Run: 2026-06-24-01KVX2EGQ4SXBPCNJ58ZEDJP4S

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
42.5s
Cost:
$0.009421
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, Gott... ich... ich war nur da, um Fotos zu machen. Es war so schrecklich. Mein Herz rast immer noch, wenn ich daran denke. Was wollen Sie von mir?" Hunter: "I... I'm sorry, I don't speak German. Do you understand English? English?" Melanie: "Ich... ich verstehe nicht. Bitte, ich bin nur eine Austauschstudentin. Ich fotografiere nur die Landschaft. Was ist passiert?" Hunter: "Look, I don't have time for a language barrier. Yesterday. The apple orchard. Did you see a man? A tall man, running away?" Melanie: "Gestern? Der Apfelhain? Ich... ich habe meine Kamera dabei. Hier, schauen Sie. Aber die Bilder... sie sind alle so dunkel und verschwommen. Ich hatte solche Angst." Hunter: "Camera? Yeah, your camera. Let me see. *Sighs* These are just shadows. I need to know if you saw the suspect. The man in the gray coat." Melanie: "Verdächtiger? Grauer Mantel? Ich kenne dieses Wort nicht. Bitte, ich möchte nur meinen Kaffee trinken und vergessen, was ich gesehen habe. Es war unheimlich." Hunter: "Gray coat. Tall. You. See. Him?" Melanie: "Ich... sehe? Nein, ich habe niemanden gesehen. Nur das... das Licht. Es war falsch. Alles war still, und dann war er weg." Hunter: "Light? Gone? Damn it. Alright, look at me. I need you to stay in town. Do not leave Alborn. Al-born. Stay." Melanie: "Alborn? Ja, ich bleibe hier. Ich habe nowhere to go. Ich... I no understand. Bitte..." Hunter: "Right. I'll get a translator down here. Just don't leave this cafe. We need to figure out what you saw." Melanie: "Cafe? Ja, ich bleibe. Aber bitte, machen Sie mir keine Angst. Ich will nur nach Hause." Hunter: "Home. Yes. But first, questions. Just... sit tight." Melanie: "Sitzen? Ja, ich sitze. Oh Mann, das ist ein Albtraum." Hunter: "(Phone ringing) Hunter. ...What? ...Are you serious? ...I'm on my way. Look, I have an emergency. You stay put. We're not done here." Melanie: "Noten? Nein, nein... gehen Sie einfach, bitte. Gott sei Dank." Hunter: "Just... stay."
created_at"2026-06-24T15:02:17.584Z" 6/24/2026, 3:02:17 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2225
moderation_latency(null)
generation_time42376
tokens_prompt319
tokens_completion1974
native_tokens_prompt274
native_tokens_completion2054
native_tokens_completion_images(null)
native_tokens_reasoning1494
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)
usage0.0094212
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"2026062423021773160a2648c74e37"
is_byokfalse
latency2225
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-1782313337-F2NvIOZ7eMFwnoV2SspL"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313337-Wq7vMlKBkscMPy1v5kgz"
upstream_id"2026062423021773160a2648c74e37"
total_cost0.0094212
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, Gott... ich... ich war nur da, um Fotos zu machen. Es war so schrecklich. Mein Herz rast immer noch, wenn ich daran denke. Was wollen Sie von mir?"
detectedLang"de"
heavyLang"de"
scores
de0.8222989439480097
nl0.5323356493853554
en0.4703389830508474
no0.41744340878828234
pt0.36270939548434084
sv0.35233160621761656
ca0.34407796101949023
da0.3330792682926829
es0.3325705568268498
sl0.3227554179566564
tl0.31426332288401254
sk0.2988782051282051
yo0.2937853107344633
hr0.29207119741100324
pl0.28513071895424835
is0.27805280528052806
tr0.2696160267111853
ms0.2677824267782427
lv0.22497785651018598
it0.21944692239072258
az0.21594982078853048
fr0.21454219030520644
lt0.2110009017132552
sq0.2009132420091324
eu0.1935483870967742
hu0.1830065359477124
vi0.1562198649951784
fi0.14965986394557826
ro0.12587412587412586
cs0.07112526539278131
et0.06716417910447761
reliabletrue
passestrue
1
name"Hunter"
dialogue"I... 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
2
name"Melanie"
dialogue"Ich... ich verstehe nicht. Bitte, ich bin nur eine Austauschstudentin. Ich fotografiere nur die Landschaft. Was ist passiert?"
