Run: 2026-09-02-01M1H5MANEZ3TJYKG2B1S1R9YP

Run Details

Model:
Z.AI GLM 5.3 Flash (Reasoning, Low)
Test:
Language Writing
Scenario:
Character dialogue (Spanish) in a story
Duration:
22.6s
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
**Café Scene — Alborn, MN** **Hunter:** "Ma'am? Excuse me. Detective Hunter, St. Louis County. You were near the old mill yesterday evening, weren't you? I need to ask you about what you saw." **Maria:** "¿Qué? Lo siento, no entiendo... ¿Hablas español?" **Hunter:** "...Right. Okay. Look, I'll go slow. The mill. Yesterday. Did you see anything?" **Maria:** "No entiendo nada, señor. ¿Por qué me mira así? Yo... yo solo estaba tomando fotos. De las luces. Las luces extrañas cerca del molino." **Hunter:** "Great. Wonderful. Nobody in this town speaks anything useful." *(He pulls out his phone, types, then holds up the screen: "MILL — YESTERDAY — YOU SAW?")* **Maria:** *(her hands trembling, she grabs her camera and scrolls through the screen)* "¡Sí, sí! Las fotos. Mire. Mire esto. Había gente allí. Llevaban a alguien... alguien gritaba. Por favor, usted es policía, ¿verdad? ¡Tiene que ayudarme!" **Hunter:** "Whoa, hey. Slow down. What's on there? Show me. What am I looking at?" **Maria:** "¡No sé quiénes eran! Estaba oscuro. Tomé las fotos de las luces y luego... luego me vieron. Corrí. He dormido muy mal, señor. Muy mal. Decían cosas... en un idioma que no reconozco." **Hunter:** "I don't understand a word you're saying, but you're shaking, and that camera of yours might be the best lead I've had all week. Stay here. Don't—" *(His phone rings. He answers.)* **Hunter:** "Hunter. ...Yeah? Where? ...I'm coming now." *(He looks back at Maria.)* "I have to go. Don't delete those photos. Don't leave town. We're going to figure this out — somehow." **Maria:** "¡Espere! ¡Espere, por favor! ¿A dónde va? ¡No me deje aquí sola! ...Señor... señor..." *(Hunter hurries out the door. Maria stares after him, clutching the camera to her chest.)*
created_at"2026-09-02T13:41:11.477Z" 9/2/2026, 1:41:11 PM
model"z-ai/glm-5.3-flash-20260826"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1267
moderation_latency(null)
generation_time22577
tokens_prompt304
tokens_completion485
native_tokens_prompt270
native_tokens_completion522
native_tokens_completion_images(null)
native_tokens_reasoning17
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)
usage0.00015075
router(null)
user_agent"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer(null)
request_id"req-1788356471-tBS25gbNIDMfqWstl5BU"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1788356471-gWdQIpC0wzRl1FejzUBM"
upstream_id"2026090221411110f5ddac9565407b"
provider_responses
0
endpoint_id"8e9fe48b-2f91-41c3-a8a7-e4a93a8c4ff0"
id"2026090221411110f5ddac9565407b"
is_byokfalse
latency1267
model_permaslug"z-ai/glm-5.3-flash-20260826"
provider_name"Z.AI"
status200
total_cost0.00015075
cache_discount(null)
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"Hunter"
dialogue"Ma'am? Excuse me. Detective Hunter, St. Louis County. You were near the old mill yesterday evening, weren't you? I need to ask you about what you saw."
detectedLang"en"
heavyLang"en"
scores
en0.7812879708383961
tl0.5481927710843374
no0.5363214837712519
nl0.46871310507674147
da0.4594594594594595
fr0.4043679682329583
yo0.4015957446808511
sv0.38271604938271603
it0.3630573248407643
sq0.3626062322946175
ro0.3515850144092219
pt0.3135011441647597
cs0.3001555209953344
ca0.29522317932654657
et0.29189614476789927
es0.2840095465393795
sl0.27125506072874495
hr0.26350245499181674
ms0.2628992628992629
de0.25925925925925924
sk0.23599320882852293
pl0.2248062015503876
lv0.17050691244239632
is0.16123019571295433
lt0.15651358950328023
tr0.12536443148688048
fi0.07692307692307693
be0.07216494845360825
hu0.06928645294725957
az0.06542056074766354
uk0.06542056074766354
vi0.06542056074766354
reliabletrue
passestrue
1
name"Maria"
dialogue"¿Qué? Lo siento, no entiendo... ¿Hablas español?"
