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 7.2. 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 $0.158. Gemini 3.1 Flash Lite Preview (medium) ndiyo ya haraka zaidi kwa 6.78s.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-10-01

Modeli zilizolinganishwa

Nafasi: #298
Jumla ya tokeni za matokeo: 174,351
Muda wa majibu (wastani): 50.32s
Jumla ya gharama: $0.202

Nafasi: #205
Jumla ya tokeni za matokeo: 241,096
Muda wa majibu (wastani): 125.76s
Jumla ya gharama: $0.603

Nafasi: #146
Jumla ya tokeni za matokeo: 138,257
Muda wa majibu (wastani): 39.05s
Jumla ya gharama: $0.360

Nafasi: #155
Jumla ya tokeni za matokeo: 59,534
Muda wa majibu (wastani): 6.78s
Jumla ya gharama: $0.158

Muundo unaopendekezwa Gemini 3.1 Flash Lite Preview (medium)

Its score stays close to the best score here (7.0 vs 7.2), while costing about 2.5x 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	6.4	7.2	7.0
Nafasi	#298	#205	#146	#155
Uaminifu	10.0	9.6	10.0	10.0
Uthabiti	6.4	7.1	7.9	9.9
Majaribio	69/69	69/69	66/69	69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	44.9%	60.9%	76.8%	60.9%
Majaribio yasiyo thabiti	10	8	5	0
Jumla ya uendeshaji	69	69	66	69
Gharama kwa matokeo	5.279	6.085	2.552	1.124
Jumla ya gharama	$0.202	$0.603	$0.360	$0.158
Bei ya ingizo	$0.210 / 1M	$0.450 / 1M	$0.600 / 1M	$0.250 / 1M
Bei ya toleo	$0.840 / 1M	$2.250 / 1M	$1.920 / 1M	$1.500 / 1M
Jumla ya tokeni za ingizo	277,130	292,271	212,440	272,221
Tokeni za matokeo	45,188	55,025	22,922	12,345
Tokeni za hoja	129,163	186,071	115,335	47,189
Muda wa majibu (wastani)	50.32s	125.76s	39.05s	6.78s
Muda wa majibu (upeo)	198.82s	566.79s	110.70s	54.91s
Muda wa majibu (jumla)	1107.03s	2137.84s	546.68s	155.96s
Vigezo	230B jumla (10B vinavyotumika)	1T jumla (32B vinavyotumika)	744B jumla (40B vinavyotumika)	~150B jumla (~10B vinavyotumika)
Upatikanaji	Uzani unapatikana	Uzani unapatikana	Chanzo huria	Imefungwa

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#298 MiniMax M2.7

medium

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

#205 MoonshotAI: Kimi K2.5

medium

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

#146 GLM 5

medium

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

#155 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:

Kazi za mawakala	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	3.1	33.3%	1	198.82s	162,603	26,630	17
Kimi K2.5	3.9	9.6	0.0%	0	566.79s	173,775	1,503	18,651
GLM 5	4.7	3.1	33.3%	1	110.70s	177,216	1,352	12,339
Gemini 3.1 Flash Lite Preview	5.0	10.0	0.0%	0	54.91s	154,728	1,756	0

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	39.70s	254	8	12,906
Kimi K2.5	2.9	4.4	22.2%	2	111.65s	533	12,151	32,741
GLM 5	3.5	4.4	33.3%	2	0ms	260	13,176	14,137
Gemini 3.1 Flash Lite Preview	5.3	10.0	33.3%	0	4.09s	652	18	6,120

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

Step 3.7 FlashlowvsGLM 5medium Dots 3 Note PreviewnoneInapatikana burevsMiniMax M2.7medium Gemini 3.5 FlashminimalvsKimi K2.5medium MiniMax M2.7mediumvsGPT-4o-mininone KAT Coder AIR V2.5lowvsMiniMax M2.7medium Qwen3.7 FlashhighvsGLM 5medium Gemini 3.1 Flash Lite PreviewmediumvsGPT-5.2 Chatnone Ember-1lowvsGemini 3.1 Flash Lite Previewmedium Dots 3 Note PreviewhighInapatikana burevsKimi K2.5medium Dots 3 Note PreviewlowInapatikana burevsKimi K2.5medium Claude Opus 5nonevsGLM 5medium Claude Opus 4.8lowvsGLM 5medium