detectedLang"de"
heavyLang"de"
scores
de0.8089171974522293
nl0.6147919876733435
no0.5327102803738317
it0.4845360824742268
da0.43267776096822996
en0.4296577946768061
ca0.42748091603053434
ro0.3907392363931763
sv0.38875305623471884
ms0.3723849372384937
sk0.3718592964824121
is0.3617021276595745
sq0.35233160621761656
es0.34725848563968675
cs0.32432432432432434
et0.3237150586113616
pt0.3218806509945751
lt0.3049119555143651
tr0.293119698397738
pl0.2829827915869981
fr0.27395934172313646
hr0.2596248766041461
lv0.24849699398797598
yo0.24623115577889448
az0.21383647798742136
fi0.20382165605095542
sl0.1544532130777903
tl0.14675767918088736
hi0.12383177570093458
eu0.10071942446043164
hu0.08759124087591241
reliabletrue
passestrue
3
name"Hunter"
dialogue"Look, I don't have time for a language barrier. Yesterday. The apple orchard. Did you see a man? A tall man, running away?"
detectedLang"en"
heavyLang"en"
scores
en0.8006050605060506
tl0.6114683815648446
da0.6046892039258451
no0.5821325648414986
nl0.5051194539249146
sv0.48799435028248583
fr0.4799139167862267
de0.441017733230532
yo0.3813993174061433
ro0.36459246275197194
pt0.35325602140945583
it0.3521000893655049
et0.3403093721565059
es0.3378995433789954
ca0.33668801463860937
hr0.3160377358490566
is0.3140964995269631
cs0.3028846153846154
lt0.29406037000973706
sq0.2814667988107037
eu0.25488180883864336
lv0.2494824016563147
pl0.24163179916317992
ms0.23924449108079748
hu0.2352320675105485
sk0.21790722761596548
tr0.16857798165137614
az0.15501165501165504
vi0.15501165501165504
sl0.11042944785276074
be0.0880503144654088
fi0.0799492385786802
uk0.0799492385786802
reliabletrue
passestrue
4
name"Melanie"
dialogue"Gestern? Der Apfelhain? Ich... ich habe meine Kamera dabei. Hier, schauen Sie. Aber die Bilder... sie sind alle so dunkel und verschwommen. Ich hatte solche Angst."
detectedLang"de"
heavyLang"de"
scores
de0.8174481168332052
nl0.5926243567753002
no0.5550351288056206
da0.46539110861001687
sv0.40846824408468246
it0.36624416277518346
fr0.342560553633218
en0.3120926864590876
tl0.2926284437825763
sk0.23939151321056848
pt0.2142266335814723
tr0.21357615894039736
ca0.20634920634920634
es0.2030201342281879
pl0.19286321155480035
is0.19148936170212766
sl0.18803418803418803
yo0.18384879725085912
ro0.1753472222222222
et0.16812609457092817
az0.16003536693191867
ms0.12923923006416133
eu0.09781576448243116
vi0.09437559580552907
fi0.08123791102514508
cs0.07497565725413825
hr0.07497565725413825
lt0.07497565725413825
ru0.072265625
hu0.07045009784735812
sq0.058473736372646176
reliabletrue
passestrue
5
name"Hunter"
dialogue"Camera? Yeah, your camera. Let me see. Sighs These are just shadows. I need to know if you saw the suspect. The man in the gray coat."
detectedLang"en"
heavyLang"en"
scores
en0.7858197932053176
tl0.5217678100263852
sv0.5030843043180261
ro0.49229691876750703
it0.4528301886792453
nl0.4431643625192012
et0.43972179289026275
ms0.43535825545171336
no0.42414614773629866
da0.42092651757188504
sl0.39228834870075435
sq0.38818565400843885
cs0.370112945264987
yo0.36625874125874125
de0.36291739894551844
fr0.3521000893655049
ca0.3491921005385996
pl0.32242990654205606
lv0.28781925343811393
es0.27354709418837675
lt0.2647058823529412
hr0.2602040816326531
sk0.21959095801937567
pt0.19533851276359598
tr0.16953035509736541
az0.16857798165137614
fi0.09375000000000001
be0.0880503144654088
hu0.0845959595959596
is0.0799492385786802
uk0.0799492385786802
vi0.0799492385786802
reliabletrue
passestrue
6
name"Melanie"
dialogue"Verdächtiger? Grauer Mantel? Ich kenne dieses Wort nicht. Bitte, ich möchte nur meinen Kaffee trinken und vergessen, was ich gesehen habe. Es war unheimlich."
