Run: 2026-02-08-01KGYX3NHXQV8HT2C53YVBXFKV

Run Details

Model:
Z.AI GLM 4.5
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
14.3s
Cost:
$0.001397
Provider:
Novita

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="Isabella"> Isabella is a 30-year old college student on a study abroad program. Born in Italy, she is fluent in Italian 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 Italian, 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: Isabella 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 Italian, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Isabella and Hunter as a voice sheet: Isabella: "..." Hunter: "..."

Model response

AI
``` Isabella: [Staring at her camera screen, scrolling through photos, speaking to herself in Italian] "Perfetto... la luce è proprio quella che volevo..." Hunter: [Approaching her table, showing his badge] "Excuse me, ma'am. Detective Hunter, Alborn Police Department. I'm investigating some recent events in town, and I'm hoping you might have seen something unusual around the apple orchards yesterday afternoon?" Isabella: [Looking up startled, her face troubled] "Io... io non capisco. Parla inglese?" Hunter: [Slightly annoyed at the language barrier] "Yes, I speak English. Did you see anything unusual yesterday? Near the orchards?" Isabella: [Shaking her head, looking troubled and speaking rapidly in Italian] "Mi dispiace, non capisco. Non parlo inglese. Ho visto qualcosa di strano... c'erano delle luci strane nel bosco ieri sera. E poi urla... ho sentito delle urla!" Hunter: [Looking completely confused, leaning in slightly] "Ma'am, I don't understand what you're saying. Do you have identification? Are you here for the festival?" Isabella: [Getting more agitated, speaking louder Italian with hand gestures] "Passaporto! Sì, ho il passaporto. Sono una studentessa. Studio qui. Ma devo dirvi qualcosa! C'era un uomo nel bosco e poi... e poi è scomparso! Ho paura!" [She points toward the woods outside town] Hunter: [Frustrated, running a hand through his hair] "Look, I don't know what language you're speaking. Italian? Spanish? I need someone who can understand me. There's been a disappearance, and you might be a witness." Isabella: [Tears forming in her eyes, voice trembling in Italian] "Per favore, capiscano! Un uomo è scomparso! L'ho visto con i miei occhi! Ho delle foto!" [She desperately shows her camera screen to him] Hunter: [Glancing briefly at the camera, then at his ringing phone] "Just a minute." [He answers the phone] "Hunter here... Yeah? Okay, I'm on my way." [He ends the call and looks back at Isabella] "I have to go. Don't leave town. We'll need to talk properly with a translator." [He pulls out a card and places it on the table] "Call this number if you think of anything." Isabella: [Watching him leave, calling after him in Italian] "Aspetti! Detective! Ho paura! Per favore non me ne lasci sola!" ```
created_at"2026-02-08T15:15:02.896605+00:00" 2/8/2026, 3:15:02 PM
model"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1543
moderation_latency(null)
generation_time14223
tokens_prompt261
tokens_completion555
native_tokens_prompt273
native_tokens_completion568
native_tokens_completion_images0
native_tokens_reasoning0
native_tokens_cached33
num_media_prompt(null)
num_input_audio_prompt(null)
num_media_completion0
num_search_results(null)
origin"https://ncbench.com/"
is_byokfalse
finish_reason"stop"
native_finish_reason"stop"
usage0.00139723
router(null)
provider_responses
0
id"46481cae519ac78e45e5e087e138cfa1"
status200
is_byokfalse
latency1543
endpoint_id"e4ada6ec-12e7-49c9-837c-398dee612403"
provider_name"Novita"
model_permaslug"z-ai/glm-4.5" 4/5/2001, 12:00:00 AM
api_type"completions"
id"gen-1770563688-vkkUtGiSjG6gzHL6FTKF"
upstream_id"46481cae519ac78e45e5e087e138cfa1"
total_cost0.00139723
cache_discount0.00001617
upstream_inference_cost0
provider_name"Novita"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"Perfetto... la luce è proprio quella che volevo..."
detectedLang"it"
heavyLang"it"
scores
it0.8276776246023329
ca0.6527777777777778
fr0.6089049338146811
es0.5566166439290586
ro0.4873817034700315
sq0.4749596122778676
pt0.4463373083475298
yo0.41441441441441446
sv0.40693430656934304
