Google: Gemma 4 31B vs Thinking Machines: Inkling

Gemma 4 31B (medium) inaongoza kwa average score: 6.3 vs 6.1. Gemma 4 31B (medium) ina gharama ya chini ya benchmark: $0.163 vs $0.187. Inkling (low) ni ya haraka zaidi: 5.15s vs 75.38s, na pass rates 68.2% vs 54.6%.

Muundo unaopendekezwaInkling (low)Its score stays close to the best score here (6.1 vs 6.3), while responding about 14.6x faster than Gemma 4 31B (medium).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-20

Kipimo	Gemma 4 31B Gemma 4 31B medium Toleo: 2026-04-02 Inapatikana bure	Inkling Inkling low Toleo: 2026-07-18

Kipimo	Gemma 4 31B Gemma 4 31B medium Toleo: 2026-04-02 Inapatikana bure	Inkling Inkling low Toleo: 2026-07-18
Alama	6.3	6.1
Nafasi	#110	#123
Uaminifu	10.0	9.9
Uthabiti	9.0	8.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	68.2%	54.6%
Majaribio yasiyo thabiti	2	4
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	1.044	1.866
Jumla ya gharama	$0.163	$0.187
Bei ya ingizo	$0.220 / 1M	$1.000 / 1M
Bei ya toleo	$0.550 / 1M	$4.050 / 1M
Jumla ya tokeni za ingizo	94,992	109,884
Tokeni za matokeo	34,468	8,579
Tokeni za hoja	223,278	10,343
Muda wa majibu (wastani)	75.38s	5.15s
Muda wa majibu (upeo)	437.40s	41.58s
Muda wa majibu (jumla)	1507.52s	113.39s

Hamster playing table tennis

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

#110 Gemma 4 31B

medium

Gharama: $0.002
Muda: 45.7s
Tokeni: 2,696 tok

#123 Thinking Machines: Inkling

low

Gharama: $0.002
Muda: 6.1s
Tokeni: 502 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	Majaribio sahihi	Muda wa majibu (wastani)	Tokeni za ingizo	Tokeni za matokeo	Tokeni za hoja
Gemma 4 31B	10.0	10.0	100.0%	0		12.89s	816	962	2,046
Inkling	8.3	10.0	75.0%	0		2.51s	702	172	1,024

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
Gemma 4 31B	4.3	5.8	22.2%	1		219.76s	5,568	11,098	33,212
Inkling	5.1	7.2	22.2%	1		8.71s	7,374	355	4,961

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
Gemma 4 31B	2.9	5.8	16.7%	1		433.11s	77,035	12,112	157,552
Inkling	2.9	5.8	16.7%	1		22.73s	85,854	6,920	1,367

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
Gemma 4 31B	10.0	10.0	100.0%	0		21.11s	8,334	1,822	2,951
Inkling	10.0	10.0	100.0%	0		2.07s	7,068	216	344

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
Gemma 4 31B	7.7	10.0	66.7%	0		38.48s	876	4,349	8,985
Inkling	5.3	10.0	33.3%	0		1.99s	795	66	504

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
Gemma 4 31B	10.0	10.0	100.0%	0		9.57s	567	105	888
Inkling	10.0	10.0	100.0%	0		3.44s	501	160	213

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
Gemma 4 31B	10.0	10.0	100.0%	0		12.76s	777	533	2,035
Inkling	9.8	10.0	100.0%	0		1.81s	708	93	379

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
Gemma 4 31B	9.9	10.0	100.0%	0		26.91s	801	1,795	5,595
Inkling	6.4	5.0	66.7%	2		2.97s	714	347	908

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
Gemma 4 31B	3.0	10.0	0.0%	0		0ms	0	0	0
Inkling	3.0	10.0	0.0%	0		2.57s	5,949	219	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
Gemma 4 31B	3.0	10.0	0.0%	0		90.14s	218	1,692	10,014
Inkling	3.0	10.0	0.0%	0		3.12s	219	31	643

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

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