Run: 2026-06-24-01KVX2HB9NKTRG9NH9YEXYHYV2

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
28.7s
Cost:
$0.006328
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. I'm Detective Hunter. I need to ask you a few questions about the incident at the apple orchard last night." Melanie: "Oh... oh mein Gott. Ich war dort. Ich habe alles mit meiner Kamera festgehalten, aber... es war so furchtbar. Der Mann, er ist einfach im Nebel verschwunden." Hunter: "I'm sorry, what? Look, I don't speak German. Do you speak English? 'English'?" Melanie: "Ich... ich spreche kein Englisch. Bitte, sehen Sie sich die Bilder an. Hier, auf meiner Kamera. Das Schattenwesen..." Hunter: "Camera. You have pictures? Show me." Melanie: "Ja, Fotos! Sehen Sie? Der Apfelgarten... und da! Die Gestalt." Hunter: "The orchard. Apples. Okay. A figure? Who was it?" Melanie: "Ich weiß es nicht! Es war kein Mensch. Die Augen... sie haben in der Dunkelheit geleuchtet." Hunter: "Glowing eyes? No, wait, don't tell me. You're saying glowing eyes. Right. Damn it. I need a translator." Melanie: "Bitte, Sie müssen mir glauben. Es war nichts von dieser Welt. Die Leute hier in Alborn sind in großer Gefahr." Hunter: "I have absolutely no idea what you're saying, miss, but you look terrified. Look, just stay in town. Don't leave Alborn." Melanie: "Bleiben? Ja, ich bleibe hier. Wo sollte ich denn hin?" Hunter: "Excuse me. Detective Hunter... What? When? I'm on my way. Keep the photos safe. I'll be back for that camera." Melanie: "Wie? Sie gehen schon? Passen Sie auf sich auf, Detective!"
created_at"2026-06-24T15:03:50.338Z" 6/24/2026, 3:03:50 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3074
moderation_latency(null)
generation_time28028
tokens_prompt319
tokens_completion1325
native_tokens_prompt274
native_tokens_completion1351
native_tokens_completion_images(null)
native_tokens_reasoning956
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)
usage0.006328
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"202606242303500db6222eb02743ff"
is_byokfalse
latency3073
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-1782313430-gbmcFK2isVPtbc0rmlif"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313430-CWbU3o2qOmfTie2fqRUS"
upstream_id"202606242303500db6222eb02743ff"
total_cost0.006328
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. I'm Detective Hunter. I need to ask you a few questions about the incident at the apple orchard last night."
detectedLang"en"
heavyLang"en"
scores
en0.7995139732685298
tl0.6474358974358975
fr0.6341463414634145
no0.5707596253902185
it0.5511425462459195
da0.5299145299145299
nl0.5239469128678592
ca0.5132743362831859
es0.4859813084112149
pt0.4808055380742605
ro0.48047858942065486
sq0.45972495088408644
de0.44519166106254204
cs0.4383934649421375
et0.406901509705248
sl0.4017403915881073
sv0.40130624092888245
yo0.38843587842846555
hr0.374051593323217
sk0.359472049689441
pl0.34575733544805715
lt0.27184466019417475
ms0.2560865644724977
hu0.25474254742547425
az0.25203989120580234
lv0.23611111111111113
tr0.19980601357904945
fi0.14330218068535827
is0.14330218068535827
vi0.13883089770354906
be0.0782122905027933
eu0.0782122905027933
uk0.07094594594594594
reliabletrue
passestrue
1
name"Melanie"
dialogue"Oh... oh mein Gott. Ich war dort. Ich habe alles mit meiner Kamera festgehalten, aber... es war so furchtbar. Der Mann, er ist einfach im Nebel verschwunden."
