Run: 2026-06-24-01KVX2MQ9H49C0E4VYMY16JCVZ

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
40.3s
Cost:
$0.008462
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... das gestern Nacht? Es war so schrecklich. Ich habe alles mit meiner Kamera gesehen. Die Schatten... sie haben sich bewegt, und dann war die Person einfach weg." *[Oh, God... last night? It was so terrible. I saw everything with my camera. The shadows... they moved, and then the person was just gone.]* Hunter: "I'm sorry, ma'am. I don't understand a word of that. Detective Hunter. Do you speak any English?" Melanie: "Ich... ich verstehe Sie nicht. Ich spreche kein Englisch. Bitte, ich habe solche Angst. Die Bilder auf meiner Kamera... sie sind unheimlich." *[I... I don't understand you. I don't speak English. Please, I'm so scared. The pictures on my camera... they are eerie.]* Hunter: "English? Parlez-vous Anglais? Damn it. Look, I'm investigating what happened near the apple festival grounds last night. Did you see anyone?" Melanie: "Ja, ja! Sehen Sie, hier auf der Kamera! Ein Mann, oder etwas, das aussah wie ein Mann. Er hat etwas getragen. Ein Korb, nein, etwas Schwereres..." *[Yes, yes! Look, here on the camera! A man, or something that looked like a man. He was carrying something. A basket, no, something heavier...]* Hunter: "Kamera? Camera? You took pictures? Let me see. I can't make out much in this lighting. A figure carrying something. Did you see his face?" Melanie: "Nein, nein! Sein Gesicht war im Schatten. Er ist hinter die Scheune gegangen und dann... puff. Einfach verschwunden. Wie alle anderen." *[No, no! His face was in the shadows. He went behind the barn and then... poof. Just vanished. Like all the others.]* Hunter: "Vanished? 'Verschwunden'? I'm picking up a few words here. You're saying whoever this is just disappeared? That matches the other reports." Melanie: "Bitte, Sie müssen mir helfen. Ich glaube, er hat mich gesehen. Gestern Abend, als der Blitz meiner Kamera losging..." *[Please, you have to help me. I think he saw me. Last night, when my camera's flash went off...]* Hunter: "Flash? You used a flash? Christ. Alright, look, just stay in town. Don't go out alone at night. Stick to the main street. Alborn is small, you'll be safe in broad daylight. I'm going to need to get a translator to look at these photos." Melanie: "Was? Was sagen Sie? Ich möchte nach Hause. Das Auslandssemester war ein Fehler." *[What? What are you saying? I want to go home. The semester abroad was a mistake.]* Hunter: "My phone. Hold that thought. Detective Hunter. ... When? ... Damn it. I'm on my way. Ma'am, I have to go. Sit tight, don't leave this cafe until I get someone who speaks German down here. We need to talk about those photos." Melanie: "Er geht einfach? Was soll ich denn jetzt tun? Bitte..." *[He's just leaving? What am I supposed to do now? Please...]*
created_at"2026-06-24T15:05:40.925Z" 6/24/2026, 3:05:40 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency4270
moderation_latency(null)
generation_time40244
tokens_prompt319
tokens_completion1847
native_tokens_prompt274
native_tokens_completion1836
native_tokens_completion_images(null)
native_tokens_reasoning1120
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)
usage0.008462
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"202606242305416ef4653f2c724707"
is_byokfalse
latency4270
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-1782313540-940frlEftR9mdLLZEiD5"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313540-L5shAT7tflxcRuywN2mp"
upstream_id"202606242305416ef4653f2c724707"
total_cost0.008462
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... das gestern Nacht? Es war so schrecklich. Ich habe alles mit meiner Kamera gesehen. Die Schatten... sie haben sich bewegt, und dann war die Person einfach weg."
