Run: 2026-04-24-01KQ05A1TJWG9KX6Z0VRSY2EBZ

Run Details

Model:
Z.AI GLM 4.5 Air
Test:
Language Writing
Scenario:
Character dialogue (French) in a story
Duration:
7.6s
Cost:
$0.000489
Provider:
SiliconFlow

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
**Voice Sheet: Marie & Hunter** **Marie:** (Looking down at her camera, then up at Hunter with troubled eyes) "Pardonnez-moi, je ne comprends pas ce que vous dites." **Hunter:** (Sighs slightly) "Ma'am, I need to ask you about some things you might have seen yesterday evening near the old mill. Were you in that area?" **Marie:** (Shakes head, eyes wide with concern) "Non, non. Je suis étudiante. Je ne suis que ici pour prendre des photos. Mais... j'ai entendu des bruits étranges hier soir. Des cris." **Hunter:** (Leans forward, confused) "Screams? You heard screams? Can you tell me more about where you were when you heard this?" **Marie:** (Points vaguely in the direction of the mill, speaking rapidly in French) "J'étais près du pont, en train de photographier le coucher du soleil. J'ai entendu des bruits de lutte et puis... cri. Un cri terrible. J'ai eu peur, alors je suis partie." **Hunter:** (Rubbing his temples) "Look, I don't understand what you're saying. Do you speak any English at all?" **Marie:** (Shakes head, looking frustrated) "Je ne parle pas anglais. Je suis française. Je suis désolée." **Hunter:** (Pulls out notepad and pen, writes something, tears off paper, and hands it to Marie) "My name is Detective Hunter. I'm investigating some disappearances. If you remember anything else, call me. Please?" **Marie:** (Takes the note, looks at it, then back at Hunter) "Oui. Hunter. Je vous promets que si je me souviens de quoi que ce soit, je vous appellerai." **Hunter:** (Nods, satisfied) "Thank you. I appreciate your help. Try to stay safe." **Marie:** (Watches as Hunter walks away, then looks back at her camera, troubled) "Oh là là... qu'est-ce qui se passe dans cette ville?" (Hunter's phone rings, he answers quickly) **Hunter:** (Into phone) "Hunter... What? Another one? I'm on my way." (Hangs up, gives Marie an apologetic look) "Sorry, I have to go. Stay alert." **Marie:** (Nods slowly, still looking shaken) "Bon... bon courage."
created_at"2026-04-24T16:31:31.17Z" 4/24/2026, 4:31:31 PM
model"z-ai/glm-4.5-air"
app_id182717
external_user(null)
streamedtrue
cancelledfalse
latency1262
moderation_latency(null)
generation_time7409
tokens_prompt316
tokens_completion525
native_tokens_prompt272
native_tokens_completion524
native_tokens_completion_images(null)
native_tokens_reasoning0
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"
usage0.00048872
router(null)
provider_responses
0
endpoint_id"f7dc79ca-bbbd-41a1-8eef-616d981ff1cb"
id"019dc0550b3e4255d004fcef631b540b"
is_byokfalse
latency1262
model_permaslug"z-ai/glm-4.5-air"
provider_name"SiliconFlow"
status200
user_agent"langchainjs-openai/1.0.0 ((node/v24.14.1; linux; x64))"
http_referer(null)
request_id"req-1777048291-KdJo75jZU2LUUkGByPkI"
session_id(null)
api_type"completions"
id"gen-1777048291-eJJ95WwLEBfzD1HfL9q1"
upstream_id"019dc0550b3e4255d004fcef631b540b"
total_cost0.00048872
cache_discount(null)
upstream_inference_cost0
provider_name"SiliconFlow"
response_cache_source_id(null)

