Run: 2026-06-24-01KVX2ZWD23BKZVD3H41VMSV0P

Run Details

Model:
Z.AI GLM 5.2 (Reasoning, High)
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
40.5s
Cost:
$0.006830
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="Marie"> Marie is a 30-year old college student on a study abroad program. Born in France, she is fluent in French 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 French, 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: Marie 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 French, and Hunter looks confused. They talk for a while, until Hunter gets a call and has to leave. Return the dialogue between Marie and Hunter as a voice sheet: Marie: "..." Hunter: "..."

Model response

AI
Marie: "Oh, mon Dieu... ces photos... la nuit dernière... c'était si effrayant." Hunter: "Excuse me. Detective Hunter. I need to ask you a few questions about the incident down by the festival grounds last night. I noticed you have a camera. Did you take any pictures?" Marie: "Je... je ne comprends pas. C'était horrible. Il y avait cet homme près des pommiers, et puis... il a juste disparu. J'ai des frissons juste en y pensant." Hunter: "I'm sorry, what? I don't follow. Do you speak English? I need a statement regarding the disappearance." Marie: "Français. Je parle français. S'il vous plaît, regardez. Sur l'appareil photo. La silhouette sombre dans le brouillard. Je l'ai vu tomber, mais quand je me suis approchée, il n'y avait plus personne." Hunter: "Photos? Appareil photo... you're pointing at the camera. Look, I don't speak a word of French. Are you telling me you saw something? Did you take a picture of the guy?" Marie: "Oui, oui ! Des photos ! Regardez l'écran ! Vous voyez ? L'ombre sous l'arbre. C'est là que la femme a disparu la semaine dernière, n'est-ce pas ? J'ai lu les affiches..." Hunter: "Woman? Photos? You keep mentioning something about a woman... I'm guessing you're trying to tell me you captured something on film. Great. A prime witness in a missing persons case and we have a language barrier the size of the Atlantic. Do you have anyone with you? A translator?" Marie: "Je suis seule ici. Programme d'échange universitaire. Je ne connais personne en ville. S'il vous plaît, vous devez comprendre, cette chose dans l'ombre... ce n'était pas normal. J'ai si peur de rester seule maintenant." Hunter: "I have absolutely no idea what you're saying, but you look shaken up. Stay right here. Don't leave this cafe. I'm going to find someone at the college who speaks... whatever this is. Just keep that camera safe." Marie: "Quoi ? Vous partez ? Mais nous devons examiner les clichés ! Et si la silhouette revient ce soir ?" Hunter: "I really wish I knew what that meant. Hold on. Detective Hunter... What? When? I'm on my way. Don't touch anything." Marie: "Il répond à son téléphone... Attendez ! Ne me laissez pas seule avec ça ! Revenez !"
created_at"2026-06-24T15:11:46.606Z" 6/24/2026, 3:11:46 PM
model"z-ai/glm-5.2-20260616"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency3478
moderation_latency(null)
generation_time40452
tokens_prompt316
tokens_completion1481
native_tokens_prompt274
native_tokens_completion1465
native_tokens_completion_images(null)
native_tokens_reasoning901
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)
usage0.0068296
router(null)
provider_responses
0
endpoint_id"442ea97f-ad5e-40d5-b9a6-66e9e0417dce"
id"20260624231146bc6b22e4dcb842a2"
is_byokfalse
latency3478
model_permaslug"z-ai/glm-5.2-20260616"
provider_name"Z.AI"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.16.0; linux; x64))"
http_referer(null)
request_id"req-1782313906-ZZq9x0TDKr4k41CbNXIB"
session_id(null)
preset_id(null)
api_type"completions"
id"gen-1782313906-HgR4xlIhVGztE2Zum8C6"
upstream_id"20260624231146bc6b22e4dcb842a2"
total_cost0.0068296
cache_discount(null)
upstream_inference_cost0
provider_name"Z.AI"
response_cache_source_id(null)
data_region"global"

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Oh, mon Dieu... ces photos... la nuit dernière... c'était si effrayant."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8051948051948052
tl0.47058823529411764
es0.44306930693069313
ca0.4367959949937422
nl0.3967828418230563
ro0.3967828418230563
it0.3894165535956581
yo0.32330827067669177
sq0.3119266055045872
no0.2694805194805195
en0.267100977198697
hi0.256198347107438
lt0.2524916943521595
sk0.21465968586387435
tr0.21052631578947367
cs0.20913884007029876
sl0.19786096256684493
vi0.15730337078651685
pt0.15094339622641512
da0.14772727272727273
de0.1362763915547025
lv0.1362763915547025
reliabletrue
passestrue
1
name"Hunter"
dialogue"Excuse me. Detective Hunter. I need to ask you a few questions about the incident down by the festival grounds last night. I noticed you have a camera. Did you take any pictures?"
