Run: 2026-04-24-01KQ03KM0TZGVMTDEV7AC9KFCP

Run Details

Model:
Z.AI GLM 5.1
Test:
Language Writing
Scenario:
Character dialogue (German) in a story
Duration:
31.6s
Cost:
$0.004017
Provider:
Friendli

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: *staring intently at the photos on her camera, muttering softly* "Was war das nur... das kann nicht richtig sein..." Hunter: *approaching the table, clearing his throat* Excuse me, ma'am? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions about what happened at the apple festival on Saturday. Melanie: *startled, looking up with wide eyes* "Herrgott... Sie haben mich erschreckt." *pauses, trying to comprehend* "Ähm... Apple Festival? Ich... ich war dort. Mit meiner Kamera." *gestures to the camera* "Fotos... ich habe Fotos gemacht." Hunter: *frowning, scratching the back of his neck* I'm sorry, I don't... I don't speak German. Do you speak any English at all? Melanie: *shaking her head quickly, face flushed* "Nein, nein... kein Englisch. Es tut mir leid." *standing up slightly, pointing at her camera excitedly* "Bitte, sehen Sie! Ich habe etwas gesehen... am Festival. Es war..." *her voice trembling* "Es war schrecklich. Ein Mann... er hat... oh Gott, ich weiß nicht, wie ich das erklären soll." Hunter: *holding up his hands calmly* Whoa, whoa, slow down. I can't understand you, but I can see something's wrong. *pulls out a notepad* Can you... show me? With the camera? Melanie: *nodding frantically, turning the camera toward him* "Ja, ja, sehen Sie hier!" *scrolling through photos, hands shaking* "Dieser Mann... er hat die Frau weggebracht. Hinter die Scheune. Sie hat geschrien, und niemand hat es bemerkt!" *tapping the screen repeatedly* "Hier! Sehen Sie das Gesicht des Mannes!" Hunter: *leaning in, squinting at the screen* I see a... barn? And someone dragging— *his expression hardens* Wait, is that a person being— *meeting her eyes grimly* Ma'am, this could be very important evidence. I need you to— *Hunter's phone rings sharply* Hunter: *glancing at the screen, sighing* I have to take this. *answering* Hunter. *pause* What? When? *standing rigidly* I'm on my way. *hanging up and looking at Melanie apologetically* I have to go. Don't— *realizing she won't understand* *pointing at her, then the camera, then making a staying gesture* Stay. Here. Camera. Stay. Melanie: *nodding, clutching the camera to her chest* "Bleiben... Kamera... ja, ich verstehe." *voice cracking* "Bitte kommen Sie zurück. Dieser Mann... er ist gefährlich. Er ist noch dort draußen." Hunter: *backing away, jaw tight* I'll be back. Just... stay here. Melanie: *watching him leave, whispering to herself* "Bitte... jemand muss das verstehen."
created_at"2026-04-24T16:01:47.56Z" 4/24/2026, 4:01:47 PM
model"z-ai/glm-5.1-20260406"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2375
moderation_latency(null)
generation_time31418
tokens_prompt319
tokens_completion852
native_tokens_prompt267
native_tokens_completion828
native_tokens_completion_images(null)
native_tokens_reasoning198
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"
usage0.004017
router(null)
provider_responses
0
endpoint_id"d4443f1c-fdb1-4cf0-a381-5b77b7e25ae7"
id"chatcmpl-8b6517998d15483bbfa27eb9a30eaea6"
is_byokfalse
latency2375
model_permaslug"z-ai/glm-5.1-20260406"
provider_name"Friendli"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1777046507-7jdeoYqIJELGbnqCtj1r"
session_id(null)
api_type"completions"
id"gen-1777046507-I4JM5rxm526y8DURu8Dq"
upstream_id"chatcmpl-8b6517998d15483bbfa27eb9a30eaea6"
total_cost0.004017
cache_discount(null)
upstream_inference_cost0
provider_name"Friendli"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Melanie"
dialogue"Was war das nur... das kann nicht richtig sein..."
detectedLang"de"
heavyLang"de"
scores
de0.855574812247256
nl0.656121045392022
en0.5769881556683587
fr0.42263279445727486
pt0.39903846153846156
no0.3734335839598998
cs0.2857142857142857
ms0.2857142857142857
it0.2668621700879765
tl0.2668621700879765
yo0.258160237388724
is0.2378048780487805
sk0.22118380062305293
sv0.22118380062305293
reliabletrue
passestrue
1
name"Hunter"
dialogue"approaching the table, clearing his throat Excuse me, ma'am? I'm Detective Hunter with the Alborn Police Department. I'd like to ask you a few questions about what happened at the apple festival on Saturday."
