KAT Coder AIR V2.5 vs Qwen3.5-9B (medium)

Modeli zilizolinganishwa

Nafasi: #334
Jumla ya tokeni za matokeo: 97,752
Muda wa majibu (wastani): 11.96s
Jumla ya gharama: $0.070

Nafasi: #346
Jumla ya tokeni za matokeo: 458,993
Muda wa majibu (wastani): 110.18s
Jumla ya gharama: $0.106

Muundo unaopendekezwa KAT Coder AIR V2.5

It has the best score here (4.4), while costing about 1.5x less than Qwen3.5-9B (medium).

Ulinganisho wa kina

Kipimo	KAT Coder AIR V2.5 KAT Coder AIR V2.5 none Toleo: 2026-07-14	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02

Kipimo	KAT Coder AIR V2.5 KAT Coder AIR V2.5 none Toleo: 2026-07-14	Qwen3.5-9B Qwen3.5-9B medium Toleo: 2026-03-02
Alama	4.4	4.0
Nafasi	#334	#346
Uaminifu	10.0	8.7
Uthabiti	7.4	7.9
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	34.8%	26.1%
Majaribio yasiyo thabiti	7	6
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	1.382	3.523
Jumla ya gharama	$0.070	$0.106
Bei ya ingizo	$0.150 / 1M	$0.100 / 1M
Bei ya toleo	$0.600 / 1M	$0.150 / 1M
Bei ya kusoma akiba	Haipo	Haipo
Bei ya kuandika akiba	Haipo	Haipo
Jumla ya tokeni za ingizo	69,376	387,323
Tokeni za matokeo	97,752	48,562
Tokeni za hoja	0	410,431
Muda wa majibu (wastani)	11.96s	110.18s
Muda wa majibu (upeo)	121.05s	569.97s
Muda wa majibu (jumla)	275.18s	1873.00s
Vigezo	~35B jumla (~3B vinavyotumika)	9B
Upatikanaji	Imefungwa	Chanzo huria

Bei za akiba zinahusu tokeni za ingizo. Kusoma hutumia tena maelekezo yaliyohifadhiwa; kuandika huyahifadhi na kunaweza kuongeza gharama. Tokeni za matokeo hutumia bei ya matokeo.

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#334 KAT Coder AIR V2.5

none

Gharama: $0.002
Muda: 14.5s
Tokeni: 2,619 tok

#346 Qwen3.5-9B

medium

Gharama: $0.001
Muda: 35.9s
Tokeni: 3,030 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:

Kazi za mawakala	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		1.07s	0	0	0
Qwen3.5-9B	5.2	3.2	33.3%	1		152.85s	370,128	1,827	43,724

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	5.3	5.6	50.0%	2		2.68s	672	3,044	0
Qwen3.5-9B	5.1	5.8	50.0%	2		34.44s	369	2,621	12,411

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	3.3	9.6	0.0%	0		14.31s	6,472	16,918	0
Qwen3.5-9B	2.9	10.0	0.0%	0		100.88s	2,396	7,890	41,129

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	3.8	1.6	50.0%	2		73.00s	43,170	50,768	0
Qwen3.5-9B	3.0	10.0	0.0%	0		0ms	0	0	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	6.3	5.8	66.7%	1		2.66s	7,776	1,268	0
Qwen3.5-9B	3.6	5.6	33.3%	1		87.31s	4,722	1,383	32,113

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		8.33s	780	11,657	0
Qwen3.5-9B	3.6	7.2	22.2%	1		272.50s	420	29,239	205,666

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		12.02s	516	656	0
Qwen3.5-9B	2.8	1.6	33.3%	1		226.38s	180	0	30,695

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	9.9	10.0	100.0%	0		1.75s	699	858	0
Qwen3.5-9B	6.5	10.0	50.0%	0		5.75s	381	491	1,824

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	2.9	4.4	22.2%	2		1.84s	696	1,255	0
Qwen3.5-9B	3.0	10.0	0.0%	0		32.27s	376	1,593	12,026

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		5.13s	8,391	1,560	0
Qwen3.5-9B	10.0	10.0	100.0%	0		4.31s	8,283	444	1,149

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		17.96s	204	9,768	0
Qwen3.5-9B	3.0	10.0	0.0%	0		177.02s	68	3,074	29,694

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

CobuddymediumInapatikana burevsKAT Coder AIR V2.5none Mercury 2.5nonevsQwen3.5-9Bmedium gpt-oss-120bnonevsQwen3.5-9Bmedium KAT Coder AIR V2.5nonevsNemotron 3.5 LightninglowInapatikana bure KAT Coder AIR V2.5nonevsMiniMax M2.5medium KAT Coder AIR V2.5nonevsLaguna S 2.1lowInapatikana bure Ling 3.0 TinynonevsQwen3.5-9Bmedium KAT Coder AIR V2.5nonevsGLM 4.7 Flashmedium KAT Coder AIR V2.5nonevsQwen3 Coder Nextmedium Granite 4.1 8bnonevsQwen3.5-9Bmedium Nemotron 3.5 LightningnoneInapatikana burevsQwen3.5-9Bmedium Granite 4.2 8BhighvsKAT Coder AIR V2.5none