KAT-Coder-Pro V2.5 (high) vs GLM 5.3 (low)

Modeli zilizolinganishwa

Muundo unaopendekezwa GLM 5.3 (low)

It has the strongest score in this comparison (6.5) and the best overall balance of cost and response time across all 2 models.

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14	GLM 5.3 GLM 5.3 low Toleo: 2026-08-20

Kipimo	KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high Toleo: 2026-07-14	GLM 5.3 GLM 5.3 low Toleo: 2026-08-20
Alama	6.5	6.5
Nafasi	#198	#195
Uaminifu	10.0	10.0
Uthabiti	7.9	8.3
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	60.9%	63.8%
Majaribio yasiyo thabiti	6	5
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	4.599	3.936
Jumla ya gharama	$0.506	$0.473
Bei ya ingizo	$0.740 / 1M	$1.400 / 1M
Bei ya toleo	$2.960 / 1M	$4.400 / 1M
Jumla ya tokeni za ingizo	106,085	247,436
Tokeni za matokeo	9,071	11,005
Tokeni za hoja	135,288	17,597
Muda wa majibu (wastani)	21.21s	15.28s
Muda wa majibu (upeo)	199.97s	83.60s
Muda wa majibu (jumla)	487.83s	351.49s
Vigezo	~700B jumla (~72B vinavyotumika)	744B jumla (40B vinavyotumika)
Upatikanaji	Imefungwa	Imefungwa

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

high

low

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-Pro V2.5	3.0	10.0	0.0%	0		1.52s	0	0	0
GLM 5.3	5.2	3.2	33.3%	1		51.27s	142,447	2,473	1,321

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-Pro V2.5	7.0	8.0	66.7%	1		3.17s	672	447	2,716
GLM 5.3	6.9	7.9	66.7%	1		4.16s	639	266	249

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-Pro V2.5	6.4	7.9	44.4%	1		22.00s	7,893	422	20,461
GLM 5.3	6.2	6.9	55.6%	1		21.02s	7,317	368	6,764

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-Pro V2.5	7.3	5.8	83.3%	1		106.70s	78,458	6,956	60,306
GLM 5.3	3.8	5.8	33.3%	1		53.02s	80,209	6,729	5,209

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-Pro V2.5	10.0	10.0	100.0%	0		4.13s	7,776	278	1,960
GLM 5.3	10.0	10.0	100.0%	0		3.42s	7,149	210	56

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-Pro V2.5	2.9	4.4	22.2%	2		44.66s	780	33	43,896
GLM 5.3	5.3	10.0	33.3%	0		19.23s	759	35	3,384

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-Pro V2.5	5.1	10.0	0.0%	0		3.27s	516	139	647
GLM 5.3	4.1	2.7	33.3%	1		4.70s	498	163	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-Pro V2.5	9.9	10.0	100.0%	0		2.67s	699	84	976
GLM 5.3	10.0	10.0	100.0%	0		3.40s	678	72	81

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-Pro V2.5	8.2	7.2	88.9%	1		3.38s	696	428	1,936
GLM 5.3	10.0	10.0	100.0%	0		4.20s	672	389	225

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-Pro V2.5	10.0	10.0	100.0%	0		28.04s	8,391	268	896
GLM 5.3	10.0	10.0	100.0%	0		18.45s	6,861	231	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-Pro V2.5	3.0	10.0	0.0%	0		5.22s	204	16	1,494
GLM 5.3	3.0	10.0	0.0%	0		7.42s	207	69	308

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