tl0.3879472693032015
cs0.33264887063655035
en0.33264887063655035
de0.3128964059196617
sk0.30851063829787234
et0.30406852248394006
fi0.2872807017543859
da0.28414096916299564
ms0.23529411764705882
no0.20537897310513448
vi0.20537897310513448
eu0.181360201511335
hr0.17721518987341772
pl0.1709183673469388
nl0.16237113402061853
tr0.16237113402061853
sl0.15364583333333331
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me, ma'am. Detective Hunter, Alborn Police Department. I'm investigating some recent events in town, and I'm hoping you might have seen something unusual around the apple orchards yesterday afternoon?"
detectedLang"en"
heavyLang"en"
scores
en0.7736825088910443
tl0.6373996373996373
fr0.5348837209302325
nl0.5005351409204424
ro0.48586118251928023
pt0.4706994328922495
da0.45033372595210047
no0.4501178318931658
es0.43910256410256415
it0.4357114066908504
sv0.43204868154158216
de0.42857142857142855
ca0.3957703927492447
ms0.3783303730017762
sl0.3393109957527135
sq0.33774834437086093
cs0.32367149758454106
sk0.29435483870967744
hr0.28753180661577604
et0.2584745762711864
yo0.23539049699617695
az0.22609176340519624
lt0.1977077363896848
pl0.18032786885245902
lv0.15458937198067632
fi0.13473423980222496
hu0.08972691807542263
is0.08972691807542263
tr0.08556499020248204
eu0.06291834002677377
reliabletrue
passestrue
2
name"Isabella"
dialogue"Io... io non capisco. Parla inglese?"
detectedLang"it"
heavyLang"it"
scores
it0.8001998001998002
es0.6644295302013423
pt0.6153846153846154
fr0.5726495726495726
en0.54337899543379
ca0.5391705069124424
tl0.5238095238095238
yo0.494949494949495
az0.46236559139784944
ro0.44751381215469616
tr0.44598337950138506
et0.4117647058823529
cs0.40298507462686567
eu0.30313588850174217
is0.2907801418439716
sk0.25925925925925924
hu0.250936329588015
pl0.250936329588015
de0.23954372623574144
hr0.23954372623574144
lt0.23954372623574144
ms0.23954372623574144
nl0.23954372623574144
sl0.23954372623574144
da0.2277992277992278
lv0.2277992277992278
no0.2277992277992278
sq0.2277992277992278
sv0.2277992277992278
reliabletrue
passestrue
3
name"Hunter"
dialogue"Yes, I speak English. Did you see anything unusual yesterday? Near the orchards?"
detectedLang"en"
heavyLang"en"
scores
en0.7908745247148289
tl0.49308755760368667
no0.41921858500527986
da0.3982494529540482
et0.3806306306306307
sq0.36194895591647336
ms0.35672514619883045
sv0.3436754176610978
nl0.28848641655886154
hr0.27726675427069647
yo0.260752688172043
cs0.24965893587994542
fr0.23504867872044508
ro0.22752808988764048
de0.2109038737446198
ca0.2005813953488372
pl0.1863905325443787
it0.1729323308270677
es0.12280701754385964
pt0.12280701754385964
sk0.11575562700964631
be0.11290322580645161
tr0.11290322580645161
hu0.1085899513776337
az0.10277324632952692
is0.10277324632952692
lt0.10277324632952692
lv0.10277324632952692
uk0.10277324632952692
vi0.10277324632952692
reliabletrue
passestrue
4
name"Isabella"
dialogue"Mi dispiace, non capisco. Non parlo inglese. Ho visto qualcosa di strano... c'erano delle luci strane nel bosco ieri sera. E poi urla... ho sentito delle urla!"
detectedLang"it"
heavyLang"it"
scores
it0.8029279279279279
es0.5411641321447299
fr0.5355626326963907
pt0.5133481646273638
ca0.4754196642685851
ro0.4433842239185751
sk0.438382541720154
no0.43548387096774194
en0.4131455399061033
tl0.40637720488466755
sl0.3940443213296399
yo0.37722419928825623
hr0.3566176470588235
de0.349925705794948
et0.34358589647411847
sq0.3201243201243201
cs0.31533646322378717
ms0.2983159582999198
da0.29492344883158744
fi0.27566225165562913
tr0.2696160267111853
pl0.2584745762711864
lt0.2456896551724138
nl0.24307958477508654
lv0.23178226514486389
az0.22566371681415928
hu0.20742753623188404
is0.19056429232192415
sv0.1814780168381665
eu0.16347992351816445
vi0.09979423868312756
reliabletrue
passestrue
5
name"Hunter"
dialogue"Ma'am, I don't understand what you're saying. Do you have identification? Are you here for the festival?"
detectedLang"en"
heavyLang"en"
scores
en0.8093162625987469
da0.6473551637279598
no0.5925494761350407
tl0.5684340320591862
sv0.5370370370370371
sq0.5218579234972678
fr0.5135510771369006
pt0.494949494949495
nl0.4879297732260425
ro0.4807121661721069
cs0.47994056463595847
ca0.44356120826709056
de0.43820224719101125
it0.4295028524857376