detectedLang"en"
heavyLang"en"
scores
en0.792471733218835
tl0.6182201158504477
fr0.5713863434821165
no0.4921190893169878
it0.4742567077592459
ca0.4497153700189753
nl0.44593045471914405
es0.44080215966062475
da0.43820224719101125
ro0.42000000000000004
pt0.41907051282051283
ms0.39759036144578314
cs0.38818565400843885
hr0.37901498929336186
de0.36846689895470386
sl0.3679163034001744
sv0.35755427558706243
sq0.35498220640569395
sk0.3176470588235294
pl0.2720883534136546
lt0.27099044746103573
et0.26507856056766343
yo0.25679138903126597
fi0.23076923076923078
lv0.22501336183858897
az0.21409214092140924
tr0.20678336980306347
hu0.199337382661513
eu0.10161090458488227
is0.09657320872274144
hi0.054758800521512385
vi0.046052631578947366
reliabletrue
passestrue
2
name"Melanie"
dialogue"Fotos... ich habe Fotos gemacht."
detectedLang"de"
heavyLang"de"
scores
de0.8138957816377173
nl0.7232472324723247
sk0.560117302052786
pl0.5370370370370371
es0.48805460750853247
lt0.48805460750853247
pt0.48805460750853247
ca0.471830985915493
lv0.471830985915493
fr0.34782608695652173
ms0.34210526315789475
en0.3212669683257918
tr0.3181818181818182
cs0.3087557603686636
hr0.3087557603686636
sl0.3087557603686636
et0.29577464788732394
it0.29577464788732394
sq0.29577464788732394
az0.2822966507177033
da0.2822966507177033
no0.2822966507177033
ro0.2822966507177033
sv0.2822966507177033
reliabletrue
passestrue
3
name"Hunter"
dialogue"frowning, scratching the back of his neck I'm sorry, I don't... I don't speak German. Do you speak any English at all?"
detectedLang"en"
heavyLang"en"
scores
en0.793935825728584
tl0.6450304259634888
no0.5251017639077341
sv0.4894237782640409
da0.45987654320987653
sq0.4022203245089668
nl0.3630573248407643
yo0.3548387096774194
it0.3464052287581699
ca0.33649289099526064
hr0.3210475266731329
ro0.3157380254154448
cs0.3110236220472441
de0.3013972055888224
ms0.2985971943887776
pl0.2776057791537668
is0.2723492723492723
pt0.2677824267782427
sk0.22566371681415928
vi0.19908466819221968
et0.1774383078730905
tr0.16666666666666666
az0.15966386554621848
sl0.14634146341463414
fr0.10025706940874037
be0.09090909090909091
es0.09090909090909091
hu0.08735332464146023
lt0.08256880733944955
lv0.08256880733944955
uk0.08256880733944955
reliabletrue
passestrue
4
name"Melanie"
dialogue"Es war schrecklich. Ein Mann... er hat... oh Gott, ich weiß nicht, wie ich das erklären soll."
detectedLang"de"
heavyLang"de"
scores
de0.838346921563115
nl0.5309951060358891
no0.45394112060778735
is0.43125618199802174
da0.3021844660194175
sv0.2561448900388098
pl0.25130208333333337
hu0.2483660130718954
pt0.22402159244264505
ca0.203601108033241
es0.203601108033241
sk0.17739628040057226
en0.1726618705035971
lv0.1726618705035971
cs0.14814814814814814
lt0.13663663663663664
tr0.11944869831546708
reliabletrue
passestrue
5
name"Hunter"
dialogue"holding up his hands calmly Whoa, whoa, slow down. I can't understand you, but I can see something's wrong. pulls out a notepad Can you... show me? With the camera?"
detectedLang"en"
heavyLang"en"
scores
en0.7768368047608148
tl0.5666666666666667
no0.519467718087728
da0.49768160741885625
nl0.4905956112852664
sv0.459234608985025
fr0.44412770809578106
de0.3737957610789981
ms0.36647173489278756
it0.36191099476439786
ro0.3512974051896207
is0.32432432432432434
ca0.3172268907563025
sk0.30997876857749473
sq0.30703624733475476
es0.29653679653679654
cs0.2903930131004367
et0.28623718887262084
pl0.282560706401766
pt0.2820324005891017
yo0.24301242236024848
az0.24124513618677043
tr0.23469387755102045
vi0.22741679873217116
hr0.20473083197389885
lv0.1988496302382909
hu0.18614357262103506
eu0.15803108808290156
sl0.15437987857762359
lt0.12946428571428573
fi0.12398921832884095
be0.06698564593301436
uk0.06069364161849711
reliabletrue
passestrue
6
name"Melanie"
dialogue"Hier! Sehen Sie das Gesicht des Mannes!"