detectedLang"de"
heavyLang"de"
scores
de0.8312982005141387
nl0.6266002844950214
no0.4516971279373368
da0.42052980132450335
sv0.4195688225538972
en0.4040862656072645
es0.38988959907030796
ca0.36363636363636365
tl0.32950191570881227
is0.32907348242811507
it0.3181818181818182
fr0.303251493032515
sk0.29292929292929293
pt0.27335640138408307
tr0.26212227687983136
pl0.21407185628742514
fi0.2009132420091324
hu0.1941673062164236
et0.1904394757131843
ms0.17904612978889758
ro0.17776037588097104
sl0.1732283464566929
yo0.16930379746835442
cs0.16864608076009502
lv0.1566265060240964
lt0.13437757625721353
sq0.12353923205342236
hr0.11467116357504216
eu0.09871244635193134
vi0.08616187989556136
az0.053201082055906214
reliabletrue
passestrue
1
name"Hunter"
dialogue"I'm sorry, ma'am. I don't understand a word of that. Detective Hunter. Do you speak any English?"
detectedLang"en"
heavyLang"en"
scores
en0.8014705882352942
tl0.5989304812834225
no0.5562130177514794
da0.5263157894736842
ro0.5040411462160177
ca0.4890234670704013
pt0.48236196319018404
sv0.4791666666666667
cs0.47224394057857705
de0.46513470681458
it0.460431654676259
nl0.43467336683417085
hr0.43037974683544306
sq0.4130434782608695
pl0.4010647737355812
sk0.38524590163934425
yo0.3703358208955224
fr0.36140018921475875
sl0.33234421364985167
es0.3147208121827411
is0.3084016393442623
vi0.26550598476605003
hu0.24832962138084633
tr0.23382519863791143
ms0.2232451093210587
lt0.17682926829268292
az0.1646039603960396
lv0.1646039603960396
et0.15730337078651685
be0.09395973154362416
eu0.09395973154362416
fi0.08536585365853659
uk0.08536585365853659
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... ich verstehe Sie nicht. Ich spreche kein Englisch. Bitte, ich habe solche Angst. Die Bilder auf meiner Kamera... sie sind unheimlich."
detectedLang"de"
heavyLang"de"
scores
de0.8202247191011236
nl0.6017919362867098
no0.505256648113791
da0.41046425939572584
sv0.3989481592787378
it0.34047815333882936
en0.3191489361702128
ro0.2779783393501805
sk0.24670433145009416
tr0.23150816522574447
pl0.22103213242453748
hr0.2202729044834308
is0.21104536489151873
et0.2102665350444225
ms0.2102665350444225
az0.18450560652395515
sl0.18283963227783454
cs0.1811668372569089
lt0.17269906928645296
es0.1683991683991684
ca0.1675338189386056
fr0.15164369034994699
tl0.15164369034994699
eu0.11406423034330011
yo0.0990990990990991
ru0.08466819221967964
hu0.08256880733944955
pt0.07300115874855156
sq0.06868451688009314
reliabletrue
passestrue
3
name"Hunter"
dialogue"English? Parlez-vous Anglais? Damn it. Look, I'm investigating what happened near the apple festival grounds last night. Did you see anyone?"
detectedLang"en"
heavyLang"en"
scores
en0.7884841363102233
tl0.6183206106870229
fr0.5786516853932584
nl0.4427244582043343
no0.4371482176360225
sv0.4307400379506641
ro0.4155844155844156
de0.41444372153545866
da0.39839572192513373
it0.3902439024390244
pt0.38482570061517435
et0.3839835728952772
sq0.3822923816060398
ms0.3775933609958506
es0.37629937629937626
hr0.375
cs0.37413073713490963
ca0.358974358974359
lt0.34450109249817923
sl0.336283185840708
sk0.3060909791827294
lv0.29245283018867924
az0.2537313432835821
yo0.2221261884183233
is0.13294797687861273
hu0.12959381044487428
pl0.1262135922330097
fi0.11937377690802348
tr0.06152241918665276
reliabletrue
passestrue
4
name"Melanie"
dialogue"Ja, ja! Sehen Sie, hier auf der Kamera! Ein Mann, oder etwas, das aussah wie ein Mann. Er hat etwas getragen. Ein Korb, nein, etwas Schwereres..."