detectedLang"de"
heavyLang"de"
scores
de0.8039600078415997
nl0.5717344753747323
no0.42594718714121704
da0.4093325457767277
ca0.33642999336429996
sv0.30118798043326345
es0.299719887955182
it0.2816091954022989
lv0.2816091954022989
tr0.2418498862774829
fi0.2389649923896499
is0.220576773187841
tl0.220576773187841
pt0.21691464369616287
en0.2125984251968504
eu0.1830065359477124
hu0.1652754590984975
sk0.1638795986622074
et0.15754001684919966
az0.143101970865467
yo0.13867355727820846
pl0.1031390134529148
fr0.10233393177737882
cs0.09090909090909091
ms0.09090909090909091
lt0.08340971585701192
ro0.06279287722586692
sq0.06279287722586692
reliabletrue
passestrue
7
name"Hunter"
dialogue"Gray coat. Tall. You. See. Him?"
detectedLang"en"
heavyLang"en"
scores
en0.7307001795332136
et0.53125
cs0.34210526315789475
tl0.34210526315789475
reliabletrue
passestrue
8
name"Melanie"
dialogue"Ich... sehe? Nein, ich habe niemanden gesehen. Nur das... das Licht. Es war falsch. Alles war still, und dann war er weg."
detectedLang"de"
heavyLang"de"
scores
de0.8201956271576524
nl0.6153846153846154
da0.5360059391239792
no0.48601973684210525
en0.4202226345083488
is0.38665358194308147
es0.378727634194831
sv0.3379237288135593
ca0.3372216330858961
pt0.3329775880469584
it0.32505399568034554
fr0.3206521739130435
et0.30632630410654826
fi0.2732558139534884
pl0.2647058823529412
hu0.24789410348977134
lv0.23029556650246305
lt0.20178799489144317
sq0.19871794871794873
ro0.19562419562419564
sk0.16555407209612816
tr0.16219839142091153
eu0.15540540540540537
ms0.13793103448275862
tl0.10071942446043164
hr0.09682080924855492
reliabletrue
passestrue
9
name"Hunter"
dialogue"Light? Gone? Damn it. Alright, look at me. I need you to stay in town. Do not leave Alborn. Al-born. Stay."
detectedLang"en"
heavyLang"en"
scores
en0.7938144329896907
tl0.5887594242631939
no0.5203836930455635
yo0.5073891625615764
da0.4889267461669506
pl0.4485294117647059
sq0.4470046082949309
sl0.44598337950138506
it0.44495837187789083
cs0.4269340974212034
hr0.38461538461538464
nl0.37629937629937626
ro0.3743482794577685
sk0.358974358974359
et0.3311036789297659
ca0.3197278911564626
lv0.3111366245694604
ms0.2982456140350877
sv0.28994082840236685
pt0.2890995260663507
es0.286563614744352
de0.269183922046285
vi0.2248062015503876
lt0.21773142112125163
fr0.21568627450980393
tr0.19786096256684493
az0.19678714859437751
eu0.13793103448275862
fi0.1111111111111111
be0.1044776119402985
hu0.10044977511244377
is0.09502262443438914
uk0.09502262443438914
reliabletrue
passestrue
10
name"Melanie"
dialogue"Alborn? Ja, ich bleibe hier. Ich habe nowhere to go. Ich... I no understand. Bitte..."
detectedLang"de"
heavyLang"en"
scores
de0.7214076246334311
en0.6489283074648927
no0.6035058430717863
pl0.6015100671140939
da0.5954003407155025
sk0.5548266166822867
lv0.4757174392935982
sv0.4716351501668521
tl0.4508670520231214
ca0.4457409568261376
yo0.4418331374853114
nl0.43452380952380953
hr0.42839951865222625
et0.4099378881987578
cs0.4025157232704403
sq0.3766404199475065
it0.36241610738255037
sl0.2973372781065089
lt0.2601246105919003
ro0.2566510172143975
tr0.24960505529225907
fi0.24363057324840762
pt0.22512234910277326
es0.2238562091503268
is0.2238562091503268
fr0.15630550621669628
be0.12844036697247707
hu0.12361623616236161
az0.1171003717472119
uk0.1171003717472119
vi0.1171003717472119
reliabletrue
passestrue
11
name"Hunter"
dialogue"Right. I'll get a translator down here. Just don't leave this cafe. We need to figure out what you saw."