detectedLang"en"
heavyLang"en"
scores
en0.8039728175640355
tl0.628957783641161
fr0.6177370030581039
ca0.5683039140445126
it0.55
da0.5257166947723441
ro0.5142487046632124
no0.5004440497335702
nl0.4925575101488498
pt0.48012939001848426
es0.4703389830508474
cs0.4609487302347867
sq0.42514052120592744
sv0.4242579324462641
sl0.4212962962962963
sk0.41283924843423797
et0.4113029827315541
hr0.3815283122594832
de0.3658399098083427
pl0.3541905855338691
ms0.32228915662650603
yo0.3177683444511825
lv0.3161094224924012
lt0.27838357921744705
az0.26035502958579887
hu0.23677069199457262
tr0.15477084898572502
fi0.1515837104072398
is0.10926365795724466
vi0.10572337042925278
be0.058577405857740586
eu0.058577405857740586
uk0.05303030303030303
reliabletrue
passestrue
2
name"Marie"
dialogue"Je... je ne comprends pas. C'était horrible. Il y avait cet homme près des pommiers, et puis... il a juste disparu. J'ai des frissons juste en y pensant."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8048048048048048
ca0.6195864221615295
es0.5110330992978938
en0.48110697179350714
da0.4610281923714759
nl0.4553072625698324
it0.43965517241379315
ro0.4390103567318757
et0.436741767764298
de0.4244391971664699
sv0.4033047735618115
no0.3985194324491055
pt0.3781887755102041
sl0.3564356435643564
lt0.34387617765814266
cs0.30604982206405695
eu0.2893586005830903
hr0.28884026258205686
lv0.2883211678832117
pl0.282560706401766
tl0.2820324005891017
sq0.2799113737075332
tr0.27238805970149255
sk0.2608036391205459
fi0.24301242236024848
is0.22741679873217116
yo0.2243436754176611
ms0.22
az0.20147420147420148
hu0.19620774938169827
vi0.14698162729658792
reliabletrue
passestrue
3
name"Hunter"
dialogue"I'm sorry, what? I don't follow. Do you speak English? I need a statement regarding the disappearance."
detectedLang"en"
heavyLang"en"
scores
en0.8051224944320714
tl0.6280552603613176
it0.5367306419589676
no0.5192307692307693
fr0.5128740431454419
da0.5063469675599436
sq0.4868035190615836
nl0.48491537895511405
cs0.47800149142431025
hr0.4728915662650602
sk0.4560994560994561
yo0.4514106583072101
sv0.44400317712470216
ro0.43273905996758516
pt0.42857142857142855
pl0.4186046511627907
ms0.40273037542662116
ca0.3996569468267582
de0.33269780743565297
es0.32627526467757456
sl0.32432432432432434
et0.31640625
lt0.2985971943887776
hu0.29006085192697767
az0.27007299270072993
vi0.2584745762711864
is0.23076923076923078
tr0.2273730684326711
lv0.21875
be0.09090909090909091
eu0.09090909090909091
fi0.08256880733944955
uk0.08256880733944955
reliabletrue
passestrue
4
name"Marie"
dialogue"Français. Je parle français. S'il vous plaît, regardez. Sur l'appareil photo. La silhouette sombre dans le brouillard. Je l'ai vu tomber, mais quand je me suis approchée, il n'y avait plus personne."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7922897972748422
it0.5538900785153462
ca0.4669509594882729
en0.45957630782533504
es0.43946188340807174
ro0.37468734367183587
nl0.3586454592098512
pt0.3475991649269311
sl0.3441762854144806
de0.33862433862433866
tl0.3293991416309013
no0.324689357104268
da0.3131868131868132
yo0.30632630410654826
hu0.28815489749430523
sq0.2590397154712507
cs0.2546213476446034
sk0.24653405666063893
ms0.23547400611620795
hr0.22839506172839508
sv0.22744128553770088
tr0.22118380062305293
az0.19717405266538213
et0.19093851132686085
pl0.1867273910214704
fi0.1830065359477124
is0.14030261348005504
lv0.13374913374913375
vi0.12770411723656666
lt0.09747292418772564
eu0.06015037593984962
hi0.058025621703089676
reliabletrue
passestrue
5
name"Hunter"
dialogue"Photos? Appareil photo... you're pointing at the camera. Look, I don't speak a word of French. Are you telling me you saw something? Did you take a picture of the guy?"