detectedLang"de"
heavyLang"de"
scores
de0.8047287312645134
no0.5630609352857818
nl0.5214692188308329
da0.5061398825413774
is0.39856957087126144
sv0.39264609323703215
sk0.36730506155950754
es0.36338609772883684
en0.34904996481351164
ca0.34022824536376606
fr0.3097014925373134
it0.2879137798306389
hu0.28350116189000774
tl0.2801556420233463
tr0.27734375
lt0.2623604465709729
sl0.23427152317880795
pl0.22980849292256453
hr0.2120954003407155
et0.2107508532423208
cs0.1970486111111111
sq0.18213969938107868
ms0.17777777777777778
ro0.17040358744394618
lv0.1651624548736462
pt0.12570888468809074
yo0.11988582302568983
az0.1131351869606903
hi0.10281280310378274
vi0.0966796875
fi0.07035175879396985
reliabletrue
passestrue
2
name"Hunter"
dialogue"I'm sorry, what? Look, I don't speak German. Do you speak English? 'English'?"
detectedLang"en"
heavyLang"en"
scores
en0.7871333964049195
tl0.5292887029288702
hr0.4238156209987196
ro0.4178525226390685
sq0.4163424124513619
cs0.412532637075718
it0.39919893190921224
sv0.3835616438356164
pl0.37413073713490963
pt0.3626062322946175
no0.3353028064992614
ca0.33035714285714285
da0.31921331316187596
sk0.3119266055045872
vi0.27884615384615385
yo0.2682926829268293
de0.24623115577889448
ms0.2398648648648649
tr0.23728813559322032
az0.22813036020583194
sl0.21052631578947367
nl0.14772727272727273
be0.1346153846153846
es0.1346153846153846
hu0.12959381044487428
et0.12280701754385964
is0.12280701754385964
lt0.12280701754385964
lv0.12280701754385964
uk0.12280701754385964
reliabletrue
passestrue
3
name"Melanie"
dialogue"Ich... ich spreche kein Englisch. Bitte, sehen Sie sich die Bilder an. Hier, auf meiner Kamera. Das Schattenwesen..."
detectedLang"de"
heavyLang"de"
scores
de0.8222447943118334
nl0.6369294605809128
no0.5483870967741935
da0.48263118994826315
sv0.44267515923566875
en0.38650306748466257
ms0.3488372093023256
ro0.33078393881453155
eu0.3150684931506849
tr0.308300395256917
it0.3
sk0.2723492723492723
sl0.2639327024185068
fr0.26160337552742613
pl0.24487594390507011
hr0.24406047516198706
yo0.20634920634920634
pt0.19168591224018475
is0.17355371900826447
tl0.16963226571767495
az0.1484184914841849
et0.13899138991389914
hu0.13899138991389914
vi0.13473423980222496
ca0.12718204488778054
es0.12390488110137672
lt0.11392405063291139
fi0.1116751269035533
cs0.0990990990990991
ru0.09560723514211886
lv0.09326424870466321
sq0.09326424870466321
reliabletrue
passestrue
4
name"Hunter"
dialogue"Camera. You have pictures? Show me."
detectedLang"en"
heavyLang"en"
scores
en0.7875354107648725
tl0.6422893481717011
fr0.6147260273972602
ro0.5794392523364486
nl0.5786516853932584
ca0.5472837022132797
it0.5140388768898488
da0.49324324324324326
es0.471830985915493
et0.4617224880382775
pt0.4230769230769231
no0.4201030927835051
ms0.4094488188976378
sv0.4063324538258575
sq0.3967828418230563
de0.3902439024390244
sl0.281150159744409
lv0.2694805194805195
cs0.25742574257425743
fi0.25
reliabletrue
passestrue
5
name"Melanie"
dialogue"Ja, Fotos! Sehen Sie? Der Apfelgarten... und da! Die Gestalt."
