Run: 2026-02-08-01KGYZH000615VFTFMM1W5BCDF

Run Details

Model:
Z.AI GLM 4.7
Test:
Language Writing
Scenario:
Character dialogue (Italian) in a story
Duration:
1m 19s
Cost:
$0.008232
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="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: "..." Hunter: "..." Isabella: "Scusi? Io non capisco. Non parlo inglese." Hunter: "Right. I'll keep it simple. The Apple Festival. Last night. You were taking photos by the old mill, correct?" Isabella: "(Italian) Il vecchio mulino? Sì... mi piace la luce lì. Ma... perché mi chiedi?" Hunter: "We had a report of a disturbance. A scream, maybe a struggle. Did you see anything? Anyone suspicious?" Isabella: "(Italian, looking nervous and clutching her camera) Un sospetto? No... non una persona. Ho visto... qualcosa di orribile. Un uomo nell'ombra." Hunter: "A man in the shadows. Okay. Can you describe him?" Isabella: "(Italian, voice shaking) Non potevo vedere la sua faccia! Era tutto velato. Ma ho sentito... ho sentito il rumore di qualcosa di pesante che colpiva l'acqua. Ho paura, signore." Hunter: "Ma'am, please, slow down. You saw a splash? Someone fell in?" Isabella: "(Italian, frantic, pointing at her camera) Sì! Un tonfo! Ho paura che abbiano fatto del male a qualcuno. La foto... la foto mostra tutto!" Hunter: "You have a photo? Look, I don't understand a word you're saying, but you seem terrified. Stay right there." (Hunter’s phone rings) Hunter: "Hunter. ... Yeah, I know. ... I'm on my way."
created_at"2026-02-08T15:58:21.58052+00:00" 2/8/2026, 3:58:21 PM
model"z-ai/glm-4.7-20251222"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency2455
moderation_latency(null)
generation_time78999
tokens_prompt261
tokens_completion3582
native_tokens_prompt268
native_tokens_completion3670
native_tokens_completion_images(null)
native_tokens_reasoning3329
native_tokens_cached6
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"
usage0.00823186
router(null)
provider_responses
0
id"2026020823570289db7ae3da4e436c"
status200
is_byokfalse
latency2455
endpoint_id"be4acbf5-9fcf-4332-a01d-76dfeb6d7b99"
provider_name"Z.AI"
model_permaslug"z-ai/glm-4.7-20251222"
api_type"completions"
id"gen-1770566221-LATf6dJu7WE3T5RXywxK"
upstream_id"2026020823570289db7ae3da4e436c"
total_cost0.00823186
cache_discount0.00000294
upstream_inference_cost0
provider_name"Z.AI"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Isabella"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
1
name"Hunter"
dialogue"..."
detectedLang""
heavyLang""
scores
reliablefalse
passestrue
2
name"Isabella"
dialogue"Scusi? Io non capisco. Non parlo inglese."
detectedLang"it"
heavyLang"it"
scores
it0.7904442581726739
es0.6345029239766081
pt0.5614035087719298
fr0.5173745173745175
en0.4877049180327869
yo0.43946188340807174
ca0.39320388349514557
ro0.39320388349514557
tl0.3718592964824121
et0.358974358974359
eu0.258160237388724
az0.21875
sk0.21875
hu0.21135646687697163
pl0.21135646687697163
cs0.20127795527156547
de0.20127795527156547
hr0.20127795527156547
lt0.20127795527156547
ms0.20127795527156547
nl0.20127795527156547
sl0.20127795527156547
da0.19093851132686085
lv0.19093851132686085
no0.19093851132686085
sq0.19093851132686085
sv0.19093851132686085
tr0.19093851132686085
reliabletrue
passestrue
3
name"Hunter"
dialogue"Right. I'll keep it simple. The Apple Festival. Last night. You were taking photos by the old mill, correct?"
detectedLang"en"
heavyLang"en"
scores
en0.7939124920735574
tl0.6823069403714564
fr0.6249278707443738
nl0.5538778311599176
es0.5060790273556232
ca0.448685326547922
pt0.44821731748726656
da0.4298245614035088
de0.4074749316317229
no0.40476190476190477
sq0.3981481481481482
cs0.37858508604206503
it0.3670886075949367
ro0.3512974051896207
sv0.3440968718466196
ms0.33605720122574056
sk0.3333333333333333
sl0.3319630010277493
pl0.3062966915688367
et0.2934782608695652
hr0.2903930131004367
yo0.28335170893054024
lv0.25287356321839083
lt0.24065420560747666
fi0.18032786885245902
az0.15364583333333331
tr0.11684782608695651
hi0.10591471801925723
is0.0984743411927878
hu0.09344490934449094
reliabletrue
passestrue
4
name"Isabella"
dialogue"Il vecchio mulino? Sì... mi piace la luce lì. Ma... perché mi chiedi?"