detectedLang"de"
heavyLang"de"
scores
de0.8258273202289128
nl0.5439739413680782
no0.5244565217391305
da0.5234853641933288
sv0.4290375203915171
is0.3223620522749274
ca0.29929929929929927
es0.2790937178166838
pl0.27835051546391754
pt0.26160337552742613
fi0.25611052072263546
fr0.2497320471596999
et0.23830250272034822
ro0.23329682365826945
lv0.20454545454545453
hu0.19540229885057472
sk0.17936694021101993
sl0.17550058892815076
tr0.17355371900826447
hr0.16864608076009502
ms0.16765755053507728
sq0.16666666666666666
tl0.16367980884109917
eu0.1411042944785276
cs0.0990990990990991
yo0.0967741935483871
it0.09326424870466321
reliabletrue
passestrue
5
name"Hunter"
dialogue"Kamera? Camera? You took pictures? Let me see. I can't make out much in this lighting. A figure carrying something. Did you see his face?"
detectedLang"en"
heavyLang"en"
scores
en0.8079963858143213
tl0.5769039323046291
ro0.5422724824986538
it0.4982290436835891
nl0.49584816132858833
fr0.48609431680773885
ca0.46236559139784944
pt0.42058623040218135
sv0.4182067077344285
no0.41379310344827586
de0.4072524407252441
es0.40308988764044945
ms0.38494934876989867
sl0.37315634218289084
cs0.3722304283604136
da0.3694362017804154
et0.3651979088872293
sq0.33645589383294305
hr0.3172690763052209
pl0.2703862660944206
yo0.256993006993007
sk0.24174843889384479
hu0.20782851817334574
az0.20337394564198688
lv0.2026266416510319
tr0.2026266416510319
is0.20037629350893696
lt0.1457286432160804
fi0.13967611336032387
vi0.1353001017293998
be0.07608695652173912
eu0.07608695652173912
uk0.06900328587075576
reliabletrue
passestrue
6
name"Melanie"
dialogue"Nein, nein! Sein Gesicht war im Schatten. Er ist hinter die Scheune gegangen und dann... puff. Einfach verschwunden. Wie alle anderen."
detectedLang"de"
heavyLang"de"
scores
de0.8205875756896165
nl0.706959706959707
no0.5893223819301848
da0.5869901910170366
sv0.4838709677419355
en0.38223938223938225
fr0.36457505957108816
tr0.3532740501212611
it0.3453355155482815
is0.30675909878682844
fi0.27404718693284935
ca0.27140255009107467
ro0.25442684063373716
es0.2179863147605083
sq0.19839679358717435
hu0.18032786885245902
pl0.18032786885245902
tl0.15074309978768577
pt0.13606911447084233
eu0.11699779249448124
hi0.11699779249448124
hr0.1130820399113082
sk0.1130820399113082
yo0.0990990990990991
lt0.08779931584948689
az0.06868451688009314
ms0.06868451688009314
sl0.06868451688009314
reliabletrue
passestrue
7
name"Hunter"
dialogue"Vanished? 'Verschwunden'? I'm picking up a few words here. You're saying whoever this is just disappeared? That matches the other reports."
detectedLang"en"
heavyLang"en"
scores
en0.7978583916083916
tl0.5751033532384014
nl0.5609871855719032
fr0.48324022346368717
sv0.45201421800947866
de0.42151344590368983
da0.3698910081743869
no0.3173431734317343
hu0.30918595967139656
ca0.28736517719568566
es0.2857142857142857
pt0.27734375
yo0.2722265932336742
sq0.26294820717131473
tr0.2436631234668847
it0.23742786479802147
ms0.20532646048109965
is0.20464316423043852
ro0.1857394366197183
eu0.18430335097001763
cs0.18069087688219662
et0.15137614678899083
lv0.13470533208606175
sk0.12322274881516589
hr0.10800385728061716
pl0.10194174757281553
sl0.08866995073891626
lt0.0814299900695134
az0.07035175879396985
vi0.07035175879396985
fi0.06376518218623482
reliabletrue
passestrue
8
name"Melanie"
dialogue"Bitte, Sie müssen mir helfen. Ich glaube, er hat mich gesehen. Gestern Abend, als der Blitz meiner Kamera losging..."
