Run: 2026-09-02-01M1H5KP27EBRJ2F34DASMRQY4

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
15.7s
Cost:
$0.000151
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="Maria"> Maria is a 30-year old college student on a study abroad program. Born in Spain, she is fluent in Spanish 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 Spanish, 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: Maria 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 Spanish, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Maria and Hunter as a voice sheet: Maria: "..." Hunter: "..."

Model response

AI
Maria: "¿Perdón? No entiendo... mi inglés no es bueno. Lo siento." Hunter: "Ma'am, I just need a minute of your time. There was another disappearance last night, near the old mill. Did you see anything? You were out there with that camera, weren't you?" Maria: "¿Desaparecido? ¿Otra persona? Ay, Dios mío... sí, estaba allí ayer por la tarde. Tomaba fotos del puente. Era tan tranquilo, y ahora..." Hunter: "Okay, slow down. I'm not following any of that. Listen—did you hear anything? See a vehicle? A person?" Maria: "No... no vi a nadie. Pero oí un ruido extraño, como una puerta metálica, cerca del granero viejo. Pensé que era el viento. ¿Por qué pasa esto aquí? ¡Es un pueblo tan pequeño y tranquilo!" Hunter: "A barn? A door? Wind? Ma'am, I have no idea what you're saying, but you look pretty shaken up. You okay?" Maria: "¿Yo? Estoy bien... no, no estoy bien. Estas fotos... tome fotos del granero ayer. Quizás haya algo en ellas. Mire, mire aquí..." Hunter: "Whoa, whoa—put that down a second. I can't read whatever that is. Do you speak English? Anyone... ¿habla... inglés? That's about all I've got." Maria: "Un poco... muy poco. Lo siento, detective. Pero las fotos... las fotos pueden ayudar. Yo soy Maria. Estudio aquí, fotografía. Quiero ayudarle." Hunter: "Maria. All right, Maria. I'm Hunter. Detective Hunter. I think we're going to need a translator, because something tells me you know more than anyone else in this town." Maria: "Sí, sí... ay, espere. ¿Escucha eso? Es mi teléfono. No... no es el mío. Es suyo, ¿no?" Hunter: "That's mine. Hunter here. ...Yeah. Yeah, I'm on my way. Another one? Where? ...Understood." Hunter: "Ma'am—Maria. I have to go. Stay in town, stay where people can see you. Don't go near that mill again. We'll talk more, you and me, as soon as I can find somebody who speaks Spanish." Maria: "¡Espere! ¡Detective! Tenga cuidado... por favor. ¡Cuidado con el granero!" Hunter: "Yeah... I'll take that as 'good luck.' Keep that camera close, Maria."
created_at"2026-09-02T13:40:50.388Z" 9/2/2026, 1:40:50 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3242
moderation_latency(null)
generation_time15699
tokens_prompt304
tokens_completion548
native_tokens_prompt270
native_tokens_completion586
native_tokens_completion_images(null)
native_tokens_reasoning20
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)
usage0.00015139
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356450-8JMNx2boReThQfaT1BFN"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356450-tJ6XnfMXSnyStCTV02DX"
upstream_id"2026090221405051d8a748af9f4066"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"2026090221405051d8a748af9f4066"
is_byokfalse
latency3241
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00015139
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"Maria"
dialogue"¿Perdón? No entiendo... mi inglés no es bueno. Lo siento."
detectedLang"es"
heavyLang"es"
scores
es0.8163565132223312
pt0.6921182266009852
it0.6572212065813527
ca0.6208291203235591
fr0.5136186770428015
lt0.5052770448548813
hu0.4360902255639098
tl0.43267776096822996
sk0.423963133640553
lv0.4009584664536741
yo0.375
en0.34210526315789475
hr0.3231046931407942
cs0.3194192377495462
tr0.29906542056074764
et0.29111531190926276
pl0.28977272727272724
de0.27606177606177607
ms0.21383647798742136
no0.20550847457627117
sl0.19700214132762314
fi0.19527896995708155
vi0.19527896995708155
ro0.1847826086956522
nl0.17035398230088497
sq0.1610738255033557
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I just need a minute of your time. There was another disappearance last night, near the old mill. Did you see anything? You were out there with that camera, weren't you?"
