Modeli zilizolinganishwa

Ulinganisho wa benchmark MiniMax M2.7 (medium) vs Kimi K2.5 (medium) vs GLM 5 (medium) vs Gemini 3.1 Flash Lite Preview (medium): GLM 5 (medium) inaongoza kwenye Alama kwa 7.7. MiniMax M2.7 (medium) inaongoza kwenye Uaminifu kwa 10.0. Gemini 3.1 Flash Lite Preview (medium) ina Jumla ya gharama ya chini zaidi kwa $0.115. Gemini 3.1 Flash Lite Preview (medium) ndiyo ya haraka zaidi kwa 4.61s.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-08-07

Nafasi: #205
Jumla ya tokeni za matokeo: 137,594
Muda wa majibu (wastani): 41.28s
Jumla ya gharama: $0.176

Nafasi: #97
Jumla ya tokeni za matokeo: 227,367
Muda wa majibu (wastani): 99.00s
Jumla ya gharama: $0.600

Nafasi: #59
Jumla ya tokeni za matokeo: 124,566
Muda wa majibu (wastani): 33.54s
Jumla ya gharama: $0.307

Nafasi: #82
Jumla ya tokeni za matokeo: 56,983
Muda wa majibu (wastani): 4.61s
Jumla ya gharama: $0.115

Muundo unaopendekezwa Gemini 3.1 Flash Lite Preview (medium)

Its score stays close to the best score here (7.3 vs 7.7), while costing about 3.1x less than miundo mingine katika ulinganisho huu.

Ulinganisho wa kina

Kipimo	MiniMax M2.7 MiniMax M2.7 medium Toleo: 2026-03-18	Kimi K2.5 Kimi K2.5 medium Toleo: 2026-01-27	GLM 5 GLM 5 medium Toleo: 2026-02-12	Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium Toleo: 2026-03-03

Kipimo	MiniMax M2.7 MiniMax M2.7 medium Toleo: 2026-03-18	Kimi K2.5 Kimi K2.5 medium Toleo: 2026-01-27	GLM 5 GLM 5 medium Toleo: 2026-02-12	Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium Toleo: 2026-03-03
Alama	5.0	7.0	7.7	7.3
Nafasi	#205	#97	#59	#82
Uaminifu	10.0	10.0	10.0	10.0
Uthabiti	6.6	7.0	8.1	9.9
Ufunikaji wa benchmark	majaribio 22/22 · marudio 66/66	majaribio 22/22 · marudio 66/66	majaribio 21/22 · marudio 63/66	majaribio 22/22 · marudio 66/66
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	45.5%	65.2%	78.8%	59.1%
Majaribio yasiyo thabiti	9	8	4	0
Jumla ya uendeshaji	66	66	63	66
Gharama kwa matokeo	3.906	4.789	1.668	0.884
Jumla ya gharama	$0.176	$0.600	$0.307	$0.115
Bei ya ingizo	$0.270 / 1M	$0.571 / 1M	$0.950 / 1M	$0.250 / 1M
Bei ya toleo	$1.080 / 1M	$2.850 / 1M	$2.551 / 1M	$1.500 / 1M
Jumla ya tokeni za ingizo	114,518	118,448	35,224	117,480
Tokeni za matokeo	18,558	62,124	21,570	10,589
Tokeni za hoja	119,036	165,243	102,996	46,394
Muda wa majibu (wastani)	41.28s	99.00s	33.54s	4.61s
Muda wa majibu (upeo)	196.21s	281.00s	99.85s	18.34s
Muda wa majibu (jumla)	866.81s	1485.04s	435.99s	101.39s

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#205 MiniMax M2.7

medium

Gharama: $0.022
Muda: 22.8s
Tokeni: 9,250 tok

#97 MoonshotAI: Kimi K2.5

medium

Gharama: $0.030
Muda: 58.6s
Tokeni: 8,683 tok

#59 GLM 5

medium

Gharama: $0.005
Muda: 20.7s
Tokeni: 2,068 tok

#82 Gemini 3.1 Flash Lite Preview

medium

Gharama: $0.003
Muda: 5.2s
Tokeni: 1,944 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:

Mbinu za kupinga AI	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	7.9	6.3	83.3%	2	40.32s	654	3,010	17,716
Kimi K2.5	7.3	5.8	83.3%	2	51.38s	634	2,789	8,880
GLM 5	10.0	10.0	100.0%	0	23.66s	555	480	7,056
Gemini 3.1 Flash Lite Preview	9.1	10.0	75.0%	0	2.33s	512	570	4,305