detectedLang"it"
heavyLang"it"
scores
it0.8131868131868133
fr0.6225577264653641
ro0.5314222712238148
tl0.5017584994138335
yo0.5005875440658049
es0.48856799037304455
ca0.4785276073619632
hu0.46473551637279603
sk0.45997458703939004
ms0.3501529051987768
sq0.3328100470957614
pl0.30327868852459017
no0.29401993355481726
pt0.2772108843537415
vi0.27597955706984667
cs0.2735042735042735
en0.2722602739726028
tr0.2685025817555938
lt0.24911660777385158
az0.21296296296296297
da0.20560747663551404
et0.1904761904761905
sl0.17794970986460348
hr0.1550695825049702
reliabletrue
passestrue
5
name"Hunter"
dialogue"We had a report of a disturbance. A scream, maybe a struggle. Did you see anything? Anyone suspicious?"
detectedLang"en"
heavyLang"en"
scores
en0.7935103244837758
tl0.6054114994363021
fr0.4942196531791907
nl0.48491537895511405
ro0.42244224422442245
cs0.4001713796058268
pt0.38971229293809934
de0.3854258121158911
es0.3843447669305189
no0.38217122683142096
sq0.37722419928825623
it0.3688007213706041
hr0.3451824134705332
ca0.34148635936030103
ms0.32367149758454106
sv0.31906614785992216
hu0.3076162215628091
et0.29435483870967744
yo0.29364278506559033
pl0.28205128205128205
sl0.2790937178166838
is0.2738589211618257
da0.26854754440961337
sk0.26160337552742613
az0.15560916767189384
lv0.15560916767189384
lt0.10485933503836317
tr0.0990990990990991
eu0.09090909090909091
vi0.09090909090909091
fi0.08256880733944955
reliabletrue
passestrue
6
name"Isabella"
dialogue"Un sospetto? No... non una persona. Ho visto... qualcosa di orribile. Un uomo nell'ombra."
detectedLang"it"
heavyLang"it"
scores
it0.8151719704275153
ca0.668205424120023
es0.6404002501563477
pt0.5329000812347685
lv0.5118845500848896
fr0.5034542314335061
ro0.4724770642201835
tl0.4631185807656396
en0.4329388560157791
sk0.4301288404360753
no0.3902439024390244
ms0.3047158403869408
sl0.30387409200968524
yo0.29274292742927427
hr0.28924598269468477
de0.28836633663366334
eu0.23638778220451526
cs0.222972972972973
lt0.21768707482993196
tr0.21232876712328766
sq0.20907840440165062
da0.2058011049723757
is0.19014084507042253
pl0.18899858956276447
vi0.14434523809523808
fi0.13273001508295626
sv0.1314199395770393
nl0.11538461538461538
hu0.0987460815047022
az0.09305993690851734
et0.09305993690851734
reliabletrue
passestrue
7
name"Hunter"
dialogue"A man in the shadows. Okay. Can you describe him?"
detectedLang"en"
heavyLang"en"
scores
en0.804921968787515
tl0.6281464530892449
es0.5723684210526315
nl0.5578231292517007
de0.5566166439290586
ro0.5416078984485191
sv0.5357142857142857
it0.5156482861400895
ca0.49139280125195617
yo0.49139280125195617
da0.4619205298013245
fr0.45286195286195285
no0.44349315068493156
sl0.42882249560632685
pt0.42781690140845074
tr0.41651705565529623
az0.41546762589928055
ms0.3992606284658041
cs0.3925233644859813
pl0.367704280155642
lv0.3538767395626242
lt0.3512974051896207
hu0.32432432432432434
sq0.3157894736842105
sk0.2857142857142857
hr0.2562929061784897
is0.1875
eu0.17721518987341772
vi0.17721518987341772
et0.16237113402061853
fi0.16237113402061853
reliabletrue
passestrue
8
name"Isabella"
dialogue"Non potevo vedere la sua faccia! Era tutto velato. Ma ho sentito... ho sentito il rumore di qualcosa di pesante che colpiva l'acqua. Ho paura, signore."
