Run: 2026-09-02-01M1H59BJHGZQN53YAN37ARNMY

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
18.2s
Cost:
$0.000147
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
**Voice Sheet — Café Scene, Alborn, MN** Melanie: "Entschuldigung?" Hunter: "Ma'am, I'm Detective Hunter. Do you have a moment? I'm asking folks if they saw anything near the old grain elevator last night — around eleven. Anything unusual." Melanie: "Ich... ich verstehe nicht. Sprechen Sie Deutsch? Nein? Oh nein... Ich habe etwas gesehen. Gestern Nacht. Aber ich weiß nicht, wie ich es Ihnen sagen soll..." Hunter: "Slow down, ma'am. I don't... Are you speaking German? Look, I just need to know if you were anywhere near the elevator. Did you see a vehicle? A person? Nod or shake your head if you understood any of that." Melanie: "Ein Auto. Ein schwarzes Auto ohne Kennzeichen. Es stand beim Speicher und die Lichter waren aus. Und dann... dann hat eine Tür geöffnet — nein, 'geöffnet'... geöffnet! — und jemand hat etwas Großes hineingetragen. Ich habe fotografiert. Ich habe alles fotografiert." Hunter: "You're saying something about a car. 'Swarzes'? Black car? Door? Did you say door? Ma'am, do you have pictures? Do you have pictures on that camera? Show me. Point at it if that's what you mean." Melanie: "Ja! Ja, Bilder! Hier — sehen Sie? Das ist der Speicher. Das Auto. Und hier — dieses Ding, das sie tragen. Ich habe geschossen und dann bin ich weggerannt. Ich hatte solche Angst. Ich habe schlecht geschlafen, ich kann kaum essen... Das war um zehn nach elf, glaube ich." Hunter: "That's... that's a timestamp, 11:10 PM. That's exactly our window. Okay. Okay, stay with me — I'm going to get someone who speaks German. Don't delete anything on that camera. Don't talk to anyone else about this." Melanie: "Warten Sie — wohin gehen Sie? Was ist los? Kommen Sie wieder? Bitte, ich brauche Hilfe — ich weiß nicht, was ich gesehen habe!" Hunter: "Stay right here, ma'am. Help is coming — someone who can actually understand you. And for what it's worth... whatever you saw, you did the right thing taking those photos." Melanie: "Danke... Danke. Hoffentlich versteht mich der nächste wenigstens." Hunter: "No idea what you just said, but I've got a feeling it was important. Hunter out."
created_at"2026-09-02T13:35:11.962Z" 9/2/2026, 1:35:11 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1275
moderation_latency(null)
generation_time18204
tokens_prompt306
tokens_completion579
native_tokens_prompt274
native_tokens_completion569
native_tokens_completion_images(null)
native_tokens_reasoning25
native_tokens_cached256
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)
usage0.00014744
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356111-H5z1cJPSumOC7vG3hIAw"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356111-1dc9hOpyRe1Qf2eEJXJd"
upstream_id"202609022135125f2d9d457a194dad"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"202609022135125f2d9d457a194dad"
is_byokfalse
latency1275
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00014744
cache_discount0.00003072
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"
workspace_id"97e315e5-d303-487d-83c1-83180e8a13d4"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Melanie"
dialogue"Entschuldigung?"
detectedLang"de"
heavyLang"de"
scores
de0.8120300751879699
nl0.6212121212121212
ms0.47257383966244726
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I'm Detective Hunter. Do you have a moment? I'm asking folks if they saw anything near the old grain elevator last night — around eleven. Anything unusual."
detectedLang"en"
heavyLang"en"
scores
en0.7841105354058722
tl0.5996797437950361
fr0.47451392538097736
pt0.47451392538097736
no0.46609717031500264
da0.46207638515330823
nl0.4553376906318083
sq0.44751381215469616
ro0.43946188340807174
sv0.4288977727013135
ca0.3954050785973398
it0.38157081014223876
de0.375
es0.3531694695989651
cs0.3519118600129617
ms0.3403693931398417
pl0.31224209078404397
yo0.3060374739764053
hr0.29725931131412503
sk0.2841803865425913
sl0.2841803865425913
et0.23430321592649314
lt0.222999222999223
hu0.1796554552912223
eu0.1610738255033557
vi0.15325994919559696
is0.1273996509598604
tr0.11971830985915494
az0.11738746690203002
lv0.06542056074766354
fi0.059266227657572904
reliabletrue
passestrue
2
name"Melanie"
dialogue"Ich... ich verstehe nicht. Sprechen Sie Deutsch? Nein? Oh nein... Ich habe etwas gesehen. Gestern Nacht. Aber ich weiß nicht, wie ich es Ihnen sagen soll..."