detectedLang"en"
heavyLang"en"
scores
en0.8172103487064117
tl0.5419309372797745
pl0.4247787610619469
ro0.4074749316317229
no0.40693430656934304
da0.40530649588289114
et0.39478584729981375
fr0.39138576779026213
cs0.38095238095238093
sq0.37858508604206503
ca0.35960591133004927
hr0.3512974051896207
pt0.35000000000000003
de0.3460764587525151
sl0.3374108053007136
nl0.336734693877551
yo0.336734693877551
sk0.3333333333333333
sv0.3048128342245989
ms0.3033226152197213
es0.2995689655172413
lv0.28492849284928495
it0.28335170893054024
lt0.28017718715393136
is0.21212121212121213
vi0.19554455445544552
hu0.1935483870967742
tr0.17721518987341772
eu0.17407878017789072
az0.16559691912708602
fi0.08835904628330996
reliabletrue
passestrue
12
name"Melanie"
dialogue"Cafe? Ja, ich bleibe. Aber bitte, machen Sie mir keine Angst. Ich will nur nach Hause."
detectedLang"de"
heavyLang"de"
scores
de0.8266754704522945
nl0.45083682008368203
no0.4268558951965066
et0.4061085972850679
fr0.3993135011441648
en0.38811188811188807
da0.37125748502994016
fi0.3689903846153846
pl0.3689903846153846
sk0.2837653478854025
sv0.2563739376770538
ms0.2532005689900427
tl0.22566371681415928
lv0.1796875
ca0.1719242902208202
hr0.16
is0.14075286415711946
sl0.13223140495867766
it0.125
pt0.125
sq0.125
yo0.125
reliabletrue
passestrue
13
name"Hunter"
dialogue"Home. Yes. But first, questions. Just... sit tight."
detectedLang"en"
heavyLang"en"
scores
en0.8013245033112583
tl0.6359223300970874
fr0.6296296296296297
ca0.49748743718592964
it0.43289224952741023
da0.40476190476190477
no0.3670886075949367
pt0.3670886075949367
de0.336283185840708
et0.2537313432835821
sv0.2537313432835821
es0.20212765957446807
yo0.19786096256684493
reliabletrue
passestrue
14
name"Melanie"
dialogue"Sitzen? Ja, ich sitze. Oh Mann, das ist ein Albtraum."
detectedLang"de"
heavyLang"de"
scores
de0.809830310122879
no0.4196428571428571
sk0.3902439024390244
pl0.375
ca0.365234375
eu0.34077079107505076
is0.3380855397148676
pt0.3380855397148676
et0.32150313152400833
fi0.3200836820083682
lt0.2777777777777778
nl0.2777777777777778
lv0.26136363636363635
hi0.2459396751740139
tr0.2243436754176611
da0.19753086419753088
sl0.19753086419753088
sq0.1875
sv0.1875
yo0.1875
reliabletrue
passestrue
15
name"Hunter"
dialogue"Hunter. ...What? ...Are you serious? ...I'm on my way. Look, I have an emergency. You stay put. We're not done here."
detectedLang"en"
heavyLang"en"
scores
en0.8250769661349006
tl0.5279456193353474
da0.4473916887709991
ro0.4260789715335169
pl0.4191449814126394
hr0.39671814671814676
it0.3955512572533849
cs0.39202334630350194
fr0.3872549019607844
ca0.36740890688259115
sq0.3654822335025381
tr0.3503118503118503
no0.31917211328976036
sk0.31842966194111233
de0.3086283185840708
sv0.3055555555555556
yo0.2905788876276958
es0.2586002372479241
et0.2577197149643705
ms0.25059952038369304
pt0.24789410348977134
nl0.2433414043583535
vi0.21580928481806777
hu0.19871794871794873
fi0.1935483870967742
az0.16331994645247658
lt0.16331994645247658
sl0.15881561238223418
eu0.14266117969821673
hi0.11847672778561354
be0.10071942446043164
is0.09156976744186046
lv0.09156976744186046
uk0.09156976744186046
reliabletrue
passestrue
16
name"Melanie"
dialogue"Noten? Nein, nein... gehen Sie einfach, bitte. Gott sei Dank."
detectedLang"de"
heavyLang"de"
scores
de0.8225013653741124
nl0.4791666666666667
it0.4227353463587922
sv0.411231884057971
is0.40693430656934304
eu0.39138576779026213
fi0.35258964143426297
no0.3143459915611814
et0.25799086757990863
pl0.2562929061784897
lv0.2511520737327189
pt0.1935483870967742
da0.1875
en0.1875
fr0.1875
sl0.18546365914786966
reliabletrue
passestrue
17
name"Hunter"
dialogue"Just... stay."
detectedLang"en"
heavyLang"en"
scores
en0.8127340823970037
et0.6710526315789473
sv0.6710526315789473
ca0.6062992125984252
reliablefalse
passestrue