AI BENCHY Compare

ByteDance Seed: Seed-2.0-Mini vs Kwaipilot: KAT-Coder-Pro V2.5

Muhtasari

KAT-Coder-Pro V2.5 (high) inaongoza kwa average score: 7.7 vs 7.4. Seed-2.0-Mini (medium) ina gharama ya chini ya benchmark: $0.044 vs $0.246. KAT-Coder-Pro V2.5 (high) ni ya haraka zaidi: 12.30s vs 80.22s, na pass rates 57.1% vs 63.5%.

Muundo unaopendekezwaKAT-Coder-Pro V2.5 (high)It has the best score here (7.7), while responding about 6.5x faster than Seed-2.0-Mini (medium).

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

Kipimo	Seed-2.0-Mini Seed-2.0-Mini medium Toleo: 2026-02-14	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14

Kipimo	Seed-2.0-Mini Seed-2.0-Mini medium Toleo: 2026-02-14	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14
Alama	7.4	7.7
Nafasi	#66	#53
Uaminifu	6.7	10.0
Uthabiti	9.3	8.1
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	57.1%	63.5%
Majaribio yasiyo thabiti	2	5
Jumla ya uendeshaji	63	63
Gharama kwa matokeo	0.397	2.228
Jumla ya gharama	$0.044	$0.246
Bei ya ingizo	$0.100 / 1M	$0.740 / 1M
Bei ya toleo	$0.400 / 1M	$2.960 / 1M
Jumla ya tokeni za ingizo	41,904	42,750
Tokeni za matokeo	2,555	2,509
Tokeni za hoja	95,974	69,594
Muda wa majibu (wastani)	80.22s	12.30s
Muda wa majibu (upeo)	262.83s	95.65s
Muda wa majibu (jumla)	1363.72s	258.34s

Onyesho la kizazi

Hamster playing table tennis

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

#66 Seed-2.0-Mini

medium

Gharama: $0.002
Muda: 161.7s
Tokeni: 4,379 tok

#53 KAT-Coder-Pro V2.5

high

Gharama: $0.009
Muda: 26.4s
Tokeni: 3,117 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-Mini	6.6	10.0	50.0%	0		74.75s	791	360	9,520
KAT-Coder-Pro V2.5	7.0	8.0	66.7%	1		3.17s	672	447	2,716

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-Mini	5.5	9.8	33.3%	0		220.48s	3,823	464	34,964
KAT-Coder-Pro V2.5	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461

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-Mini	10.0	10.0	100.0%	0		262.83s	16,533	404	29,806
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		13.44s	15,132	394	2,807

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-Mini	10.0	10.0	100.0%	0		24.27s	8,568	246	2,743
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		4.13s	7,776	278	1,960

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-Mini	3.0	10.0	0.0%	0		0ms	0	0	0
KAT-Coder-Pro V2.5	2.9	4.4	22.2%	2		35.33s	771	33	35,701

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-Mini	5.1	3.4	33.3%	1		36.65s	585	213	4,210
KAT-Coder-Pro V2.5	5.1	10.0	0.0%	0		3.27s	516	139	647

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-Mini	10.0	10.0	100.0%	0		17.47s	840	69	2,050
KAT-Coder-Pro V2.5	9.9	10.0	100.0%	0		2.67s	699	84	976

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-Mini	8.2	7.2	88.9%	1		31.79s	903	527	5,667
KAT-Coder-Pro V2.5	8.2	7.2	88.9%	1		3.38s	696	428	1,936

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-Mini	10.0	10.0	100.0%	0		88.68s	9,585	222	5,235
KAT-Coder-Pro V2.5	10.0	10.0	100.0%	0		28.04s	8,391	268	896

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-Mini	3.0	10.0	0.0%	0		56.76s	276	50	1,779
KAT-Coder-Pro V2.5	3.0	10.0	0.0%	0		5.22s	204	16	1,494

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