Muse Ember (max) vs Qwen3.8 27B (high)

Modeli zilizolinganishwa

Nafasi: #87
Jumla ya tokeni za matokeo: 637,819
Muda wa majibu (wastani): 19.05s
Jumla ya gharama: $0.346

Nafasi: #81
Jumla ya tokeni za matokeo: 677,080
Muda wa majibu (wastani): 166.34s
Jumla ya gharama: ~$0.298

Muundo unaopendekezwa Muse Ember (max)

It has the best score here (8.6), while responding about 8.7x faster than Qwen3.8 27B (high).

Ulinganisho wa kina

Kipimo	Muse Ember Muse Ember max Toleo: 2026-11-09	Qwen3.8 27B Qwen3.8 27B high Toleo: 2026-08-14 Inapatikana bure

Kipimo	Muse Ember Muse Ember max Toleo: 2026-11-09	Qwen3.8 27B Qwen3.8 27B high Toleo: 2026-08-14 Inapatikana bure
Alama	8.6	8.7
Nafasi	#87	#81
Uaminifu	10.0	9.7
Uthabiti	8.9	9.2
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	72.5%	78.3%
Majaribio yasiyo thabiti	3	2
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	2.304	~1.751
Jumla ya gharama	$0.346	~$0.298
Bei ya ingizo	$0.100 / 1M	Haipo
Bei ya toleo	$0.500 / 1M	Haipo
Bei ya kusoma akiba	$0.004 / 1M	Haipo
Bei ya kuandika akiba	$0.125 / 1M	Haipo
Jumla ya tokeni za ingizo	265,489	348,967
Tokeni za matokeo	12,179	1,005
Tokeni za hoja	625,640	676,075
Muda wa majibu (wastani)	19.05s	166.34s
Muda wa majibu (upeo)	79.28s	640.85s
Muda wa majibu (jumla)	438.15s	3825.81s
Vigezo	~150B jumla (~10B vinavyotumika)	27.3B
Upatikanaji	Imefungwa	Uzani unapatikana

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.

#87 Muse Ember

max

Gharama: $0.008
Muda: 23.3s
Tokeni: 14,138 tok

#81 Qwen3.8 27B

high

Gharama: ~$0.008
Muda: 270.1s
Tokeni: 18,963 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
Muse Ember	10.0	10.0	100.0%	0		44.84s	151,338	2,634	2,485
Qwen3.8 27B	10.0	10.0	100.0%	0		132.27s	248,788	101	20,344

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
Muse Ember	10.0	10.0	100.0%	0		3.20s	798	346	7,685
Qwen3.8 27B	10.0	10.0	100.0%	0		8.10s	1,128	114	5,319

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
Muse Ember	10.0	10.0	100.0%	0		12.46s	7,410	1,595	49,511
Qwen3.8 27B	8.1	7.0	88.9%	1		248.62s	8,235	346	143,335

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
Muse Ember	7.3	5.8	83.3%	1		20.27s	83,504	3,565	86,235
Qwen3.8 27B	10.0	10.0	100.0%	0		185.57s	68,997	66	72,556

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
Muse Ember	10.0	10.0	100.0%	0		5.07s	7,215	414	7,961
Qwen3.8 27B	10.0	10.0	100.0%	0		34.85s	9,675	123	10,320

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
Muse Ember	3.6	7.2	22.2%	1		54.31s	873	1,694	226,070
Qwen3.8 27B	5.3	10.0	33.3%	0		526.74s	975	6	234,555

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
Muse Ember	10.0	10.0	100.0%	0		3.35s	522	149	2,454
Qwen3.8 27B	5.0	10.0	0.0%	0		8.45s	630	63	1,191

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
Muse Ember	6.5	10.0	50.0%	0		3.85s	759	222	7,257
Qwen3.8 27B	9.8	10.0	100.0%	0		8.24s	927	42	2,871

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
Muse Ember	5.3	7.2	44.4%	1		29.41s	786	890	203,560
Qwen3.8 27B	7.6	7.2	77.8%	1		199.90s	1,038	120	138,427

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
Muse Ember	10.0	10.0	100.0%	0		4.57s	12,056	448	1,402
Qwen3.8 27B	10.0	10.0	100.0%	0		5.62s	8,256	21	912

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
Muse Ember	3.0	10.0	0.0%	0		25.72s	228	222	31,020
Qwen3.8 27B	3.0	10.0	0.0%	0		263.98s	318	3	46,245

Badilisha jozi ya ulinganisho

GPT-5.2mediumvsQwen3.8 27BhighInapatikana bure Qwen3.8 27BhighInapatikana burevsMiMo-V2.6-Promedium Seed 2.1 TurbomediumvsQwen3.8 27BhighInapatikana bure GPT-6 SollowvsQwen3.8 27BhighInapatikana bure Claude Fable 5.2highvsMuse Embermax Particle-1xhighvsQwen3.8 27BhighInapatikana bure Muse EmbermaxvsGPT-6 Sollow Seed 2.1 TurbomediumvsMuse Embermax Muse EmbermaxvsMiMo-V2.6-Promedium Muse EmberlowvsQwen3.8 27BhighInapatikana bure Muse EmbermaxvsGPT-5.2medium Muse EmbermaxvsGPT-6.1 Terranone