detectedLang"de"
heavyLang"de"
scores
de0.7995991983967936
da0.6175908221797323
nl0.6127783155856728
no0.5740149094781682
eu0.5209580838323353
ca0.49937421777221525
pl0.49622166246851385
sv0.49238578680203043
pt0.47368421052631576
es0.4708994708994709
it0.45054945054945056
fi0.4482758620689655
sl0.40298507462686567
lv0.38366718027734975
tr0.37597503900156004
fr0.375
yo0.3730407523510972
et0.35170178282009723
ro0.32998324958123953
hr0.3162393162393162
az0.2920353982300885
sk0.27404718693284935
lt0.26335174953959484
sq0.25650557620817843
is0.16666666666666666
en0.15074309978768577
cs0.14346895074946467
tl0.13606911447084233
vi0.13606911447084233
reliabletrue
passestrue
6
name"Hunter"
dialogue"The orchard. Apples. Okay. A figure? Who was it?"
detectedLang"en"
heavyLang"en"
scores
en0.7989276139410187
fr0.6640537513997761
tl0.601063829787234
nl0.592944369063772
de0.5738636363636364
yo0.5645863570391872
sq0.5106035889070147
no0.5073891625615764
ca0.4915254237288135
pt0.48805460750853247
ro0.48805460750853247
it0.4800693240901213
es0.47826086956521735
da0.42196531791907516
sv0.4174757281553398
hu0.34210526315789475
lv0.34210526315789475
ms0.3197278911564626
cs0.3055555555555556
sk0.3023255813953488
hr0.27184466019417475
pl0.25925925925925924
sl0.23076923076923078
lt0.21465968586387435
tr0.20424403183023873
is0.2
az0.1891891891891892
eu0.1891891891891892
vi0.1891891891891892
et0.17355371900826447
fi0.17355371900826447
reliabletrue
passestrue
7
name"Melanie"
dialogue"Ich weiß es nicht! Es war kein Mensch. Die Augen... sie haben in der Dunkelheit geleuchtet."
detectedLang"de"
heavyLang"de"
scores
de0.83883964544722
nl0.563953488372093
es0.40476190476190477
no0.3492407809110629
pl0.3413830954994512
tr0.318955732122588
en0.3142857142857143
ca0.2727272727272727
yo0.22680412371134018
lt0.21875
tl0.21875
da0.21052631578947367
sl0.20424403183023873
it0.19678714859437751
ro0.19137466307277629
sk0.1712707182320442
lv0.16666666666666666
sq0.16666666666666666
sv0.15134370579915135
hu0.1452991452991453
cs0.14285714285714285
az0.12280701754385964
pt0.12280701754385964
ms0.1111111111111111
reliabletrue
passestrue
8
name"Hunter"
dialogue"Glowing eyes? No, wait, don't tell me. You're saying glowing eyes. Right. Damn it. I need a translator."
detectedLang"en"
heavyLang"en"
scores
en0.802065404475043
tl0.5916193181818182
no0.5110544217687075
sq0.5051635111876076
pt0.4685767097966729
ca0.4570349386213409
et0.4549763033175355
hr0.4529019980970504
it0.4460500963391137
es0.43792766373411535
pl0.4351669941060904
lv0.42036290322580644
da0.4156504065040651
tr0.40904419321685515
ro0.4041450777202072
fr0.3863393810032017
nl0.3863393810032017
sk0.3823845327604726
yo0.3823845327604726
sv0.35825892857142855
sl0.3413516609392898
cs0.33983926521239954
de0.3235294117647059
ms0.31710213776722085
hu0.27944862155388467
vi0.2776381909547738
lt0.26937738246505716
az0.25032594524119944
fi0.1935483870967742
is0.1935483870967742
eu0.19241573033707865
be0.10852713178294573
uk0.0987460815047022
reliabletrue
passestrue
9
name"Melanie"
dialogue"Bitte, Sie müssen mir glauben. Es war nichts von dieser Welt. Die Leute hier in Alborn sind in großer Gefahr."
