latency2676
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-1782313617-LGN1n7Kbzj98qhxKdEga"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313617-7tzSLKBLGyfqZxFoaZCv"
upstream_id"20260624230657d69f77ec8d774212"
total_cost0.0087744
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"Melanie"
dialogue"Oh, mein Gott... das darf nicht wahr sein. Diese Schatten auf dem Foto... das war gestern Abend wirklich."
detectedLang"de"
heavyLang"de"
scores
de0.8304395008138904
nl0.5680718728403594
sv0.43336355394378967
no0.375
da0.37374749498997994
pt0.33581296493092455
it0.3315508021390375
en0.3206521739130435
es0.2568370986920333
fr0.2350061199510404
is0.2264851485148515
cs0.2028061224489796
ca0.1883116883116883
ro0.17654808959156787
fi0.14500683994528044
sl0.10968660968660969
tl0.10968660968660969
sk0.10714285714285714
tr0.10329985652797705
lv0.09156976744186046
pl0.09156976744186046
et0.08625730994152046
hr0.08625730994152046
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, miss. I'm Detective Hunter. Mind if I ask you a few questions about what happened out by the orchard last night?"
detectedLang"en"
heavyLang"en"
scores
en0.8113207547169812
tl0.6242263483642794
fr0.5521601685985247
it0.4801223241590214
no0.4544287548138639
ca0.43521594684385384
nl0.42760942760942766
pt0.42760942760942766
da0.4197952218430034
sq0.4072524407252441
ro0.38848920863309355
cs0.3786549707602339
sv0.37774524158125916
es0.36472346786248133
de0.3134087237479806
yo0.3128536782538399
et0.3122977346278317
pl0.2910758965804838
sk0.28451178451178455
hr0.2722602739726028
hu0.2678725236864771
sl0.26343154246100525
ms0.2504409171075838
tr0.19507575757575757
lt0.1457286432160804
fi0.13967611336032387
is0.13967611336032387
az0.1353001017293998
lv0.1353001017293998
vi0.1353001017293998
be0.07608695652173912
eu0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... was? Ich verstehe Sie nicht. Ich bin nur eine Studentin aus Deutschland. Bitte, ich habe Angst."
detectedLang"de"
heavyLang"de"
scores
de0.8359310910582445
nl0.6204933586337761
no0.4809688581314879
en0.4318181818181818
da0.3814432989690722
sq0.3717277486910995
it0.3697478991596639
sk0.33847850055126794
sv0.33035714285714285
pl0.3288590604026846
ro0.31662870159453305
ms0.3103448275862069
cs0.28741092636579574
ca0.27007299270072993
lt0.2628992628992629
fr0.23566878980891717
yo0.22978177150192552
is0.19893190921228304
az0.19463087248322147
hr0.1891891891891892
lv0.18588873812754408
tl0.18588873812754408
pt0.1780821917808219
es0.17355371900826447
et0.1584852734922861
fi0.13294797687861273
tr0.12790697674418602
hu0.10714285714285714
sl0.08952959028831564
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry, I don't speak German. Do you understand English? English?"
detectedLang"en"
heavyLang"en"
scores
en0.7971360381861575
tl0.5754245754245755
no0.5521601685985247
da0.5464247598719317
sv0.5360262008733625
cs0.48484848484848486
ro0.48296836982968366
pl0.44948186528497414
de0.4444444444444444
hr0.4378306878306878
sq0.43029490616621985
it0.4129834254143646
sk0.40807799442896936
nl0.37591776798825255
pt0.37591776798825255
ca0.3431221020092735
vi0.2904841402337229
yo0.2796610169491525
ms0.2504409171075838
tr0.247787610619469
is0.24377224199288253
az0.23835125448028674
sl0.22018348623853207
be0.1414141414141414
es0.1414141414141414
hu0.1361788617886179
et0.1290983606557377
lt0.1290983606557377
lv0.1290983606557377
uk0.1290983606557377
reliabletrue
passestrue
4
name"Melanie"
dialogue"English? Nein, nein, ich spreche kein English. Bitte, lassen Sie mich in Ruhe. Ich bin völlig durcheinander wegen gestern Abend. Jemand ist einfach im Wald verschwunden."
detectedLang"de"
heavyLang"de"
scores
de0.8035858178887993
nl0.5836891545687447
en0.4628099173553719
sv0.46013289036544847
no0.4431753283837807
da0.4298245614035088
ro0.411231884057971
it0.3504330446369087
is0.3090007087172218
pl0.29552023121387283
es0.2772424017790956
tr0.2740134028294862
sk0.27184466019417475
ms0.24884437596302003
hr0.24710424710424708
tl0.24183514774494555
pt0.24006235385814498
fr0.2292490118577075
ca0.22248803827751198
sl0.21307506053268765
yo0.20278004905968927
lt0.20016406890894176
hu0.1529105125977411
az0.12790697674418602
sq0.12477558348294435
et0.10386029411764705
hi0.09805735430157261
reliabletrue
passestrue
5
name"Hunter"
dialogue"Alright, easy. I'm not going to hurt you. You have a camera. You take photos? Last night?"