detectedLang"de"
heavyLang"de"
scores
de0.8362770390950586
nl0.5459548706659328
ca0.32210353327855384
sv0.3193069306930693
es0.3119266055045872
da0.2966751918158568
pl0.26991150442477874
sk0.24657534246575344
lt0.23822714681440443
no0.22462406015037595
it0.21577946768060838
en0.21428571428571427
is0.207492795389049
cs0.17664670658682635
hu0.17417417417417416
pt0.15730337078651685
fr0.14772727272727273
ro0.13612565445026178
lv0.12698412698412698
eu0.12234042553191489
sl0.11764705882352942
fi0.09638554216867469
et0.08637873754152825
hr0.08536585365853659
tl0.08536585365853659
az0.0667420814479638
sq0.0667420814479638
reliabletrue
passestrue
3
name"Hunter"
dialogue"Slow down, ma'am. I don't... Are you speaking German? Look, I just need to know if you were anywhere near the elevator. Did you see a vehicle? A person? Nod or shake your head if you understood any of that."
detectedLang"en"
heavyLang"en"
scores
en0.8035685054837125
tl0.6030433344359907
sv0.4873985476292183
no0.4796183868169991
ca0.4331601322626358
da0.4261119081779053
ro0.4186046511627907
et0.38303341902313626
de0.3654151242728715
nl0.3637327677624602
sq0.353099730458221
cs0.3292342090553382
it0.32697700504767246
pl0.3220338983050847
yo0.31934203062960864
ms0.30434782608695654
fr0.3006993006993007
lt0.297423887587822
pt0.28994082840236685
hr0.2886781268524007
sk0.286563614744352
is0.2647058823529412
es0.2312620115310698
lv0.21568627450980393
hu0.19246298788694483
tr0.19137466307277629
sl0.1847826086956522
az0.1792065663474692
vi0.099774943735934
be0.05511811023622047
eu0.05511811023622047
fi0.0498812351543943
uk0.0498812351543943
reliabletrue
passestrue
4
name"Melanie"
dialogue"Ein Auto. Ein schwarzes Auto ohne Kennzeichen. Es stand beim Speicher und die Lichter waren aus. Und dann... dann hat eine Tür geöffnet — nein, 'geöffnet'... geöffnet! — und jemand hat etwas Großes hineingetragen. Ich habe fotografiert. Ich habe alles fotografiert."
detectedLang"de"
heavyLang"de"
scores
de0.8081463990554899
nl0.5739101933792199
no0.4337979094076655
da0.43107221006564556
sv0.40092165898617516
fr0.31650893796004204
ro0.30032292787944026
en0.29386203150461704
it0.28017718715393136
es0.2789794786467
tr0.26719278466741825
ca0.2659514398644834
pl0.24418604651162787
sk0.23708920187793428
et0.22985781990521328
is0.20440636474908203
lv0.19753086419753088
cs0.17669411019632678
lt0.1751269035532995
hr0.14417379855167875
sl0.1402116402116402
ms0.13678618857901728
tl0.13391072618254496
sq0.12985274431057564
hu0.12751677852348994
yo0.11924119241192413
eu0.10897875257025359
fi0.09722222222222222
az0.08579465541490858
pt0.08579465541490858
reliabletrue
passestrue
5
name"Hunter"
dialogue"You're saying something about a car. 'Swarzes'? Black car? Door? Did you say door? Ma'am, do you have pictures? Do you have pictures on that camera? Show me. Point at it if that's what you mean."
detectedLang"en"
heavyLang"en"
scores
en0.8038849458348898
tl0.5947510613662679
fr0.506578947368421
da0.3982808022922636
nl0.34169278996865204
pl0.3400377121307354
pt0.33920704845814975
sq0.3324856961220598
ca0.325626204238921
ro0.29953302201467646
cs0.284741144414169
es0.2813141683778234
et0.28082191780821925
no0.2693110647181628
it0.25690021231422505
yo0.24892703862660948
sk0.24297043979812544
hr0.2335766423357664
sv0.23189465983906363
sl0.22106824925816024
ms0.22048997772828507
fi0.21524663677130043
de0.21465968586387435
lv0.18541505042668738
vi0.14703493095044678
tr0.14425427872860636
hu0.12935323383084577
hi0.07407407407407407
lt0.07243816254416961
is0.06666666666666668
az0.0625
eu0.0625
reliabletrue
passestrue
6
name"Melanie"
dialogue"Ja! Ja, Bilder! Hier — sehen Sie? Das ist der Speicher. Das Auto. Und hier — dieses Ding, das sie tragen. Ich habe geschossen und dann bin ich weggerannt. Ich hatte solche Angst. Ich habe schlecht geschlafen, ich kann kaum essen... Das war um zehn nach elf, glaube ich."
detectedLang"de"
heavyLang"de"
scores
de0.820977253580455
nl0.5124282982791587
da0.38848920863309355
no0.37895762299074526
sv0.3737721021611002
it0.29713340683572215
pt0.28531390134529144
fr0.2578579743888242
ms0.23880597014925373
pl0.2282082324455206
tr0.22539489671931956
en0.2206601466992665
sk0.21827099938687922
tl0.21538461538461537
fi0.19609079445145017
et0.1935483870967742
ca0.17900837089504185
lv0.17794970986460348
es0.1650294695481336
cs0.15841584158415842
is0.1550695825049702
eu0.14601473543201607
sl0.10526315789473685
sq0.10211267605633803
ro0.0989399293286219
az0.08732999284180387
hi0.07675597393193338
yo0.055555555555555566
ru0.05485544848035582
hr0.05204460966542751
reliabletrue
passestrue
7
name"Hunter"
dialogue"That's... that's a timestamp, 11:10 PM. That's exactly our window. Okay. Okay, stay with me — I'm going to get someone who speaks German. Don't delete anything on that camera. Don't talk to anyone else about this."