detectedLang"de"
heavyLang"de"
scores
de0.8359887535145266
nl0.5135510771369006
en0.28205128205128205
no0.2723492723492723
ca0.2608236536430834
it0.24078091106290672
et0.23329682365826945
sv0.22822491730981256
az0.2273730684326711
pl0.21875
da0.20364050056882824
yo0.2009132420091324
sl0.18032786885245902
es0.17355371900826447
ro0.16864608076009502
lv0.14634146341463414
hu0.12718204488778054
cs0.125
hr0.125
tr0.11838790931989925
tl0.11727616645649433
lt0.11504424778761062
fr0.1116751269035533
is0.10025706940874037
ms0.0967741935483871
reliabletrue
passestrue
10
name"Hunter"
dialogue"I have absolutely no idea what you're saying, miss, but you look terrified. Look, just stay in town. Don't leave Alborn."
detectedLang"en"
heavyLang"en"
scores
en0.8065118761676009
ca0.46691176470588236
tl0.45447705041384495
sv0.4268774703557312
it0.4057377049180328
da0.39784053156146176
ro0.3813993174061433
es0.3690165361183638
fr0.3385036496350365
nl0.32745825602968465
pl0.3217960710944809
de0.3192488262910798
pt0.3192488262910798
sq0.3153918791312559
sk0.30019305019305015
no0.2961165048543689
tr0.2624618514750763
lv0.2617107942973524
cs0.25334706488156544
hr0.24870466321243526
et0.23924449108079748
az0.22459893048128343
yo0.19444444444444445
sl0.1751990898748578
ms0.1733181299885975
fi0.15893271461716937
hu0.15204678362573099
be0.0880503144654088
is0.0799492385786802
lt0.0799492385786802
uk0.0799492385786802
vi0.0799492385786802
reliabletrue
passestrue
11
name"Melanie"
dialogue"Bleiben? Ja, ich bleibe hier. Wo sollte ich denn hin?"
detectedLang"de"
heavyLang"de"
scores
de0.8271527341294784
yo0.4701348747591522
sk0.43064182194616984
pl0.4148936170212766
et0.358974358974359
fi0.3574766355140187
sq0.3574766355140187
lv0.2948717948717949
ca0.2838541666666667
nl0.2724867724867725
is0.26666666666666666
hu0.25474254742547425
fr0.24242424242424243
da0.22535211267605632
sl0.22535211267605632
es0.22096317280453256
it0.22096317280453256
sv0.21428571428571427
reliabletrue
passestrue
12
name"Hunter"
dialogue"Excuse me. Detective Hunter... What? When? I'm on my way. Keep the photos safe. I'll be back for that camera."
detectedLang"en"
heavyLang"en"
scores
en0.8015873015873016
tl0.6072507552870091
fr0.5520330806340454
ca0.4401378122308355
no0.4357638888888889
pt0.4283201407211962
it0.4217081850533808
ro0.41912421805183203
nl0.41441441441441446
es0.4138863841298467
da0.38271604938271603
sq0.367704280155642
de0.32642487046632124
sv0.31362196409714893
ms0.3107104984093319
yo0.30997876857749473
et0.27697441601779754
cs0.2638731596828992
fi0.2571428571428571
sl0.2476851851851852
lt0.22802850356294538
pl0.21307506053268765
hi0.19852034525277434
sk0.19852034525277434
hr0.19254658385093168
hu0.15254237288135594
lv0.0984743411927878
tr0.08321579689703808
reliabletrue
passestrue
13
name"Melanie"
dialogue"Wie? Sie gehen schon? Passen Sie auf sich auf, Detective!"
detectedLang"de"
heavyLang"de"
scores
de0.8217224355458036
nl0.6490280777537798
en0.602203182374541
no0.5120120120120121
tl0.48899371069182396
ca0.4724025974025974
fr0.4724025974025974
pt0.4574290484140233
it0.45561139028475717
da0.453781512605042
ro0.436741767764298
sv0.4298245614035088
pl0.36893203883495146
es0.3538767395626242
cs0.33127572016460904
eu0.26136363636363635
sq0.22248803827751198
fi0.21307506053268765
sk0.2034313725490196
hr0.1709183673469388
sl0.1709183673469388
et0.16666666666666666
is0.16666666666666666
ms0.16666666666666666
reliabletrue
passestrue