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Google: Gemini 3.1 Flash Lite vs inclusionAI: Ring-2.6-1T

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-06-03

Kipimo Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal Toleo: 2026-05-08 Ring-2.6-1T Ring-2.6-1T none Toleo: 2026-05-10
Alama 6.7 6.4
Nafasi #80 #93
Uaminifu 10.0 10.0
Uthabiti 8.8 9.3
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio 56.7% 50.0%
Majaribio yasiyo thabiti 3 2
Jumla ya uendeshaji 60 60
Gharama kwa matokeo 0.123 0.000
Jumla ya gharama $0.013 $0.026
Bei ya ingizo $0.250 / 1M $0.075 / 1M
Bei ya toleo $1.500 / 1M $0.625 / 1M
Jumla ya tokeni za ingizo 33,968 7,599
Tokeni za matokeo 2,481 39,954
Tokeni za hoja 0 0
Muda wa majibu (wastani) 1.37s 55.10s
Muda wa majibu (upeo) 4.49s 143.82s
Muda wa majibu (jumla) 27.32s 881.55s

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

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
Gemini 3.1 Flash Lite 8.3 10.0 75.0% 0 1.10s 500 639 0
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 810 5,575 0
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
Gemini 3.1 Flash Lite 6.8 10.0 50.0% 0 951ms 5,121 660 0
Ring-2.6-1T 6.5 10.0 50.0% 0 143.82s 834 5,036 0
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
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 2.53s 12,870 357 0
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
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
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 1.04s 7,552 279 0
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 2,712 1,529 0
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
Gemini 3.1 Flash Lite 2.9 7.2 11.1% 1 1.02s 641 15 0
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 873 17,728 0
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
Gemini 3.1 Flash Lite 4.0 10.0 0.0% 0 791ms 490 63 0
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 561 846 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
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 932ms 615 72 0
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 774 2,004 0
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
Gemini 3.1 Flash Lite 6.0 4.6 66.7% 2 2.15s 564 153 0
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 792 3,469 0
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
Gemini 3.1 Flash Lite 10.0 10.0 100.0% 0 3.51s 5,457 234 0
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 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
Gemini 3.1 Flash Lite 3.0 10.0 0.0% 0 724ms 158 9 0
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 243 3,767 0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Gemini 3.1 Flash LiteminimalvsKimi K2.5mediumGemini 3.1 Flash LiteminimalvsQwen3.7 PlusnoneGemini 3.1 Flash LiteminimalvsQwen3.6 27BmediumMercury 2mediumvsRing-2.6-1TnoneGemini 3.1 Flash LiteminimalvsGPT-5.5noneDeepSeek V3.2mediumvsGemini 3.1 Flash LiteminimalGemini 3.1 Flash LiteminimalvsMercury 2mediumRing-2.6-1TnonevsQwen3.6 27BmediumGemini 3.1 Flash LiteminimalvsMimo V2 OmnimediumRing-2.6-1TnonevsGPT-5 NanomediumGemini 3.1 Flash LiteminimalvsQwen3.5 Plus 2026-02-15noneRing-2.6-1TnonevsKimi K2.5medium