detectedLang"en"
heavyLang"en"
scores
en0.8009220452640402
tl0.6362940275650842
fr0.4859307359307359
da0.4552752293577982
cs0.41789215686274506
yo0.4099378881987578
es0.39567430025445294
ca0.39413265306122447
ro0.38471502590673573
nl0.3823146944083225
sl0.3782722513089006
de0.3741765480895916
it0.37335092348284965
lt0.358974358974359
lv0.35636856368563685
sk0.35549525101763907
no0.3475274725274725
pl0.3356643356643356
hr0.32432432432432434
pt0.31654676258992803
hu0.24722662440570525
tr0.24603174603174602
sv0.23387096774193547
et0.22764227642276424
ms0.22131147540983606
hi0.1394927536231884
is0.13636363636363635
sq0.1316270566727605
az0.12844036697247707
eu0.12844036697247707
vi0.12844036697247707
fi0.1171003717472119
reliabletrue
passestrue
6
name"Melanie"
dialogue"Fotos? Ja, ich bin Fotografie-Studentin. Aber gestern Abend... da war jemand zwischen den Apfelbäumen. Ich habe ein Foto gemacht, bevor er einfach verschwunden ist. Es war furchtbar beängstigend."
detectedLang"de"
heavyLang"de"
scores
de0.7880996779115105
nl0.5736698499317872
da0.48517298187808894
no0.4531933508311461
sv0.4417150513622153
es0.4004796163069544
ca0.38785504407443677
ro0.37624750499001997
en0.3396724775488642
lv0.3343982960596379
sk0.3275954814416353
pt0.3272335844994618
it0.32249322493224936
sq0.3169398907103825
tr0.2989343802579922
is0.2945823927765237
lt0.29017603634298694
pl0.28977272727272724
cs0.2885600455321571
fr0.27703875072296125
sl0.27578215527230593
hr0.2664319248826291
ms0.2428831011508177
et0.21135646687697163
az0.19871794871794873
hu0.1819371727748691
eu0.16555407209612816
fi0.1638795986622074
yo0.15994623655913978
tl0.137336093857833
hi0.07817109144542773
vi0.04798172124904798
reliabletrue
passestrue
7
name"Hunter"
dialogue"Photos. Camera. Can I... look? Show me?"
detectedLang"en"
heavyLang"en"
scores
en0.7752247752247753
ca0.632952691680261
it0.6107266435986158
fr0.60801393728223
tl0.5916515426497277
nl0.5778611632270169
sq0.5562130177514794
es0.5553359683794467
ro0.5243128964059197
pt0.5212765957446809
no0.5119305856832972
sv0.4943820224719101
et0.412532637075718
ms0.4094488188976378
tr0.3951612903225807
de0.3885869565217392
lt0.3885869565217392
az0.3835616438356164
da0.3818681318681319
hr0.3818681318681319
lv0.3732590529247911
pl0.358974358974359
cs0.3181818181818182
sl0.281150159744409
yo0.27884615384615385
hi0.2549668874172185
fi0.25
sk0.24242424242424243
be0.23728813559322032
hu0.22945205479452058
is0.21875
uk0.21875
vi0.21875
reliabletrue
passestrue
8
name"Melanie"
dialogue"Sie wollen die Fotos sehen? Hier, aber... es ist gruselig. Sehen Sie dieses verschwommene Gesicht dort drüben?"
detectedLang"de"
heavyLang"de"
scores
de0.8001844451275746
nl0.5792880258899676
es0.40962761126248864
no0.40962761126248864
ca0.4003690036900369
lv0.3873704052780396
da0.3602362204724409
et0.32642487046632124
lt0.3236212278876171
pt0.3186582809224318
hu0.2919389978213508
fr0.26220204313280365
sv0.2562929061784897
hr0.2511520737327189
en0.23976608187134502
sq0.22894424673784108
pl0.20828258221680876
fi0.20537897310513448
tr0.20147420147420148
sl0.181360201511335
sk0.17825537294563845
it0.17197452229299362
az0.15364583333333331
ro0.15364583333333331
eu0.15032679738562094
hi0.1402116402116402
yo0.11924119241192413
tl0.11323328785811733
cs0.09344490934449094
is0.09344490934449094
reliabletrue
passestrue
9
name"Hunter"
dialogue"I don't understand a word you're saying, but that's the orchard. You were there. Let me see... wow, okay. That's a clear shot of the woods. I need these."
detectedLang"en"
heavyLang"en"
scores
en0.8177030585375734
tl0.5250659630606861
no0.4906621392190153
sq0.4409937888198758
da0.42565411614550097
nl0.40672379696769945
de0.39839572192513373
et0.3706293706293706
cs0.36215450035435864
sv0.35251798561151076
fr0.3328391401037806
yo0.3212669683257918
it0.3181818181818182
es0.2706645056726094
pl0.2555831265508685
ro0.2518703241895262
is0.250624479600333
sk0.24433249370277077
sl0.23922231614539302
ca0.23339011925042585
hr0.21807124239791487
tr0.2153443766346992
pt0.20212765957446807
ms0.2
hu0.1985752448797863
lt0.13875598086124402
fi0.13294797687861273
az0.1287512100677638
lv0.1287512100677638
vi0.1287512100677638
be0.07216494845360825
eu0.07216494845360825
uk0.06542056074766354
reliabletrue
passestrue
10
name"Melanie"
dialogue"Bitte, ist das ein Beweis? Ich möchte nur, dass das alles aufhört. Ich kann vor lauter Angst nicht einmal mehr schlafen. Ich bin nur wegen des Apple Festivals hier."