detectedLang"en"
heavyLang"en"
scores
en0.8064577039274924
tl0.6210720887245842
nl0.4778400407539481
de0.43743139407244785
et0.4241573033707865
it0.40058479532163743
no0.3984741784037559
da0.38659485338120886
yo0.38659485338120886
ms0.3707796193984039
fr0.362958359229335
sq0.362958359229335
ro0.34754933163590074
hr0.34294871794871795
sv0.34210526315789475
ca0.3387096774193548
es0.31022880215343207
cs0.30836707152496623
pt0.25237053245805985
sk0.24687729610580456
sl0.22583081570996977
pl0.22289613343442002
is0.18130990415335463
hu0.17868589743589747
lt0.16869424168694241
tr0.12542662116040956
fi0.11637931034482758
az0.11485319516407601
lv0.11485319516407601
vi0.11485319516407601
be0.0639269406392694
eu0.0639269406392694
uk0.057904411764705885
reliabletrue
passestrue
2
name"Maria"
dialogue"¿Desaparecido? ¿Otra persona? Ay, Dios mío... sí, estaba allí ayer por la tarde. Tomaba fotos del puente. Era tan tranquilo, y ahora..."
detectedLang"es"
heavyLang"es"
scores
es0.7914680648236415
pt0.6590023382696805
ca0.656728128677913
it0.5335820895522388
fr0.4921648287869994
tl0.4534665833853841
ro0.43438914027149317
sq0.3986254295532647
eu0.3767806267806268
no0.3508902077151336
en0.34895833333333337
nl0.34358589647411847
lv0.3401206636500754
ms0.3072050673000791
pl0.3055555555555556
sv0.30389817024661897
da0.30167597765363136
tr0.29775280898876405
de0.28803905614320585
sk0.28396072013093293
yo0.2714404662781016
sl0.25404944586530265
lt0.24373379429559205
az0.23647469458987785
vi0.23580786026200873
hr0.23110720562390158
cs0.17452830188679244
et0.17140151515151517
hu0.06716417910447761
is0.06716417910447761
reliabletrue
passestrue
3
name"Hunter"
dialogue"Okay, slow down. I'm not following any of that. Listen—did you hear anything? See a vehicle? A person?"
detectedLang"en"
heavyLang"en"
scores
en0.8064416227934345
tl0.6198296836982969
ca0.4667235494880546
no0.4444444444444444
de0.43541102077687444
nl0.42660550458715596
sv0.3872549019607844
da0.3854473942969518
sq0.37996031746031744
is0.3705941591137966
ro0.36804853387259856
fr0.3602865916069601
it0.358974358974359
pt0.3530020703933748
cs0.3469174503657262
hu0.3235930735930736
et0.31842966194111233
tr0.3161925601750547
es0.31167400881057267
fi0.2865296803652968
sk0.284077892325315
hr0.2824339839265212
yo0.2707117852975496
lv0.26985981308411217
pl0.26985981308411217
ms0.2681498829039813
eu0.23029556650246305
lt0.19768934531450577
sl0.1925064599483204
az0.1710875331564987
vi0.10071942446043164
reliabletrue
passestrue
4
name"Maria"
dialogue"No... no vi a nadie. Pero oí un ruido extraño, como una puerta metálica, cerca del granero viejo. Pensé que era el viento. ¿Por qué pasa esto aquí? ¡Es un pueblo tan pequeño y tranquilo!"
detectedLang"es"
heavyLang"es"
scores
es0.801432798629497
ca0.6523043359694572
pt0.618491921005386
it0.6129326047358833
ro0.4877460827641623
fr0.4645107097858043
tl0.4269662921348315
lv0.39487422876127193
lt0.37895762299074526
sk0.3441358024691358
no0.33766233766233766
sv0.3096913914455874
en0.29713340683572215
da0.28087986463620984
hr0.2784380305602716
cs0.27762039660056653
hu0.2739179954441914
ms0.2651296829971182
pl0.25
de0.24466824644549764
yo0.22867513611615245
sl0.2282082324455206
vi0.21827099938687922
eu0.21296296296296297
nl0.20807453416149066
sq0.20708955223880596
az0.17368762151652625
et0.17153996101364524
tr0.15169660678642716
is0.10651716888577435
fi0.04708520179372198
reliabletrue
passestrue
5
name"Hunter"
dialogue"A barn? A door? Wind? Ma'am, I have no idea what you're saying, but you look pretty shaken up. You okay?"
detectedLang"en"
heavyLang"en"
scores
en0.7911590671771667
tl0.5658465991316932
ca0.4805194805194805
nl0.47229551451187335
no0.4560290117860381
da0.4258373205741627
hr0.42418426103646834
es0.41463414634146345
sk0.39759036144578314
sv0.3939393939393939
it0.39332659251769464
pt0.37823834196891193
lv0.3710691823899371
tr0.3582887700534759
cs0.3442622950819672
pl0.33774834437086093
ro0.33774834437086093
sq0.3142857142857143
hu0.2709599027946537
is0.26380368098159507
yo0.2555831265508685
fr0.2546583850931677
fi0.24623115577889448
sl0.23076923076923078
lt0.19463087248322147
ms0.1891891891891892
az0.18144611186903137
vi0.18144611186903137
et0.17355371900826447
be0.1044776119402985
eu0.1044776119402985
de0.10044977511244377
uk0.09502262443438914
reliabletrue
passestrue
6
name"Maria"
dialogue"¿Yo? Estoy bien... no, no estoy bien. Estas fotos... tome fotos del granero ayer. Quizás haya algo en ellas. Mire, mire aquí..."