hr0.4257588187038556
sk0.40170940170940167
yo0.38757655293088367
pl0.36936936936936937
es0.3642143505903724
sl0.3433395872420263
ms0.3110236220472441
tr0.25531914893617025
lt0.2125984251968504
et0.20903954802259886
az0.2054483541430193
vi0.19908466819221968
fi0.17159763313609466
is0.16367980884109917
hu0.1606714628297362
lv0.15254237288135594
zh0.0990990990990991
be0.09090909090909091
uk0.08256880733944955
reliabletrue
passestrue
6
name"Isabella"
dialogue"Passaporto! Sì, ho il passaporto. Sono una studentessa. Studio qui. Ma devo dirvi qualcosa! C'era un uomo nel bosco e poi... e poi è scomparso! Ho paura!"
detectedLang"it"
heavyLang"it"
scores
it0.7958257713248639
ca0.5594713656387665
fr0.5217853347502657
ro0.4140625
pt0.4027869940278699
yo0.4015957446808511
es0.39999999999999997
tl0.34971098265895956
en0.34210526315789475
no0.3387215282880235
de0.33035714285714285
nl0.3171471927162367
lv0.2896606156274665
lt0.2890995260663507
sv0.28514694201747415
sq0.2822966507177033
da0.27594529364440873
et0.27007299270072993
sk0.2568125516102395
hr0.2340425531914894
pl0.2214532871972318
cs0.21602787456445993
is0.20913884007029876
fi0.17958067456700091
az0.16512059369202228
hu0.1501416430594901
tr0.14611005692599618
ms0.1262135922330097
sl0.12280701754385964
vi0.07975460122699386
reliabletrue
passestrue
7
name"Hunter"
dialogue"Look, I don't know what language you're speaking. Italian? Spanish? I need someone who can understand me. There's been a disappearance, and you might be a witness."
detectedLang"en"
heavyLang"en"
scores
en0.8133996801137373
tl0.517019319227231
no0.5016611295681063
da0.47262682069311907
de0.4582043343653251
nl0.44089456869009586
ro0.40711462450592883
yo0.3934142114384749
fr0.38668224299065423
sq0.37869822485207094
sv0.37200956937799046
cs0.36363636363636365
ms0.3514515132798023
it0.3445692883895131
pt0.32038834951456313
lt0.30921052631578944
es0.29435483870967744
et0.29435483870967744
hu0.2813141683778234
hr0.26004228329809725
is0.2589978828510938
ca0.2505353319057816
sk0.25
sl0.22850844966936076
pl0.2273730684326711
tr0.21230307576894225
fi0.20574886535552195
az0.2039423805913571
lv0.16534181240063595
eu0.12353923205342236
vi0.11242603550295857
be0.0625
uk0.05660377358490566
reliabletrue
passestrue
8
name"Isabella"
dialogue"Per favore, capiscano! Un uomo è scomparso! L'ho visto con i miei occhi! Ho delle foto!"
detectedLang"it"
heavyLang"it"
scores
it0.804177545691906
ca0.6103896103896105
es0.5723449750534569
no0.5264404104183109
pt0.4408201304753029
ro0.4355597365945437
da0.42748091603053434
fr0.42363112391930835
tl0.40711462450592883
sk0.4041708043694141
lv0.37823834196891193
en0.36238044633368754
yo0.35553168635875404
sl0.33847850055126794
sv0.3288590604026846
sq0.3281075027995521
hr0.3220338983050847
cs0.3103448275862069
lt0.3095512082853855
de0.29494712103407755
et0.28825622775800713
nl0.2673992673992674
fi0.25650557620817843
vi0.24433249370277077
pl0.23954372623574144
is0.1836734693877551
be0.1044776119402985
tr0.1044776119402985
hu0.10044977511244377
az0.09502262443438914
uk0.09502262443438914
reliabletrue
passestrue
9
name"Hunter"
dialogue"Call this number if you think of anything."
detectedLang"en"
heavyLang"en"
scores
en0.8405103668261563
tl0.6441281138790036
nl0.5161290322580645
yo0.4094488188976378
no0.37629937629937626
sv0.3723849372384937
is0.3630573248407643
ms0.3603411513859275
de0.3492407809110629
et0.34210526315789475
sq0.25
hu0.22879177377892032
da0.21465968586387435
cs0.20634920634920634
sk0.17355371900826447
sl0.17355371900826447
reliabletrue
passestrue
10
name"Isabella"
dialogue"Aspetti! Detective! Ho paura! Per favore non me ne lasci sola!"
detectedLang"it"
heavyLang"it"
scores
it0.7861097131353799
en0.6268656716417911
ca0.6122262773722628
fr0.6042830540037244
sq0.5792079207920792
ro0.5390455531453362
es0.5023419203747073
no0.5011737089201878
sl0.5
pt0.48547215496368035
nl0.4310575635876841
hr0.38583815028901736
cs0.3795620437956204
fi0.37037037037037035
lt0.3501529051987768
tl0.3491577335375191
sv0.3441358024691358
sk0.30668841761827076
tr0.2869127516778523
de0.2784380305602716
ms0.2784380305602716
da0.2595818815331011
lv0.19507575757575757
et0.18269230769230768
eu0.169921875
hu0.16173570019723865
is0.1533864541832669
reliabletrue
passestrue