Evaluation details

Result Evaluator Details Meta Data
100.00% Parse dialogue n/a
dialogue
0
name"Marie"
dialogue"Pardonnez-moi, je ne comprends pas ce que vous dites."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7831116252168884
ca0.625
lt0.5664739884393063
es0.5503597122302158
it0.4973190348525469
pt0.4939271255060729
ro0.4863013698630137
cs0.4673295454545454
nl0.4509516837481699
sl0.44526627218934917
en0.4444444444444444
hr0.43095599393019723
sq0.38825448613376834
ms0.3842364532019704
de0.37913907284768217
tl0.3093922651933701
yo0.3029739776951673
sk0.27884615384615385
lv0.21548117154811713
tr0.20042643923240938
pl0.19527896995708155
fi0.19006479481641467
hu0.17943107221006563
et0.1610738255033557
reliabletrue
passestrue
1
name"Hunter"
dialogue"Ma'am, I need to ask you about some things you might have seen yesterday evening near the old mill. Were you in that area?"
detectedLang"en"
heavyLang"en"
scores
en0.8225648556045032
tl0.5983379501385041
da0.5292207792207793
nl0.511455525606469
no0.4861800141743444
sv0.4528301886792453
yo0.40476190476190477
it0.3679163034001744
de0.34743474347434744
pl0.32242990654205606
ro0.3055555555555556
cs0.3022136669874879
sl0.275
is0.2647058823529412
hr0.2602040816326531
sq0.22625400213447172
sk0.21959095801937567
et0.21790722761596548
lv0.2032967032967033
lt0.18721973094170402
ms0.17425968109339407
fr0.1733181299885975
az0.16857798165137614
ca0.15990730011587484
pt0.11042944785276074
es0.09600997506234414
be0.0880503144654088
tr0.0880503144654088
hu0.0845959595959596
uk0.0799492385786802
vi0.0799492385786802
reliabletrue
passestrue
2
name"Marie"
dialogue"Non, non. Je suis étudiante. Je ne suis que ici pour prendre des photos. Mais... j'ai entendu des bruits étranges hier soir. Des cris."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8096446700507615
ca0.58307597282273
pt0.5354439091534756
es0.48394495412844035
en0.4337248322147651
de0.4186046511627907
it0.4010647737355812
nl0.375
sl0.3673851921274602
cs0.3577545195052331
hr0.3503368623676612
sk0.33035714285714285
da0.28722280887011614
no0.28722280887011614
tl0.26789587852494573
tr0.25824175824175827
sq0.23295454545454544
ro0.22502870264064295
eu0.22413793103448276
lt0.22055427251732102
lv0.2049469964664311
sv0.20023696682464456
yo0.1945107398568019
ms0.12109375000000001
pl0.11879895561357702
fi0.11533420707732633
hu0.1083223249669749
et0.10239361702127658
hi0.10239361702127658
reliabletrue
passestrue
3
name"Hunter"
dialogue"Screams? You heard screams? Can you tell me more about where you were when you heard this?"
detectedLang"en"
heavyLang"en"
scores
en0.8393574297188755
tl0.5391705069124424
sq0.3610223642172524
sl0.3055555555555556
de0.2805755395683453
es0.20318725099601595
et0.1919191919191919
fr0.18533604887983707
no0.18533604887983707
pt0.18032786885245902
ms0.17355371900826447
nl0.17355371900826447
it0.16666666666666666
cs0.16317991631799164
hr0.16317991631799164
az0.16142557651991615
ca0.16142557651991615
tr0.16142557651991615
fi0.15789473684210525
reliabletrue
passestrue
4
name"Marie"
dialogue"J'étais près du pont, en train de photographier le coucher du soleil. J'ai entendu des bruits de lutte et puis... cri. Un cri terrible. J'ai eu peur, alors je suis partie."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8037963131958387
ca0.6002231312755671
en0.5131340579710145
nl0.47714007782101164
da0.47458455522971654
es0.4651741293532338
no0.45761856710393545
de0.43569553805774275
ro0.42513368983957217
it0.3987695749440716
sv0.3867655447803765
eu0.3570574162679426
pt0.349273607748184
yo0.33600988264360715
tl0.33188315724052203
sl0.31875792141951836
cs0.2847638057218896
hu0.2652084757347915
sk0.25964187327823696
tr0.24295774647887322
lv0.240819209039548
hr0.2255043227665706
lt0.21418128654970758
et0.21245421245421245
pl0.16988416988416988
fi0.16602017067494182
az0.16081186572989853
sq0.16015625
is0.11083540115798181
ms0.11009933774834438
vi0.08432708688245316
hi0.06684027777777778
reliabletrue
passestrue
5
name"Hunter"
dialogue"Look, I don't understand what you're saying. Do you speak any English at all?"
detectedLang"en"
heavyLang"en"
scores
en0.8219131614654003
no0.5914396887159533
da0.5668316831683169
tl0.5625
sv0.4842829076620825
cs0.4324324324324324
pl0.3979357798165138
de0.39095127610208813
hr0.38668224299065423
sq0.38089622641509435
sk0.3581907090464548
ca0.34045226130653267
ro0.3101182654402102
it0.26264044943820225
nl0.2532005689900427
vi0.24892703862660948
tr0.2446043165467626
yo0.2391304347826087
pt0.2290748898678414
et0.22337278106508876
is0.20694864048338368
sl0.18604651162790697
ms0.12060301507537688
be0.11764705882352942
hu0.11317567567567569
az0.10714285714285714
lt0.10714285714285714
lv0.10714285714285714
uk0.10714285714285714
reliabletrue
passestrue
6
name"Marie"