detectedLang"de"
heavyLang"de"
scores
de0.8418722327640734
fr0.5928338762214984
nl0.5741056218057922
no0.43566591422121903
is0.4212962962962963
sv0.414519906323185
pt0.39903846153846156
fi0.3902439024390244
ca0.3403693931398417
eu0.3150684931506849
pl0.3093922651933701
tl0.2732558139534884
en0.22839506172839508
da0.22360248447204967
et0.22360248447204967
reliabletrue
passestrue
7
name"Hunter"
dialogue"leaning in, squinting at the screen I see a... barn? And someone dragging— his expression hardens Wait, is that a person being— meeting her eyes grimly Ma'am, this could be very important evidence. I need you to—"
detectedLang"en"
heavyLang"en"
scores
en0.7953615279672579
tl0.6320523303352412
no0.588037839487336
da0.5294527710003485
nl0.503858875413451
sv0.5020287716709702
fr0.4745036979369404
ro0.44897959183673475
pt0.425531914893617
yo0.4089316987740806
is0.40502423975319524
it0.39919893190921224
ca0.3954321540528437
es0.37615526802218113
de0.3604926575082899
lt0.3333333333333333
cs0.3286921929388364
et0.3263473053892215
sq0.32567432567432564
pl0.32330827067669177
hr0.29906542056074764
lv0.29467084639498436
tr0.294302143230528
hu0.29208180388044047
sk0.2841993637327678
sl0.2792311799252536
az0.269875608436993
ms0.25864909390444807
fi0.17330067360685852
vi0.08968307484828052
be0.04929577464788732
eu0.04929577464788732
uk0.0445859872611465
reliabletrue
passestrue
8
name"Hunter"
dialogue"glancing at the screen, sighing I have to take this. answering Hunter. pause What? When? standing rigidly I'm on my way. hanging up and looking at Melanie apologetically I have to go. Don't— realizing she won't understand pointing at her, then the camera, then making a staying gesture Stay. Here. Camera. Stay."
detectedLang"en"
heavyLang"en"
scores
en0.7831133919843597
tl0.6461323763955343
no0.5237456399248726
da0.5001408054069276
nl0.4840116279069767
de0.4039623908663532
pl0.3851749220644267
ms0.3793706293706294
it0.37915355019237496
sq0.35571687840290384
sv0.35336976320582875
fr0.3526622902990518
ro0.35100548446069474
sk0.3435650887573965
cs0.31835637480798773
hr0.3180945063388398
yo0.30310168826069883
tr0.3017309205350118
ca0.2805026347790839
is0.2713464696223317
sl0.26531456953642385
lt0.2335924006908463
pt0.22522915757311218
es0.20900178253119428
et0.16470588235294117
az0.15636882129277566
hu0.15596766524013314
lv0.1519350215002389
fi0.14333976833976836
eu0.07983411093831001
vi0.06970649895178196
hi0.04518558364712211
be0.037940379403794036
uk0.03427638737758433
reliabletrue
passestrue
9
name"Melanie"
dialogue"Bitte kommen Sie zurück. Dieser Mann... er ist gefährlich. Er ist noch dort draußen."
detectedLang"de"
heavyLang"de"
scores
de0.8372093023255814
no0.5205479452054795
da0.4852941176470589
is0.38016528925619836
nl0.37722419928825623
et0.29906542056074764
sv0.29624664879356566
pl0.1758241758241758
lt0.17061611374407584
fi0.16798732171156894
hi0.16798732171156894
lv0.16267942583732056
tr0.1518578352180937
hu0.13651315789473684
it0.125
reliabletrue
passestrue
10
name"Hunter"
dialogue"backing away, jaw tight I'll be back. Just... stay here."
detectedLang"en"
heavyLang"en"
scores
en0.7837058399423216
tl0.5786516853932584
sv0.48717948717948717
yo0.38016528925619836
no0.34782608695652173
de0.33920704845814975
fr0.3258426966292135
hu0.2805755395683453
lt0.27184466019417475
et0.2537313432835821
nl0.2537313432835821
sq0.25
ca0.20424403183023873
da0.19786096256684493
is0.19137466307277629
pt0.19137466307277629
reliabletrue
passestrue
11
name"Melanie"
dialogue"Bitte... jemand muss das verstehen."
detectedLang"de"
heavyLang"de"
scores
de0.8250388802488335
nl0.5417515274949084
pt0.5044052863436124
da0.4360902255639098
en0.3951612903225807
it0.3951612903225807
fr0.38016528925619836
no0.38016528925619836
ro0.3732590529247911
eu0.3382352941176471
et0.3343195266272189
fi0.281150159744409
ms0.281150159744409
yo0.281150159744409
lt0.2549668874172185
hu0.24242424242424243
is0.22945205479452058
es0.21875
az0.2077464788732394
ca0.2077464788732394
sq0.2077464788732394
sv0.2077464788732394
reliabletrue
passestrue