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

Modeli zilizolinganishwa

Nafasi: #201
Jumla ya tokeni za matokeo: 346,225
Muda wa majibu (wastani): 115.00s
Jumla ya gharama: $0.630

Nafasi: #197
Jumla ya tokeni za matokeo: 27,168
Muda wa majibu (wastani): 11.82s
Jumla ya gharama: $0.038

Muundo unaopendekezwa GLM 5.3 Flash (low)

It has the best score here (6.6), while costing about 17.0x less than LongCat 2.0 (low).

Ulinganisho wa kina

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

Kipimo	LongCat 2.0 LongCat 2.0 low Toleo: 2026-07-20	GLM 5.3 Flash GLM 5.3 Flash low Toleo: 2026-08-26
Alama	6.6	6.6
Nafasi	#201	#197
Uaminifu	9.9	10.0
Uthabiti	8.3	8.5
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	55.1%	58.0%
Majaribio yasiyo thabiti	5	4
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	4.942	0.338
Jumla ya gharama	$0.630	$0.038
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	262,387	255,173
Tokeni za matokeo	7,344	9,891
Tokeni za hoja	338,881	17,277
Muda wa majibu (wastani)	115.00s	11.82s
Muda wa majibu (upeo)	560.39s	90.45s
Muda wa majibu (jumla)	2645.11s	271.92s
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.

#201 LongCat 2.0

low

Gharama: $0.024
Muda: 428.0s
Tokeni: 19,557 tok

#197 GLM 5.3 Flash

low

Gharama: $0.001
Muda: 20.7s
Tokeni: 1,482 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	6.1	3.1	66.7%	1		145.65s	171,517	1,668	23,963
GLM 5.3 Flash	10.0	10.0	100.0%	0		59.70s	137,622	692	2,740

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	10.0	10.0	100.0%	0		9.04s	588	225	4,303
GLM 5.3 Flash	8.7	7.9	91.7%	1		2.14s	639	279	279

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	6.6	4.6	77.8%	2		479.30s	6,544	461	206,627
GLM 5.3 Flash	5.4	7.2	44.4%	1		10.38s	7,317	398	3,973

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		130.21s	66,883	3,905	37,643
GLM 5.3 Flash	3.8	5.8	33.3%	1		54.70s	92,771	7,434	6,825

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	6.3	10.0	50.0%	0		10.77s	7,653	198	2,498
GLM 5.3 Flash	6.5	10.0	50.0%	0		2.39s	7,149	295	143

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	2.9	7.2	11.1%	1		183.63s	457	139	46,116
GLM 5.3 Flash	3.6	7.2	22.2%	1		7.93s	759	36	2,503

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	3.4	2.2	33.3%	1		22.45s	480	116	2,364
GLM 5.3 Flash	5.0	10.0	0.0%	0		1.68s	498	124	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
LongCat 2.0	6.5	10.0	50.0%	0		6.39s	657	78	1,604
GLM 5.3 Flash	10.0	10.0	100.0%	0		1.65s	678	72	107

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	10.0	0.0%	0		8.15s	636	289	2,561
GLM 5.3 Flash	7.8	9.6	66.7%	0		2.67s	672	289	369

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		10.81s	6,840	249	398
GLM 5.3 Flash	10.0	10.0	100.0%	0		17.00s	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
LongCat 2.0	3.0	10.0	0.0%	0		122.07s	132	16	10,804
GLM 5.3 Flash	3.0	10.0	0.0%	0		4.54s	207	41	338

Badilisha jozi ya ulinganisho

GPT-5.5nonevsGLM 5.3 Flashlow LongCat 2.0lowvsQwen3.7 Flashmedium Mercury 2mediumvsLongCat 2.0low Apodex 1.1 MinihighInapatikana burevsGLM 5.3 Flashlow LongCat 2.0lowvsStep 3.7 Flashhigh GPT-5.6 SolnonevsGLM 5.3 Flashlow GPT 5.3 ChatdefaultvsGLM 5.3 Flashlow LongCat 2.0lowvsGLM 5.2none Qwen3.7 FlashmediumvsGLM 5.3 Flashlow Ember-1maxvsGLM 5.3 Flashlow MiniMax M3mediumvsGLM 5.3 Flashlow Grok 4.7highvsGLM 5.3 Flashlow