AI BENCHY Compare

ByteDance Seed: Seed-2.0-Lite vs Kwaipilot: KAT-Coder-Air V2.5

Muhtasari

average score iko karibu sawa: 6.2 vs 6.2. Seed-2.0-Lite ina gharama ya chini ya benchmark: $0.019 vs $0.045. Seed-2.0-Lite ni ya haraka zaidi: 2.49s vs 8.28s, na pass rates 46.0% vs 47.6%.

Muundo unaopendekezwaSeed-2.0-LiteIt has the best score here (6.2), while costing about 2.5x less than KAT-Coder-Air V2.5 (medium).

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

Kipimo	Seed-2.0-Lite Seed-2.0-Lite none Toleo: 2026-02-14	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14

Kipimo	Seed-2.0-Lite Seed-2.0-Lite none Toleo: 2026-02-14	KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 medium Toleo: 2026-07-14
Alama	6.2	6.2
Nafasi	#112	#115
Uaminifu	10.0	9.7
Uthabiti	8.4	8.8
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	46.0%	47.6%
Majaribio yasiyo thabiti	4	3
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.228	0.562
Jumla ya gharama	$0.019	$0.045
Bei ya ingizo	$0.250 / 1M	$0.150 / 1M
Bei ya toleo	$2.000 / 1M	$0.600 / 1M
Jumla ya tokeni za ingizo	46,573	42,750
Tokeni za matokeo	3,259	7,759
Tokeni za hoja	0	56,357
Muda wa majibu (wastani)	2.49s	8.28s
Muda wa majibu (upeo)	6.70s	48.19s
Muda wa majibu (jumla)	52.26s	173.80s

Onyesho la kizazi

Hamster playing table tennis

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

#112 Seed-2.0-Lite

none

Gharama: $0.005
Muda: 83.8s
Tokeni: 2,311 tok

#115 KAT-Coder-Air V2.5

medium

Gharama: $0.003
Muda: 23.7s
Tokeni: 4,924 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
Seed-2.0-Lite	3.0	5.9	16.7%	2		2.43s	894	709	0
KAT-Coder-Air V2.5	8.7	8.0	91.7%	1		3.79s	672	549	4,194

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
Seed-2.0-Lite	5.6	10.0	33.3%	0		2.83s	8,215	410	0
KAT-Coder-Air V2.5	3.6	7.0	22.2%	1		23.37s	7,893	5,199	29,973

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
Seed-2.0-Lite	3.0	10.0	0.0%	0		6.59s	16,215	498	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		27.68s	15,132	372	4,816

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
Seed-2.0-Lite	10.0	10.0	100.0%	0		1.82s	8,538	246	0
KAT-Coder-Air V2.5	6.5	10.0	50.0%	0		3.65s	7,776	268	1,881

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
Seed-2.0-Lite	3.6	7.2	22.2%	1		1.33s	939	17	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		4.87s	771	487	4,454

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
Seed-2.0-Lite	10.0	10.0	100.0%	0		3.45s	570	294	0
KAT-Coder-Air V2.5	5.0	10.0	0.0%	0		9.81s	516	189	557

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
Seed-2.0-Lite	10.0	10.0	100.0%	0		1.06s	810	73	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		1.50s	699	93	730

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
Seed-2.0-Lite	5.3	7.2	44.4%	1		2.78s	858	709	0
KAT-Coder-Air V2.5	3.6	7.2	22.2%	1		1.87s	696	265	1,184

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
Seed-2.0-Lite	10.0	10.0	100.0%	0		3.94s	9,270	292	0
KAT-Coder-Air V2.5	10.0	10.0	100.0%	0		4.77s	8,391	317	906

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
Seed-2.0-Lite	3.0	10.0	0.0%	0		1.96s	264	11	0
KAT-Coder-Air V2.5	3.0	10.0	0.0%	0		15.74s	204	20	7,662

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Seed-2.0-LitenonevsGPT-5.6 Lunalow Gemini 2.5 FlashnonevsKAT-Coder-Air V2.5medium Gemini 3.1 Flash LiteminimalvsKAT-Coder-Air V2.5medium Seed-2.0-LitenonevsKAT-Coder-Air V2.5high Gemini 3.1 Flash LitenonevsKAT-Coder-Air V2.5medium KAT-Coder-Air V2.5mediumvsGPT-5.6 Lunalow KAT-Coder-Air V2.5mediumvsQwen3.5-Flashnone Seed-2.0-LitenonevsGemini 3.1 Flash Liteminimal Gemma 4 31BnoneInapatikana burevsKAT-Coder-Air V2.5medium KAT-Coder-Air V2.5mediumvsNemotron 3 Ultra 550b A55bnoneInapatikana bure Seed-2.0-LitenonevsQwen3.5-35B-A3Bmedium Seed-2.0-LitenonevsGemma 4 31BmediumInapatikana bure