AI BENCHY Compare

Kwaipilot: KAT-Coder-Air V2.5 vs Qwen: Qwen3.5-35B-A3B

Muhtasari

KAT-Coder-Air V2.5 (medium) inaongoza kwa average score: 6.2 vs 5.9. Qwen3.5-35B-A3B ina gharama ya chini ya benchmark: $0.012 vs $0.045. Qwen3.5-35B-A3B ni ya haraka zaidi: 3.37s vs 8.28s, na pass rates 47.6% vs 42.9%.

Muundo unaopendekezwaQwen3.5-35B-A3BIts score stays close to the best score here (5.9 vs 6.2), while costing about 4.0x less than KAT-Coder-Air V2.5 (medium).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-14

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14	Qwen3.5-35B-A3B Qwen3.5-35B-A3B none Toleo: 2026-02-24

Kipimo	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14	Qwen3.5-35B-A3B Qwen3.5-35B-A3B none Toleo: 2026-02-24
Alama	6.2	5.9
Nafasi	#115	#127
Uaminifu	9.7	10.0
Uthabiti	8.8	8.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	47.6%	42.9%
Majaribio yasiyo thabiti	3	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.562	0.230
Jumla ya gharama	$0.045	$0.012
Bei ya ingizo	$0.150 / 1M	$0.140 / 1M
Bei ya toleo	$0.600 / 1M	$1.000 / 1M
Jumla ya tokeni za ingizo	42,750	48,194
Tokeni za matokeo	7,759	4,343
Tokeni za hoja	56,357	0
Muda wa majibu (wastani)	8.28s	3.37s
Muda wa majibu (upeo)	48.19s	47.43s
Muda wa majibu (jumla)	173.80s	70.75s

Onyesho la kizazi

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#115 KAT-Coder-Air V2.5

medium

Gharama: $0.003
Muda: 23.7s
Tokeni: 4,924 tok

#127 Qwen3.5-35B-A3B

none

Gharama: $0.005
Muda: 28.4s
Tokeni: 4,518 tok

Modeli bora kwa alama

Alama dhidi ya gharama ya jumla

Muda wa majibu (wastani)

Alama vs Muda wa majibu (wastani)

Jumla ya tokeni za matokeo

Alama vs Jumla ya tokeni za matokeo

Mgawanyo wa kategoria

Kategoria:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	8.7	8.0	91.7%	1		3.79s	672	549	4,194
Qwen3.5-35B-A3B	3.4	7.9	16.7%	1		1.43s	696	574	0

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.6	7.0	22.2%	1		23.37s	7,893	5,199	29,973
Qwen3.5-35B-A3B	5.5	10.0	33.3%	0		1.39s	7,808	571	0

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		27.68s	15,132	372	4,816
Qwen3.5-35B-A3B	3.0	10.0	0.0%	0		47.43s	20,739	1,833	0

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		3.65s	7,776	268	1,881
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		1.16s	7,794	243	0

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		4.87s	771	487	4,454
Qwen3.5-35B-A3B	7.7	10.0	66.7%	0		485ms	789	15	0

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		9.81s	516	189	557
Qwen3.5-35B-A3B	6.5	3.4	66.7%	1		1.19s	522	114	0

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		1.50s	699	93	730
Qwen3.5-35B-A3B	6.3	10.0	50.0%	0		809ms	711	63	0

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.6	7.2	22.2%	1		1.87s	696	265	1,184
Qwen3.5-35B-A3B	3.7	7.4	22.2%	1		1.35s	714	655	0

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.77s	8,391	317	906
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		2.30s	8,211	264	0

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		15.74s	204	20	7,662
Qwen3.5-35B-A3B	3.0	10.0	0.0%	0		493ms	210	11	0

Ulinganisho wa haraka

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