Muse Ember (minimal) vs Qwen3.8 MAX (low)

Modeli zilizolinganishwa

Nafasi: #67
Jumla ya tokeni za matokeo: 40,577
Muda wa majibu (wastani): 5.30s
Jumla ya gharama: $0.047

Nafasi: #71
Jumla ya tokeni za matokeo: 93,936
Muda wa majibu (wastani): 25.09s
Jumla ya gharama: $1.089

Muundo unaopendekezwa Muse Ember (minimal)

It has the best score here (8.9), while costing about 23.2x less than Qwen3.8 MAX (low).

Ulinganisho wa kina

Kipimo	Muse Ember Muse Ember minimal Toleo: 2026-11-09	Qwen3.8 MAX Qwen3.8 MAX low Toleo: 2026-08-04

Kipimo	Muse Ember Muse Ember minimal Toleo: 2026-11-09	Qwen3.8 MAX Qwen3.8 MAX low Toleo: 2026-08-04
Alama	8.9	8.8
Nafasi	#67	#71
Uaminifu	9.7	10.0
Uthabiti	9.6	9.0
Majaribio	69/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	76.8%	81.2%
Majaribio yasiyo thabiti	1	3
Jumla ya uendeshaji	69	69
Gharama kwa matokeo	0.276	5.051
Jumla ya gharama	$0.047	$1.089
Bei ya ingizo	$0.100 / 1M	$2.000 / 1M
Bei ya toleo	$0.500 / 1M	$6.000 / 1M
Bei ya kusoma akiba	$0.004 / 1M	Haipo
Bei ya kuandika akiba	$0.125 / 1M	Haipo
Jumla ya tokeni za ingizo	265,844	262,495
Tokeni za matokeo	10,584	7,787
Tokeni za hoja	29,993	86,149
Muda wa majibu (wastani)	5.30s	25.09s
Muda wa majibu (upeo)	48.15s	155.75s
Muda wa majibu (jumla)	121.82s	577.14s
Vigezo	~150B jumla (~10B vinavyotumika)	2.4T jumla (~100B vinavyotumika)
Upatikanaji	Imefungwa	Imefungwa

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.

#67 Muse Ember

minimal

Gharama: $0.002
Muda: 4.5s
Tokeni: 2,690 tok

#71 Qwen3.8 MAX

low

Gharama: $0.026
Muda: 68.5s
Tokeni: 4,280 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		48.15s	147,537	2,489	1,109
Qwen3.8 MAX	10.0	10.0	100.0%	0		96.77s	163,314	1,655	8,460

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		2.03s	798	330	1,076
Qwen3.8 MAX	10.0	10.0	100.0%	0		3.93s	984	228	1,750

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		2.66s	7,410	577	6,099
Qwen3.8 MAX	8.4	7.4	88.9%	1		28.69s	8,127	512	15,952

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		9.58s	89,458	5,369	4,624
Qwen3.8 MAX	10.0	10.0	100.0%	0		98.19s	69,994	4,221	32,937

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		1.57s	7,215	234	570
Qwen3.8 MAX	10.0	10.0	100.0%	0		7.87s	7,938	270	2,257

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	5.3	10.0	33.3%	0		3.96s	873	344	7,621
Qwen3.8 MAX	2.9	7.2	11.1%	1		40.12s	1,014	62	19,512

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		1.65s	522	109	567
Qwen3.8 MAX	6.5	3.4	66.7%	1		5.29s	594	128	568

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	9.8	10.0	100.0%	0		2.10s	759	111	824
Qwen3.8 MAX	10.0	10.0	100.0%	0		4.01s	855	102	851

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	10.0	33.3%	0		3.33s	786	412	5,631
Qwen3.8 MAX	9.9	10.0	100.0%	0		4.11s	930	286	1,304

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		4.67s	10,258	539	175
Qwen3.8 MAX	10.0	10.0	100.0%	0		8.06s	8,463	295	693

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		2.88s	228	70	1,697
Qwen3.8 MAX	3.0	10.0	0.0%	0		12.43s	282	28	1,865

Badilisha jozi ya ulinganisho

Claude Fable 5mediumvsMuse Emberminimal Muse EmberminimalvsPareto 26.9default GPT-5.4mediumvsQwen3.8 MAXlow Qwen3.8 MAXlowvsPareto 26.9default Muse EmberminimalvsKimi K3.1 Prolow Claude Fable 5mediumvsQwen3.8 MAXlow Muse Spark 1.1mediumvsQwen3.8 MAXlow Muse Spark 1.2mediumvsQwen3.8 MAXlow Muse EmberxhighvsQwen3.8 MAXlow Muse Spark OpenmediumvsQwen3.8 MAXlow DeepSeek V4.1 FlashhighvsQwen3.8 MAXlow DeepSeek V4.1 FlashmediumvsQwen3.8 MAXlow