detectedLang"es"
heavyLang"es"
scores
es0.8191430161380078
pt0.6759720837487537
it0.5859872611464968
ca0.5683930942895086
fr0.43771626297577854
lt0.3925233644859813
en0.375
sk0.3737957610789981
tl0.36399217221135033
yo0.29653679653679654
lv0.2872807017543859
eu0.268018018018018
hr0.23708920187793428
no0.22985781990521328
cs0.2243436754176611
fi0.21875
vi0.21875
tr0.21307506053268765
et0.19154228855721395
nl0.19154228855721395
pl0.1875
reliabletrue
passestrue
2
name"Hunter"
dialogue"...Right. Okay. Look, I'll go slow. The mill. Yesterday. Did you see anything?"
detectedLang"en"
heavyLang"en"
scores
en0.7832369942196532
tl0.594229035166817
yo0.3644067796610169
nl0.33135215453194655
sq0.2834394904458599
et0.2741935483870968
no0.2730210016155089
ms0.25742574257425743
da0.2524916943521595
fr0.2524916943521595
pl0.1935483870967742
cs0.14772727272727273
sv0.14772727272727273
de0.1412213740458015
reliabletrue
passestrue
3
name"Maria"
dialogue"No entiendo nada, señor. ¿Por qué me mira así? Yo... yo solo estaba tomando fotos. De las luces. Las luces extrañas cerca del molino."
detectedLang"es"
heavyLang"es"
scores
es0.8043052837573386
pt0.6805111821086262
it0.5818086774699425
ca0.5798319327731093
en0.46524064171123
ro0.413059427732942
fr0.41133186166298746
tl0.4074074074074074
nl0.39849624060150374
sq0.38650306748466257
no0.3635640413683373
sv0.35064935064935066
hr0.32489451476793246
da0.25857275254865614
de0.25788497217068646
lv0.24882629107981222
tr0.24242424242424243
sl0.2402659069325736
et0.22705314009661837
sk0.22705314009661837
pl0.2202729044834308
lt0.21491658488714427
yo0.1902834008097166
eu0.1861648016276704
fi0.17184265010351968
ms0.15522703273495247
cs0.1452991452991453
az0.13232104121475055
hu0.10813823857302118
reliabletrue
passestrue
4
name"Hunter"
dialogue"Great. Wonderful. Nobody in this town speaks anything useful."
detectedLang"en"
heavyLang"en"
scores
en0.8155381944444444
tl0.4766009852216749
ro0.4544287548138639
nl0.37591776798825255
sl0.2659758203799654
ms0.2647058823529412
de0.256993006993007
it0.256993006993007
et0.24645390070921988
sv0.20112781954887218
sq0.1904761904761905
yo0.17153996101364524
az0.1650294695481336
pl0.1650294695481336
cs0.1550695825049702
sk0.1550695825049702
reliabletrue
passestrue
5
name"Maria"
dialogue"¡Sí, sí! Las fotos. Mire. Mire esto. Había gente allí. Llevaban a alguien... alguien gritaba. Por favor, usted es policía, ¿verdad? ¡Tiene que ayudarme!"
detectedLang"es"
heavyLang"es"
scores
es0.809514003294893
ca0.5964223385689355
pt0.5939420544337137
it0.49508733624454143
fr0.4720319634703196
ro0.4325153374233129
da0.43216697360343764
sq0.41969887076537016
nl0.40856777493606133
no0.4066709429121232
de0.38619774386197747
lv0.3508771929824561
en0.33881343817012155
tl0.32134996331621424
lt0.30346385542168675
eu0.28846153846153844
cs0.2846094354215004
sk0.27734375
hu0.2647058823529412
et0.25523349436392917
sl0.252827140549273
tr0.24674267100977196
az0.24180327868852455
sv0.22980849292256453
hr0.223993288590604
yo0.223993288590604
pl0.2141036533559898
fi0.19425087108013936
ms0.1935483870967742
is0.075
vi0.07035175879396985
reliabletrue
passestrue
6
name"Hunter"
dialogue"Whoa, hey. Slow down. What's on there? Show me. What am I looking at?"
detectedLang"en"
heavyLang"en"
scores
en0.8012160898035547
tl0.5604963805584281
no0.5283018867924528
de0.47788697788697787
sq0.4585987261146497
da0.42489851150202973
et0.42333785617367703
fr0.38936781609195403
nl0.38226744186046513
ca0.3580060422960725
pt0.35703479576399394
hr0.34815950920245403
fi0.34615384615384615
ro0.34210526315789475
pl0.33070866141732286
sv0.32965299684542587
it0.31451612903225806
cs0.2975206611570248
hi0.2869127516778523
yo0.27597955706984667
sk0.256993006993007
is0.23971377459749554
es0.1935483870967742
sl0.17153996101364524
ms0.1650294695481336
be0.1414141414141414
tr0.1414141414141414
hu0.1361788617886179
az0.1290983606557377
lt0.1290983606557377
lv0.1290983606557377
uk0.1290983606557377
vi0.1290983606557377
reliabletrue
passestrue
7
name"Maria"
dialogue"¡No sé quiénes eran! Estaba oscuro. Tomé las fotos de las luces y luego... luego me vieron. Corrí. He dormido muy mal, señor. Muy mal. Decían cosas... en un idioma que no reconozco."