detectedLang"de"
heavyLang"de"
scores
de0.809789500380421
nl0.589041095890411
no0.558043606364172
da0.467707594038325
sv0.358974358974359
tl0.3194192377495462
is0.3023255813953488
ca0.2951127819548872
tr0.2937853107344633
en0.2632612966601179
it0.237029501525941
pl0.2323439099283521
ms0.22440537745604963
sk0.2046659597030753
es0.19268030139935413
hr0.19093851132686085
fr0.1758241758241758
ro0.1601343784994401
az0.13990825688073394
eu0.13294797687861273
et0.13093858632676708
pt0.10820451843043996
fi0.10501193317422433
hu0.10501193317422433
cs0.09310761789600969
sl0.08424908424908424
reliabletrue
passestrue
9
name"Hunter"
dialogue"Flash? You used a flash? Christ. Alright, look, just stay in town. Don't go out alone at night. Stick to the main street. Alborn is small, you'll be safe in broad daylight. I'm going to need to get a translator to look at these photos."
detectedLang"en"
heavyLang"en"
scores
en0.7939245916653946
tl0.5098039215686274
nl0.448304045770331
da0.43277310924369744
no0.43133951137320975
fr0.4289340101522843
de0.41760138050043144
yo0.4026548672566372
sl0.3795955882352941
sv0.3626062322946175
pl0.3443419135502671
ro0.33595671421544515
it0.32668329177057354
et0.2987012987012987
sq0.2830589484864578
lt0.27184466019417475
hr0.2626979792463135
cs0.2537313432835821
hu0.24029262802476084
sk0.23339011925042585
is0.2303306727480046
lv0.22369177688326625
pt0.21098772647574518
ca0.21006436512580456
ms0.199288256227758
es0.17632702867602199
az0.1362763915547025
vi0.10477453580901856
tr0.09395973154362416
eu0.09213180901143242
hi0.053959355290819896
fi0.0445859872611465
reliabletrue
passestrue
10
name"Melanie"
dialogue"Was? Was sagen Sie? Ich möchte nach Hause. Das Auslandssemester war ein Fehler."
detectedLang"de"
heavyLang"de"
scores
de0.8201438848920863
no0.5251661918328585
nl0.5192307692307693
en0.5088408644400786
da0.41383352872215706
fr0.3765586034912718
pl0.37027707808564225
sv0.3597951344430218
is0.3438320209973753
tr0.32249322493224936
pt0.3103448275862069
et0.299719887955182
es0.2877492877492877
sk0.2795389048991354
hu0.20127795527156547
it0.19093851132686085
ro0.19093851132686085
sq0.19093851132686085
yo0.1482112436115843
fi0.13194444444444445
sl0.11816578483245149
tl0.11816578483245149
az0.11190053285968028
ms0.11190053285968028
ca0.10554561717352416
hr0.10554561717352416
reliabletrue
passestrue
11
name"Hunter"
dialogue"My phone. Hold that thought. Detective Hunter. ... When? ... Damn it. I'm on my way. Ma'am, I have to go. Sit tight, don't leave this cafe until I get someone who speaks German down here. We need to talk about those photos."
detectedLang"en"
heavyLang"en"
scores
en0.8111359820928931
tl0.5387769046805603
da0.41227688289072706
fr0.3795955882352941
ca0.3437044239183277
no0.3290258449304175
pl0.32432432432432434
sq0.32228915662650603
ro0.2939330543933054
yo0.28038379530916846
nl0.269875608436993
et0.2682926829268293
es0.26310043668122274
cs0.25783397471137987
de0.2570170610897083
pt0.2570170610897083
it0.24369747899159663
hr0.23295454545454544
sk0.21282798833819241
sv0.20353982300884957
lv0.20212765957446807
lt0.15466499686912963
sl0.15466499686912963
tr0.12846998063266624
vi0.12677878395860284
is0.10773298083278256
hi0.10655195234943746
fi0.09999999999999999
az0.08968307484828052
ms0.0872210953346856
be0.04929577464788732
hu0.04728299223712067
uk0.0445859872611465
reliabletrue
passestrue
12
name"Melanie"
dialogue"Er geht einfach? Was soll ich denn jetzt tun? Bitte..."
detectedLang"de"
heavyLang"de"
scores
de0.8395853899308983
nl0.5255474452554745
is0.468954248366013
da0.43082311733800355
no0.4247787610619469
yo0.38095238095238093
en0.3157894736842105
sk0.27616926503340755
pl0.26136363636363635
et0.25799086757990863
ms0.21307506053268765
it0.1875
reliabletrue
passestrue