LongCat 2.0 (high) vs GLM 5.3 Flash (high)

Modeli zilizolinganishwa

Nafasi: #146
Jumla ya tokeni za matokeo: 404,635
Muda wa majibu (wastani): 151.67s
Jumla ya gharama: $0.778

Nafasi: #142
Jumla ya tokeni za matokeo: 99,340
Muda wa majibu (wastani): 29.11s
Jumla ya gharama: $0.056

Muundo unaopendekezwa GLM 5.3 Flash (high)

It has the best score here (7.3), while costing about 14.0x less than LongCat 2.0 (high).

Ulinganisho wa kina

Kipimo	LongCat 2.0 LongCat 2.0 high Toleo: 2026-07-20	GLM 5.3 Flash GLM 5.3 Flash high Toleo: 2026-08-26

Kipimo	LongCat 2.0 LongCat 2.0 high Toleo: 2026-07-20	GLM 5.3 Flash GLM 5.3 Flash high Toleo: 2026-08-26
Alama	7.3	7.3
Nafasi	#146	#142
Uaminifu	10.0	10.0
Uthabiti	8.5	8.6
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	53.6%	66.7%
Majaribio yasiyo thabiti	4	4
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	5.681	0.426
Jumla ya gharama	$0.778	$0.056
Bei ya ingizo	$0.300 / 1M	$0.150 / 1M
Bei ya toleo	$1.200 / 1M	$0.500 / 1M
Bei ya kusoma akiba	$0.006 / 1M	$0.030 / 1M
Bei ya kuandika akiba	Haipo	Haipo
Jumla ya tokeni za ingizo	275,080	225,013
Tokeni za matokeo	32,447	12,197
Tokeni za hoja	372,188	87,143
Muda wa majibu (wastani)	151.67s	29.11s
Muda wa majibu (upeo)	941.66s	163.41s
Muda wa majibu (jumla)	3488.43s	669.54s
Vigezo	1.6T jumla (48B vinavyotumika)	320B jumla (18B vinavyotumika)
Upatikanaji	Chanzo huria	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.

#146 LongCat 2.0

high

Reached the allocated time limit (600 seconds) without receiving showcase output.

Gharama: $0.000
Muda: 600.0s
Tokeni: 0 tok

#142 GLM 5.3 Flash

high

Gharama: $0.003
Muda: 186.7s
Tokeni: 10,486 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
LongCat 2.0	10.0	10.0	100.0%	0		116.07s	181,669	1,977	16,016
GLM 5.3 Flash	7.4	3.8	66.7%	1		111.53s	112,010	639	20,383

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
LongCat 2.0	8.9	8.1	91.7%	1		7.76s	588	303	3,300
GLM 5.3 Flash	8.3	10.0	75.0%	0		2.50s	639	330	444

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
LongCat 2.0	7.8	9.3	66.7%	0		505.33s	6,913	244	192,377
GLM 5.3 Flash	8.2	7.2	88.9%	1		19.62s	7,317	373	9,973

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
LongCat 2.0	10.0	10.0	100.0%	0		167.13s	68,941	4,934	49,558
GLM 5.3 Flash	6.4	5.8	66.7%	1		91.11s	88,223	9,252	19,726

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
LongCat 2.0	3.6	5.8	33.3%	1		10.98s	7,653	197	2,714
GLM 5.3 Flash	7.3	5.8	83.3%	1		2.73s	7,149	287	315

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
LongCat 2.0	3.6	7.2	22.2%	1		433.73s	505	23,928	86,947
GLM 5.3 Flash	3.0	10.0	0.0%	0		85.92s	759	315	34,196

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
LongCat 2.0	5.1	10.0	0.0%	0		17.00s	480	111	1,748
GLM 5.3 Flash	5.0	10.0	0.0%	0		3.33s	498	164	155

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
LongCat 2.0	6.5	10.0	50.0%	0		6.96s	657	78	1,726
GLM 5.3 Flash	10.0	10.0	100.0%	0		2.06s	678	72	277

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
LongCat 2.0	3.1	7.4	11.1%	1		9.18s	636	379	2,778
GLM 5.3 Flash	10.0	10.0	100.0%	0		3.04s	672	401	428

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
LongCat 2.0	10.0	10.0	100.0%	0		10.02s	6,840	249	505
GLM 5.3 Flash	10.0	10.0	100.0%	0		15.64s	6,861	231	69

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
LongCat 2.0	3.0	10.0	0.0%	0		99.44s	198	47	14,519
GLM 5.3 Flash	3.0	10.0	0.0%	0		11.52s	207	133	1,177

Badilisha jozi ya ulinganisho

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