detectedLang"en"
heavyLang"en"
scores
en0.8103249216559459
tl0.5551257253384912
es0.3760173629951167
ro0.37089715536105033
et0.34659090909090906
it0.3387004025301898
no0.33641084824004613
ca0.3286631640396965
sq0.3263034563561804
ms0.3117893476959904
nl0.310964649490713
pt0.2866004962779156
cs0.26045016077170424
pl0.2575855390574564
fr0.254698639014906
hr0.2498369210697978
sl0.24540682414698162
de0.24242424242424243
fi0.23588039867109634
sk0.22663080026899796
da0.22611036339165547
yo0.22349763673193787
tr0.20634920634920634
sv0.19692737430167598
lt0.18032786885245902
hu0.1726618705035971
lv0.14307004470938897
hi0.13273001508295626
is0.1320754716981132
az0.10852713178294573
eu0.05737704918032788
vi0.05737704918032788
reliabletrue
passestrue
8
name"Melanie"
dialogue"Warten Sie — wohin gehen Sie? Was ist los? Kommen Sie wieder? Bitte, ich brauche Hilfe — ich weiß nicht, was ich gesehen habe!"
detectedLang"de"
heavyLang"de"
scores
de0.8265673175745119
nl0.5239774330042313
da0.44214876033057854
no0.43037974683544306
pl0.39999999999999997
sv0.3673851921274602
et0.32969215491559084
es0.3147208121827411
fi0.291710388247639
eu0.2276887871853547
lv0.2077464788732394
tr0.19547079856972585
ca0.18967587034813926
en0.1818181818181818
fr0.15625
sk0.15519399249061328
hi0.1357234314980794
cs0.12903225806451613
is0.1141732283464567
yo0.1141732283464567
hu0.10949868073878628
ms0.10358565737051792
it0.09999999999999999
pt0.09638554216867469
reliabletrue
passestrue
9
name"Hunter"
dialogue"Stay right here, ma'am. Help is coming — someone who can actually understand you. And for what it's worth... whatever you saw, you did the right thing taking those photos."
detectedLang"en"
heavyLang"en"
scores
en0.8225108225108224
tl0.5799180327868853
nl0.4810126582278481
no0.45967316816025305
fr0.45157838416265383
da0.43432671081677704
de0.3661100803957947
pt0.35494021397105097
sv0.30414120841819414
yo0.2807017543859649
es0.25992779783393505
ca0.25616835994194487
sq0.2540029112081513
ro0.20604182804027887
ms0.19984387197501954
is0.187797147385103
pl0.15219189412737802
tr0.1372053872053872
cs0.13647851727042964
sk0.1350210970464135
hu0.1306191687871077
it0.0840035746201966
fi0.07239819004524886
lt0.07239819004524886
az0.06987295825771324
hi0.06987295825771324
et0.06478102189781022
lv0.06478102189781022
sl0.06478102189781022
reliabletrue
passestrue
10
name"Melanie"
dialogue"Danke... Danke. Hoffentlich versteht mich der nächste wenigstens."
detectedLang"de"
heavyLang"de"
scores
de0.8327430145611964
no0.448051948051948
nl0.44371727748691103
da0.43408788282290284
sv0.3511450381679389
sk0.26343154246100525
hr0.18111753371868977
sl0.18111753371868977
lt0.1533864541832669
hu0.1448692152917505
it0.1448692152917505
is0.1361788617886179
en0.1290983606557377
es0.1290983606557377
fr0.1290983606557377
pt0.1290983606557377
az0.121900826446281
ca0.121900826446281
ro0.121900826446281
sq0.121900826446281
reliabletrue
passestrue
11
name"Hunter"
dialogue"No idea what you just said, but I've got a feeling it was important. Hunter out."
detectedLang"en"
heavyLang"en"
scores
en0.8254189944134079
tl0.6693121693121694
ca0.6099843993759752
fr0.5357474466109564
es0.5251661918328585
pt0.5183044315992292
no0.49647532729103727
ro0.48612538540596095
it0.4807892004153686
nl0.47643979057591623
da0.44629014396456257
sv0.44506104328523866
de0.41588785046728977
tr0.37810945273631835
ms0.3734335839598998
lv0.3646759847522236
sq0.36224489795918363
yo0.36061381074168797
et0.3564993564993565
sk0.3065187239944522
hr0.29873772791023845
cs0.29577464788732394
pl0.2647058823529412
hu0.2378048780487805
lt0.23430321592649314
sl0.2295839753466872
is0.13043478260869565
az0.12280701754385964
eu0.12280701754385964
vi0.12280701754385964
fi0.11190053285968028
reliabletrue
passestrue