detectedLang"de"
heavyLang"de"
scores
de0.8211793440334961
nl0.590818363273453
fr0.4489247311827957
no0.4276940256839754
da0.3433696348494555
sv0.32074221338634856
ca0.31438127090301005
it0.30743243243243246
et0.2921270718232044
ms0.2704626334519573
en0.26733380986418864
es0.25670775924583034
is0.2512783053323594
pt0.22990232907588282
tr0.20849420849420847
ro0.19418238993710693
sk0.1910023677979479
fi0.18521462639109695
cs0.18065547561950437
tl0.1549876339653751
pl0.1479634247714048
hr0.12017167381974249
sq0.11255411255411256
lt0.10947002606429192
sl0.10947002606429192
az0.10323709536307961
hi0.09372236958443855
lv0.057904411764705885
reliabletrue
passestrue
11
name"Hunter"
dialogue"Listen, I can't understand you, but I need those pictures. Wait right here. I'm going to call the station to get someone who speaks German."
detectedLang"en"
heavyLang"en"
scores
en0.8190591073582629
tl0.5994659546061415
no0.5559940799210656
da0.5557749259624877
sv0.5041322314049587
fr0.47643979057591623
de0.46714031971580816
nl0.42857142857142855
ro0.40672379696769945
sq0.40476190476190477
yo0.3839835728952772
cs0.3679775280898876
et0.3562231759656652
pl0.34258582907231555
lv0.31662870159453305
sk0.3135011441647597
hr0.30394431554524365
ca0.303405572755418
it0.2862807295796987
is0.25434962717481363
fi0.23076923076923078
tr0.22813036020583194
sl0.2125984251968504
lt0.2119089316987741
es0.1899189918991899
ms0.18699186991869918
az0.17883211678832117
hu0.14040114613180515
pt0.13544668587896252
eu0.11504424778761062
zh0.07881269191402251
be0.07216494845360825
uk0.06542056074766354
vi0.06542056074766354
reliabletrue
passestrue
12
name"Hunter"
dialogue"Hold on. ... Hunter here. ... You're kidding. ... The old mill? ... I'm on my way. ... Miss, I have to go. Don't leave Alborn. Stay."
detectedLang"en"
heavyLang"en"
scores
en0.8018203170874927
tl0.564516129032258
da0.5243128964059197
pl0.44672131147540983
no0.43277310924369744
yo0.41709844559585496
sk0.39298561151079137
cs0.3703358208955224
sq0.3546845124282983
hr0.33693516699410614
ca0.3048403707518023
sv0.2976066597294485
nl0.27807486631016043
fr0.2773019271948608
ms0.2614879649890591
et0.24327354260089684
lv0.21511627906976746
sl0.21052631578947367
it0.20867526377491208
lt0.1983372921615202
fi0.1818181818181818
ro0.18082524271844658
is0.16666666666666666
tr0.16044776119402984
de0.11533420707732633
hi0.11067193675889328
be0.09395973154362416
hu0.09029649595687331
az0.08536585365853659
pt0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
13
name"Melanie"
dialogue"Was? Wo gehen Sie hin? Ich brauche Hilfe! Bitte, kommen Sie zurück!"
detectedLang"de"
heavyLang"de"
scores
de0.8345015576323987
nl0.4982290436835891
et0.4385733157199472
da0.4325767690253671
no0.4225543478260869
yo0.37591776798825255
pl0.34815950920245403
sv0.34210526315789475
fi0.3134087237479806
is0.3055555555555556
en0.2608695652173913
fr0.22727272727272727
sk0.22586520947176683
eu0.21296296296296297
lv0.19811320754716982
hu0.16338582677165356
it0.15
reliabletrue
passestrue
14
name"Hunter"
dialogue"I said stay! I'll be back with someone who speaks your language."
detectedLang"en"
heavyLang"en"
scores
en0.8180163785259327
tl0.5525727069351231
et0.494949494949495
ro0.4091580502215657
yo0.3939393939393939
ms0.37791601866251945
lt0.3730407523510972
no0.37205651491365777
da0.3610223642172524
hu0.3150684931506849
is0.2687385740402194
hr0.25788497217068646
ca0.25650557620817843
sv0.25650557620817843
sq0.250936329588015
pl0.23954372623574144
it0.22330097087378642
cs0.2079207920792079
de0.17864476386036962
nl0.17864476386036962
es0.16317991631799164
eu0.16317991631799164
pt0.16317991631799164
sk0.15254237288135594
be0.14893617021276595
fr0.14893617021276595
tr0.14893617021276595
az0.13606911447084233
lv0.13606911447084233
uk0.13606911447084233
vi0.13606911447084233
reliabletrue
passestrue