Uandishi wa msimbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	5.7	9.1	33.3%	0	101.89s	2,961	1,231	38,841
Kimi K2.5	6.1	4.6	66.7%	2	217.49s	6,935	5,705	74,693
GLM 5	10.0	10.0	100.0%	0	74.30s	7,254	2,997	52,930
Gemini 3.1 Flash Lite Preview	5.5	10.0	33.3%	0	4.09s	8,126	461	8,597

Mchanganyiko	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	3.8	1.6	50.0%	2	72.12s	94,380	9,946	33,704
Kimi K2.5	6.7	9.1	50.0%	0	89.19s	95,416	14,448	11,209
GLM 5	5.0	5.0	50.0%	0	28.96s	12,804	662	3,242
Gemini 3.1 Flash Lite Preview	7.2	9.1	50.0%	0	16.63s	93,097	8,706	16,997

Uchanganuzi na uchimbaji wa data	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	6.3	5.8	66.7%	1	21.95s	7,152	187	5,882
Kimi K2.5	10.0	10.0	100.0%	0	49.78s	7,020	563	7,940
GLM 5	7.1	5.6	83.3%	1	8.90s	5,508	567	3,734
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0	2.29s	7,362	279	2,952

Mahususi kwa domeni	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	3.0	10.0	0.0%	0	19.00s	245	8	2,796
Kimi K2.5	3.5	4.4	33.3%	2	137.29s	485	20,753	30,564
GLM 5	3.5	4.4	33.3%	2	0ms	260	13,176	14,137
Gemini 3.1 Flash Lite Preview	3.0	10.0	0.0%	0	4.21s	639	18	5,325

Akili ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	3.9	2.5	33.3%	1	38.70s	486	92	5,204
Kimi K2.5	6.5	3.4	66.7%	1	69.73s	480	3,815	4,262
GLM 5	6.1	3.1	66.7%	1	14.69s	477	2,020	2,248
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0	3.16s	488	96	1,488

Ufuataji wa maagizo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	3.8	5.8	33.3%	1	12.80s	687	350	2,600
Kimi K2.5	10.0	10.0	100.0%	0	92.47s	675	5,371	6,547
GLM 5	10.0	10.0	100.0%	0	7.25s	636	1,001	2,129
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0	1.91s	621	72	2,121

Utatuzi wa mafumbo	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	5.9	7.2	55.6%	1	24.87s	675	362	7,840
Kimi K2.5	5.3	7.3	44.4%	1	43.23s	659	8,426	12,692
GLM 5	10.0	10.0	100.0%	0	11.33s	609	33	4,076
Gemini 3.1 Flash Lite Preview	7.7	10.0	66.7%	0	5.30s	566	141	1,896

Mwito wa zana	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Majaribio yasiyo thabiti	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	4.7	1.6	66.7%	1	12.05s	7,067	304	1,001
Kimi K2.5	10.0	10.0	100.0%	0	31.74s	5,933	242	812
GLM 5	10.0	10.0	100.0%	0	15.93s	6,935	233	994
Gemini 3.1 Flash Lite Preview	10.0	10.0	100.0%	0	3.80s	5,909	234	912

Maarifa ya jumla	Alama	Uthabiti	Kiwango cha kupita kwa kila jaribio	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
MiniMax M2.7	3.0	10.0	0.0%	22.77s	211	3,068	3,452
Kimi K2.5	3.0	10.0	0.0%	83.95s	211	12	7,644
GLM 5	3.0	10.0	0.0%	67.37s	186	401	12,450
Gemini 3.1 Flash Lite Preview	3.0	10.0	0.0%	2.68s	160	12	1,801

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Gemini 3.5 FlashnonevsKimi K2.5medium GPT-5.6 LunahighvsGLM 5medium Claude Sonnet 4.6nonevsGemini 3.1 Flash Lite Previewmedium MiniMax M2.7mediumvsLaguna S 2.1lowInapatikana bure Claude Opus 4.8lowvsGLM 5medium Gemini 3.1 Flash Lite PreviewmediumvsQwen3.7 Flashlow North Mini CodenoneInapatikana burevsMiniMax M2.7medium DeepSeek V3.2nonevsMiniMax M2.7medium Claude Opus 4.8nonevsGemini 3.1 Flash Lite Previewmedium DeepSeek V4 FlashhighvsGLM 5medium Gemini 3.1 Flash Lite PreviewmediumvsKAT-Coder-Pro V2.5low MiniMax M2.7mediumvsQwen3.5-9Bnone