detectedLang"it"
heavyLang"it"
scores
it0.8103266596417282
fr0.5265649658074698
ro0.5108695652173912
ca0.5027624309392266
pt0.4532199270959903
es0.4353826850690088
ms0.41935483870967744
no0.3885869565217392
tl0.3775933609958506
en0.37716262975778553
sq0.358974358974359
sk0.31402439024390244
de0.3028659953524399
cs0.2628992628992629
yo0.25124792013311154
sl0.22945205479452058
eu0.22346850733390855
vi0.22346850733390855
nl0.2112182296231376
az0.20844327176781002
da0.20353982300884957
tr0.19714540588760038
fi0.1935483870967742
et0.16512059369202228
pl0.16201117318435754
hu0.0835030549898167
lt0.06735751295336788
sv0.06735751295336788
hr0.06542056074766354
lv0.06152241918665276
reliabletrue
passestrue
9
name"Hunter"
dialogue"Ma'am, please, slow down. You saw a splash? Someone fell in?"
detectedLang"en"
heavyLang"en"
scores
en0.765625
ro0.503968253968254
sl0.48700410396716826
tl0.4777158774373259
it0.4204018547140649
ms0.38825448613376834
sk0.38524590163934425
nl0.3760399334442596
pt0.3676222596964587
fr0.36655405405405406
de0.36332767402376914
cs0.358974358974359
es0.358974358974359
yo0.3556701030927836
pl0.33510638297872336
sv0.3119266055045872
hu0.2937853107344633
az0.29111531190926276
ca0.2661448140900196
hr0.2299794661190965
lt0.17943107221006563
tr0.17035398230088497
is0.16666666666666666
da0.1610738255033557
sq0.1610738255033557
eu0.15730337078651685
lv0.15730337078651685
no0.15730337078651685
vi0.15730337078651685
et0.14383561643835618
fi0.14383561643835618
reliabletrue
passestrue
10
name"Isabella"
dialogue"Sì! Un tonfo! Ho paura che abbiano fatto del male a qualcuno. La foto... la foto mostra tutto!"
detectedLang"it"
heavyLang"it"
scores
it0.817905918057663
ca0.656160458452722
es0.6039603960396039
no0.49324324324324326
ro0.48717948717948717
pt0.4814174589455489
fr0.4685562444641275
yo0.4470046082949309
sk0.42857142857142855
cs0.4230769230769231
da0.3896236012207528
hr0.3896236012207528
en0.3839835728952772
lv0.3743482794577685
sl0.35064935064935066
sv0.3435448577680525
pl0.3348115299334811
hu0.2822966507177033
tl0.2779783393501805
de0.2628992628992629
sq0.2583436341161928
et0.25
nl0.24242424242424243
ms0.21363040629095675
vi0.20424403183023873
fi0.1902834008097166
is0.18256130790190736
lt0.12023460410557184
tr0.1137370753323486
az0.1044776119402985
eu0.1044776119402985
reliabletrue
passestrue
11
name"Hunter"
dialogue"You have a photo? Look, I don't understand a word you're saying, but you seem terrified. Stay right there."
detectedLang"en"
heavyLang"en"
scores
en0.8206695005313497
da0.5411284840244731
tl0.5266479663394109
no0.4901812688821752
fr0.47956823438704704
de0.46
cs0.41910499139414803
sv0.4130434782608695
ro0.36079545454545453
pl0.3528283796740172
sq0.3440233236151603
ca0.3427458617332035
it0.3202416918429003
nl0.3181818181818182
sk0.30124223602484473
hu0.2976066597294485
yo0.29319371727748694
hr0.2710583153347732
tr0.26789587852494573
is0.23900789177001125
pt0.23900789177001125
es0.2303306727480046
az0.22502870264064295
et0.21875
lt0.17682926829268292
lv0.1646039603960396
vi0.1646039603960396
fi0.15307402760351316
sl0.11764705882352942
hi0.10239361702127658
be0.09395973154362416
eu0.09395973154362416
ms0.08536585365853659
uk0.08536585365853659
reliabletrue
passestrue
12
name"Hunter"
dialogue"Hunter. ... Yeah, I know. ... I'm on my way."
detectedLang"en"
heavyLang"en"
scores
en0.8003549245785271
pl0.5730550284629982
tl0.5730550284629982
ca0.5681381957773513
cs0.5417515274949084
sk0.5087336244541485
hr0.5022123893805309
no0.49776785714285715
da0.4955156950672646
et0.49095022624434387
sv0.4803695150115473
sq0.4617224880382775
fr0.44581280788177335
it0.44168734491315137
yo0.4186046511627907
fi0.39999999999999997
ro0.39839572192513373
tr0.3644067796610169
de0.281150159744409
hi0.27184466019417475
be0.23728813559322032
hu0.22945205479452058
az0.21875
is0.21875
lt0.21875
lv0.21875
nl0.21875
pt0.21875
uk0.21875
vi0.21875
ms0.2077464788732394
sl0.2077464788732394
reliabletrue
passestrue