detectedLang"es"
heavyLang"es"
scores
es0.8060135790494666
ca0.6472663139329806
pt0.5771670190274841
no0.471830985915493
sv0.4350282485875706
fr0.43289224952741023
it0.4312796208530806
da0.3795243019648397
hr0.37888198757763975
lv0.3730407523510972
et0.36642027455121434
nl0.36575052854122625
en0.3576017130620985
lt0.3413830954994512
tl0.33554817275747506
sl0.3325917686318131
tr0.3087557603686636
sq0.27448609431680776
sk0.26560587515299877
pl0.2537313432835821
de0.24337957124842372
eu0.23857868020304565
yo0.21156373193166886
is0.18256130790190736
hu0.18144611186903137
cs0.17355371900826447
ro0.16434540389972147
fi0.12280701754385964
az0.08952959028831564
reliabletrue
passestrue
7
name"Hunter"
dialogue"Whoa, whoa—put that down a second. I can't read whatever that is. Do you speak English? Anyone... ¿habla... inglés? That's about all I've got."
detectedLang"en"
heavyLang"en"
scores
en0.8050905755560652
tl0.5332235035694672
hr0.40056417489421725
es0.380466472303207
it0.3722304283604136
sq0.36802973977695164
hu0.3609022556390977
no0.3545937737281701
cs0.34514637904468415
fr0.3441358024691358
pt0.34362934362934366
sv0.33749025720966486
yo0.32216905901116427
nl0.3156199677938808
ro0.30668841761827076
da0.30612244897959184
pl0.3055555555555556
sk0.28209459459459457
et0.25503943908851884
ca0.24377224199288253
vi0.22303473491773307
is0.21296296296296297
de0.19886899151743637
sl0.19811320754716982
tr0.1474423269809428
lt0.1457286432160804
ms0.1370558375634518
az0.1353001017293998
lv0.1353001017293998
be0.07608695652173912
eu0.07608695652173912
fi0.06900328587075576
uk0.06900328587075576
reliabletrue
passestrue
8
name"Maria"
dialogue"Un poco... muy poco. Lo siento, detective. Pero las fotos... las fotos pueden ayudar. Yo soy Maria. Estudio aquí, fotografía. Quiero ayudarle."
detectedLang"es"
heavyLang"es"
scores
es0.804496578690127
ca0.6228194247996228
it0.6068796068796068
pt0.54337899543379
tl0.5394358088658607
fr0.4673768308921438
ro0.4546693933197001
en0.43977591036414565
sl0.4354269583627382
nl0.42028985507246375
de0.4117647058823529
lt0.4038748137108793
cs0.3553585817888799
da0.3442622950819672
lv0.34372436423297786
yo0.3333333333333333
no0.3311036789297659
sk0.32088285229202035
sv0.3197278911564626
pl0.30915371329879104
sq0.30675909878682844
hr0.3049522154648132
tr0.21951219512195122
et0.18781725888324874
fi0.1861648016276704
ms0.18450560652395515
eu0.15164369034994699
vi0.10213243546576879
az0.06868451688009314
reliabletrue
passestrue
9
name"Hunter"
dialogue"Maria. All right, Maria. I'm Hunter. Detective Hunter. I think we're going to need a translator, because something tells me you know more than anyone else in this town."
detectedLang"en"
heavyLang"en"
scores
en0.821337417049515
tl0.5983167559296098
ro0.5093457943925234
no0.5021337126600285
it0.4845360824742268
de0.4545454545454546
fr0.45369406867845996
ca0.4511238891792995
sl0.4499738082765846
sq0.44765912677538144
pt0.44267515923566875
nl0.4345718901453958
da0.43396226415094336
sv0.42084942084942084
et0.40644431882419446
hr0.40374787052810895
es0.40306992609437176
pl0.38380281690140844
cs0.37722419928825623
ms0.36402180496668685
yo0.3510506798516687
sk0.30463576158940403
lt0.29624664879356566
lv0.26624737945492666
eu0.21052631578947367
az0.2081447963800905
tr0.2039423805913571
fi0.19601837672281774
hu0.17517674783974863
vi0.17387883556254916
is0.11616161616161616
be0.0625
uk0.05660377358490566
reliabletrue
passestrue
10
name"Maria"
dialogue"Sí, sí... ay, espere. ¿Escucha eso? Es mi teléfono. No... no es el mío. Es suyo, ¿no?"