detectedLang"en"
heavyLang"en"
scores
en0.8049161139289894
tl0.6324880558618154
fr0.5329285380663241
it0.4686503719447397
no0.4574064026044492
nl0.44659656889872723
ro0.43052391799544415
ms0.3993993993993994
da0.3943064809206541
es0.3706733794839521
pt0.3531694695989651
sv0.35064935064935066
de0.34469200524246396
sq0.3346640053226879
yo0.331997327989312
ca0.30891499654457505
hr0.2877492877492877
cs0.28724162508909473
sl0.251497005988024
pl0.2441421012849584
lt0.2372234935163997
et0.23605805958747134
is0.23195084485407066
hu0.1823385118560916
lv0.16943521594684383
sk0.16805324459234608
tr0.1281604184829991
fi0.12126537785588754
az0.11738746690203002
vi0.11738746690203002
hi0.07149489322191271
be0.06542056074766354
eu0.06542056074766354
uk0.059266227657572904
reliabletrue
passestrue
6
name"Marie"
dialogue"Oui, oui ! Des photos ! Regardez l'écran ! Vous voyez ? L'ombre sous l'arbre. C'est là que la femme a disparu la semaine dernière, n'est-ce pas ? J'ai lu les affiches..."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8107084910762575
ca0.5526203664252237
es0.5196706312900274
it0.4675456389452333
en0.40442427680090753
ro0.3944636678200692
de0.38917975567190227
pt0.36247723132969034
tl0.3114754098360656
nl0.29149797570850206
yo0.2778541953232462
sq0.24623115577889448
no0.24132947976878616
vi0.22850844966936076
ms0.20754716981132076
lt0.1941673062164236
fi0.18032786885245902
cs0.1606714628297362
sk0.15932746196957567
tr0.15797914995990378
da0.14215686274509806
hu0.12935323383084577
et0.12790697674418602
lv0.11838790931989925
hr0.09638554216867469
pl0.09090909090909091
sl0.07894736842105263
hi0.06832298136645963
is0.06666666666666668
az0.0625
eu0.0625
sv0.05660377358490566
reliabletrue
passestrue
7
name"Hunter"
dialogue"Woman? Photos? You keep mentioning something about a woman... I'm guessing you're trying to tell me you captured something on film. Great. A prime witness in a missing persons case and we have a language barrier the size of the Atlantic. Do you have anyone with you? A translator?"
detectedLang"en"
heavyLang"en"
scores
en0.8116479311169577
tl0.6180892337536372
nl0.5209854014598541
fr0.5150862068965517
da0.4924266838543345
ro0.473420260782347
no0.4648318042813456
pt0.4479495268138801
de0.43790149892933616
ca0.4312026002166848
it0.4287268770402612
sv0.4181751015884743
ms0.3937644341801385
es0.3892981775882125
cs0.3869209809264305
sq0.3833202819107283
hr0.38016528925619836
yo0.3762376237623763
pl0.36594202898550726
sl0.3633791430881164
et0.33488175675675674
sk0.3289305496378356
lt0.327210593763349
lv0.3086040386303775
is0.2921348314606742
tr0.26675977653631283
fi0.2456896551724138
az0.17625523012552302
eu0.16666666666666666
hu0.15865384615384615
vi0.14587852494577006
hi0.09274193548387095
reliabletrue
passestrue
8
name"Marie"
dialogue"Je suis seule ici. Programme d'échange universitaire. Je ne connais personne en ville. S'il vous plaît, vous devez comprendre, cette chose dans l'ombre... ce n'était pas normal. J'ai si peur de rester seule maintenant."