detectedLang"es"
heavyLang"es"
scores
es0.7738238841978287
ca0.5810055865921787
pt0.5376078914919853
fr0.5184075342465754
en0.43037974683544306
it0.41283924843423797
nl0.40318302387267907
ro0.3715083798882682
tl0.3319477434679335
no0.3055555555555556
tr0.28023032629558536
lv0.2774566473988439
fi0.2741935483870968
sq0.2732558139534884
de0.2584047462096243
yo0.25644415069398546
sk0.23103212576896787
da0.22467263955892486
sv0.2219917012448133
eu0.18655097613882862
is0.18596237337192476
pl0.17521994134897362
sl0.16974169741697415
hu0.14513677811550152
hr0.12993039443155452
et0.12314886983632112
cs0.12109375000000001
ms0.11556603773584906
lt0.11277602523659305
az0.09783480352846832
vi0.08013082583810302
reliabletrue
passestrue
8
name"Hunter"
dialogue"I don't understand a word you're saying, but you're shaking, and that camera of yours might be the best lead I've had all week. Stay here. Don't—"
detectedLang"en"
heavyLang"en"
scores
en0.8247061249742215
tl0.6468633153302866
no0.545211342964152
nl0.5334796926454446
fr0.4630448515476942
sv0.45686900958466453
yo0.4547787042976267
da0.4385733157199472
de0.42991281019450034
it0.356060606060606
ro0.3516399694889397
is0.3501529051987768
sq0.3491577335375191
ca0.30668841761827076
hu0.2857142857142857
cs0.27412467976088817
pl0.26660914581535805
sk0.25503943908851884
lt0.2321589882565492
hr0.22797456857402362
tr0.2251595259799453
es0.21369102682701202
et0.20112781954887218
ms0.20037629350893696
pt0.19886899151743637
az0.1353001017293998
lv0.1353001017293998
vi0.1353001017293998
sl0.09574468085106383
be0.07608695652173912
eu0.07608695652173912
fi0.06900328587075576
uk0.06900328587075576
reliabletrue
passestrue
9
name"Hunter"
dialogue"I have to go. Don't delete those photos. Don't leave town. We're going to figure this out — somehow."
detectedLang"en"
heavyLang"en"
scores
en0.8149244891915902
da0.4569939183318853
tl0.45271453590192645
no0.43541102077687444
fr0.41369606003752346
ro0.3774900398406375
sq0.37686939182452645
pl0.37122736418511065
ca0.3609406952965235
pt0.3293991416309013
yo0.32505399568034554
es0.31991294885745375
lv0.2905788876276958
hr0.28977272727272724
it0.2865296803652968
lt0.28325688073394495
cs0.27409988385598144
sv0.24698795180722888
sk0.2460796139927624
sl0.23873325213154686
hu0.19458762886597938
tr0.1883116883116883
de0.1830065359477124
et0.18086500655307994
nl0.18086500655307994
hi0.10968660968660969
be0.10071942446043164
az0.09156976744186046
is0.09156976744186046
uk0.09156976744186046
vi0.09156976744186046
reliabletrue
passestrue
10
name"Maria"
dialogue"¡Espere! ¡Espere, por favor! ¿A dónde va? ¡No me deje aquí sola! ...Señor... señor..."
detectedLang"es"
heavyLang"es"
scores
es0.7890818858560794
ca0.7077028885832187
pt0.6458333333333333
it0.6336206896551724
en0.5303867403314917
ro0.5005875440658049
sq0.49404761904761907
no0.4817073170731707
fr0.47466007416563655
sl0.36377245508982037
tl0.34514637904468415
sk0.34210526315789475
nl0.34006211180124224
hr0.3338557993730407
yo0.3275316455696203
lv0.3210862619808307
pl0.2975206611570248
eu0.2904841402337229
tr0.2796610169491525
et0.27101200686106347
hu0.2685025817555938
ms0.256993006993007
fi0.24511545293072823
da0.24377224199288253
cs0.236983842010772
sv0.2314647377938517
lt0.16173570019723865
is0.15
az0.1414141414141414
vi0.1414141414141414
de0.1361788617886179
reliabletrue
passestrue