detectedLang"es"
heavyLang"es"
scores
es0.7822536744692433
ca0.693955623565417
yo0.5145631067961165
tl0.4936708860759494
it0.46236559139784944
pt0.45054945054945056
hu0.43820224719101125
ro0.4108983799705449
tr0.38837920489296635
lv0.38556067588325654
en0.3174061433447099
hr0.30915371329879104
sk0.3019197207678883
no0.29701230228471004
pl0.2766726943942134
de0.26335174953959484
eu0.20634920634920634
az0.1902834008097166
sl0.18699186991869918
lt0.18533604887983707
cs0.17012448132780084
fr0.13978494623655913
reliabletrue
passestrue
11
name"Hunter"
dialogue"That's mine. Hunter here. ...Yeah. Yeah, I'm on my way. Another one? Where? ...Understood."
detectedLang"en"
heavyLang"en"
scores
en0.8104549082202713
tl0.5041753653444677
da0.490343347639485
no0.433849821215733
pl0.41789215686274506
sq0.41502463054187194
sv0.3716931216931217
de0.3546195652173913
sk0.3448275862068966
cs0.34027777777777785
fr0.2759146341463415
hr0.2692307692307693
ca0.24960505529225907
et0.2448330683624801
fi0.24000000000000002
nl0.23633440514469453
ro0.23633440514469453
es0.1739130434782609
hi0.15026833631484796
yo0.13636363636363635
it0.1171003717472119
pt0.1171003717472119
ms0.11048689138576778
sl0.11048689138576778
tr0.11048689138576778
reliabletrue
passestrue
12
name"Hunter"
dialogue"Ma'am—Maria. I have to go. Stay in town, stay where people can see you. Don't go near that mill again. We'll talk more, you and me, as soon as I can find somebody who speaks Spanish."
detectedLang"en"
heavyLang"en"
scores
en0.8070207682411322
tl0.5207667731629393
da0.3955094991364421
sq0.3841642228739003
nl0.3794326241134752
yo0.37869822485207094
no0.3453865336658354
et0.3354430379746835
sl0.3324856961220598
pl0.3312101910828026
it0.31862426995457493
pt0.30509596293845137
ro0.30417495029821073
cs0.3004663557628247
sv0.3004663557628247
de0.29197572488199597
hr0.279835390946502
ms0.2631578947368421
ca0.25531914893617025
sk0.24731182795698922
es0.23469387755102045
lt0.21816827997021596
lv0.18856259659969088
az0.1758241758241758
hu0.17387883556254916
fi0.15526950925181013
fr0.13294797687861273
tr0.12280701754385964
eu0.1198658843252305
ja0.08695652173913043
be0.0625
is0.05660377358490566
uk0.05660377358490566
vi0.05660377358490566
reliabletrue
passestrue
13
name"Maria"
dialogue"¡Espere! ¡Detective! Tenga cuidado... por favor. ¡Cuidado con el granero!"
detectedLang"es"
heavyLang"es"
scores
es0.7910135841170324
pt0.6908809891808346
it0.6694214876033058
ca0.6309963099630996
ro0.5905834186284544
en0.5675675675675675
tl0.5266272189349113
no0.47229551451187335
fr0.465954606141522
sq0.464524765729585
da0.34210526315789475
nl0.33993399339933994
hu0.33554817275747506
sv0.332220367278798
sl0.32318104906937395
yo0.27927927927927926
de0.26335174953959484
hr0.250936329588015
cs0.24670433145009416
vi0.24670433145009416
is0.21568627450980393
eu0.20634920634920634
ms0.20318725099601595
pl0.14893617021276595
lt0.12854030501089325
sk0.12854030501089325
reliabletrue
passestrue
14
name"Hunter"
dialogue"Yeah... I'll take that as 'good luck.' Keep that camera close, Maria."
detectedLang"en"
heavyLang"en"
scores
en0.716338880484115
tl0.624248496993988
it0.45014662756598234
ro0.4485294117647059
pt0.44029850746268656
ms0.43438914027149317
de0.43267776096822996
ca0.39710610932475876
es0.39123376623376627
sq0.3644067796610169
sv0.3567753001715266
lt0.35008665511265163
nl0.34554973821989526
zh0.29111531190926276
yo0.28842504743833014
sl0.2857142857142857
fr0.28023032629558536
eu0.27606177606177607
no0.25595238095238093
da0.251497005988024
fi0.23935091277890466
hu0.1812227074235808
hr0.16666666666666666
pl0.1515837104072398
et0.14383561643835618
sk0.14383561643835618
cs0.1359447004608295
lv0.1359447004608295
reliabletrue
passestrue