detectedLang"fr"
heavyLang"fr"
scores
fr0.806147881473276
ca0.612938899640586
en0.5716034271725826
no0.5381062355658198
da0.5319291206954195
it0.5281429052915403
ro0.521203830369357
es0.5210400273691413
nl0.5172413793103449
tl0.5058242146134839
de0.46605644546147984
pt0.4431185361972952
sq0.44267515923566875
sv0.4341147938561034
lt0.42004971002485497
sl0.4045087196937473
tr0.38461538461538464
lv0.35095039406583217
hr0.35034802784222735
cs0.3411764705882353
ms0.3346007604562738
et0.33014354066985646
sk0.32038834951456313
hu0.3089832181638697
fi0.3020937188434696
yo0.2654774396642183
az0.2391304347826087
pl0.22865013774104684
is0.18557300756253636
eu0.16417910447761194
zh0.051490514905149054
reliabletrue
passestrue
9
name"Hunter"
dialogue"I have absolutely no idea what you're saying, but you look shaken up. Stay right here. Don't leave this cafe. I'm going to find someone at the college who speaks... whatever this is. Just keep that camera safe."
detectedLang"en"
heavyLang"en"
scores
en0.821281275776739
tl0.5750245178162798
da0.44420692603676787
no0.44301628106255353
nl0.4093593820990459
ca0.3599212210733629
sv0.3516209476309227
fr0.3207941483803553
yo0.31470743278861363
it0.2903930131004367
es0.29000546149645007
ro0.26136363636363635
sk0.2541594951233505
sq0.2537313432835821
pt0.24330616996507565
lv0.22572960095294817
cs0.2248062015503876
hr0.214975845410628
de0.2125984251968504
pl0.20537897310513448
et0.18952618453865336
tr0.16559691912708602
ms0.14865749836280287
hu0.1452991452991453
lt0.11383776414451262
is0.10652920962199314
sl0.08515130190007038
fi0.05660377358490566
be0.051094890510948905
az0.046221570066030816
uk0.046221570066030816
vi0.046221570066030816
reliabletrue
passestrue
10
name"Marie"
dialogue"Quoi ? Vous partez ? Mais nous devons examiner les clichés ! Et si la silhouette revient ce soir ?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8030255278915852
ca0.5880026367831246
it0.5665742024965326
ro0.5506829618979152
no0.54644412191582
en0.523990860624524
es0.5011971268954509
pt0.44246208742194465
da0.436429215509468
tl0.4191449814126394
de0.41588785046728977
sq0.405893536121673
nl0.388454011741683
yo0.3047830923248054
sl0.28325688073394495
et0.2664319248826291
sv0.26035502958579887
tr0.26035502958579887
sk0.22934648581997535
cs0.2255266418835192
hu0.2255266418835192
lt0.19041450777202074
hr0.17871222076215507
fi0.14733969986357437
vi0.11847672778561354
az0.11347517730496455
eu0.11347517730496455
lv0.10329985652797705
ms0.10071942446043164
pl0.10071942446043164
reliabletrue
passestrue
11
name"Hunter"
dialogue"I really wish I knew what that meant. Hold on. Detective Hunter... What? When? I'm on my way. Don't touch anything."
detectedLang"en"
heavyLang"en"
scores
en0.8225085458848278
tl0.5700636942675159
fr0.46471054718477395
ca0.44807849550286183
da0.4135534317984361
ro0.4135534317984361
sq0.40318302387267907
it0.3869209809264305
cs0.37267657992565056
pl0.35344827586206895
no0.34908389585342336
hr0.34593023255813954
pt0.31955645161290325
sk0.30769230769230765
sv0.2894736842105263
es0.27884615384615385
de0.25824175824175827
et0.24327354260089684
nl0.23208191126279862
ms0.22502870264064295
sl0.21875
yo0.1935483870967742
fi0.1818181818181818
tr0.16044776119402984
az0.15730337078651685
lt0.15730337078651685
lv0.15730337078651685
hi0.11067193675889328
be0.09395973154362416
hu0.09029649595687331
is0.08536585365853659
uk0.08536585365853659
vi0.08536585365853659
reliabletrue
passestrue
12
name"Marie"
dialogue"Il répond à son téléphone... Attendez ! Ne me laissez pas seule avec ça ! Revenez !"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8238897396630934
it0.47440585009140773
es0.451858913250715
ca0.45133587786259544
en0.4318181818181818
pt0.4072164948453608
sq0.40166493236212286
tr0.37904967602591794
nl0.36323366555924697
lt0.36252771618625274
no0.3473325766174802
ro0.3290548424737456
az0.28125
sl0.2730720606826802
lv0.2374005305039788
hu0.22818791946308725
ms0.22611036339165547
de0.222972972972973
fi0.22086720867208673
cs0.21768707482993196
et0.21768707482993196
da0.2144808743169399
tl0.20907840440165062
eu0.19692737430167598
yo0.1726618705035971
hr0.16424418604651161
sv0.10156250000000001
reliabletrue
passestrue