dialogue"Je ne parle pas anglais. Je suis française. Je suis désolée."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8025944726452341
sl0.6300211416490487
ca0.5911214953271028
sq0.5668316831683169
cs0.5580808080808082
hr0.5478036175710594
lt0.5472186287192755
sk0.5056497175141244
nl0.5035460992907801
it0.47994056463595847
lv0.47368421052631576
ro0.4720965309200603
en0.44356120826709056
yo0.40978077571669475
pl0.3944636678200692
de0.38704028021015763
pt0.38704028021015763
hu0.3848857644991213
es0.38380281690140844
tr0.38162544169611307
ms0.37050359712230213
et0.28716904276985744
no0.2768595041322314
az0.2753623188405797
da0.2647058823529412
sv0.2647058823529412
fi0.2009132420091324
eu0.18604651162790697
tl0.1606714628297362
is0.14425427872860636
reliabletrue
passestrue
7
name"Hunter"
dialogue"My name is Detective Hunter. I'm investigating some disappearances. If you remember anything else, call me. Please?"
detectedLang"en"
heavyLang"en"
scores
en0.8069963811821471
tl0.5987963891675026
nl0.5528228060368922
fr0.5518207282913166
pt0.4939911448450348
ro0.47368421052631576
ms0.4467496542185339
no0.4378074490513001
it0.43661971830985913
de0.43342776203966005
sv0.4240460763138949
ca0.4016454749439043
es0.3930197268588771
sq0.3930197268588771
sl0.36908517350157727
da0.3610223642172524
is0.32432432432432434
cs0.313893653516295
sk0.3055555555555556
hu0.2926613616268789
yo0.27862939585211904
et0.27404718693284935
hr0.2530345471521942
lv0.15254237288135594
fi0.14346895074946467
lt0.13606911447084233
az0.12854030501089325
pl0.1031390134529148
tr0.06868451688009314
reliabletrue
passestrue
8
name"Marie"
dialogue"Oui. Hunter. Je vous promets que si je me souviens de quoi que ce soit, je vous appellerai."
detectedLang"fr"
heavyLang"fr"
scores
fr0.7967479674796748
it0.5908346972176759
es0.5794785534062238
nl0.5598591549295775
ca0.5579133510167993
en0.5335820895522388
ro0.5265151515151516
pt0.5224450811843362
no0.5078740157480316
sl0.5004995004995005
de0.47643979057591623
sq0.47643979057591623
cs0.4686503719447397
da0.46120689655172414
tl0.45652173913043476
yo0.4318181818181818
ms0.40617577197149646
sv0.40119760479041916
sk0.34895833333333337
hr0.3368700265251989
tr0.33065595716198126
lv0.2867332382310985
et0.2857142857142857
lt0.24812030075187969
fi0.2389649923896499
pl0.23547400611620795
hu0.1624790619765494
eu0.12280701754385964
az0.11190053285968028
reliabletrue
passestrue
9
name"Hunter"
dialogue"Thank you. I appreciate your help. Try to stay safe."
detectedLang"en"
heavyLang"en"
scores
en0.8171074845244796
tl0.4953416149068323
cs0.49139280125195617
it0.48899371069182396
pl0.44539249146757676
hr0.43965517241379315
no0.43868739205526774
da0.42781690140845074
yo0.4080145719489982
vi0.3902439024390244
sk0.385633270321361
lv0.36274509803921573
ro0.35258964143426297
lt0.3394308943089431
tr0.3114406779661017
et0.3010752688172043
ca0.29805615550755943
sv0.29805615550755943
sq0.2919389978213508
sl0.2713004484304933
nl0.23529411764705882
fr0.23349056603773585
es0.2111650485436893
ms0.1935483870967742
pt0.19154228855721395
be0.17721518987341772
hu0.1709183673469388
az0.16237113402061853
is0.16237113402061853
uk0.16237113402061853
reliabletrue
passestrue
10
name"Marie"
dialogue"Oh là là... qu'est-ce qui se passe dans cette ville?"
detectedLang"fr"
heavyLang"fr"
scores
fr0.8268184067293419
da0.6608527131782945
it0.6406570841889117
no0.6085011185682326
ca0.5603015075376884
sv0.5351925630810093
nl0.4992846924177396
et0.47994056463595847
de0.47761194029850745
pt0.4672754946727549
fi0.45652173913043476
ro0.42716857610474634
en0.39130434782608703
es0.36363636363636365
yo0.35779816513761464
sq0.3433395872420263
hu0.34210526315789475
vi0.30966469428007887
tl0.30417495029821073
cs0.279835390946502
hr0.2753623188405797
sl0.2738589211618257
is0.2677824267782427
tr0.1898148148148148
ms0.1566265060240964
reliabletrue
passestrue
11
name"Hunter"
dialogue"Sorry, I have to go. Stay alert."
detectedLang"en"
heavyLang"en"
scores
en0.7646443514644352
da0.6341463414634145
pl0.6212121212121212
no0.6192893401015229
tl0.6017699115044248
ca0.5833333333333334
yo0.5722433460076045
hr0.53125
cs0.5119305856832972
it0.4886363636363637
sk0.4755244755244755
lv0.45121951219512196
pt0.44029850746268656
lt0.4260204081632653
ro0.4260204081632653
sv0.38016528925619836
sq0.3732590529247911
sl0.34971098265895956
es0.2549668874172185
be0.23728813559322032
tr0.23728813559322032
hu0.22945205479452058
az0.21875
et0.21875
is0.21875
uk0.21875
vi0.21875
reliabletrue
passestrue
12
name"Marie"
dialogue"Bon... bon courage."
detectedLang"fr"
heavyLang"fr"
scores
fr0.8096446700507615
en0.7272727272727273
tl0.6794871794871795
ca0.5989304812834225
de0.5562130177514794
da0.4863013698630137
hr0.4863013698630137
it0.4863013698630137
nl0.4863013698630137
ro0.4863013698630137
reliabletrue
passestrue