Google: Gemma 4 31B vs Thinking Machines: Inkling

Gemma 4 31B inaongoza kwa average score: 6.2 vs 6.1. Gemma 4 31B ina gharama ya chini ya benchmark: $0.021 vs $0.187. Inkling (low) ni ya haraka zaidi: 5.15s vs 5.34s, na pass rates 48.5% vs 54.6%.

Muundo unaopendekezwaGemma 4 31BIt has the best score here (6.2), while costing about 9.3x less than Inkling (low).

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-07-18

Kipimo	Gemma 4 31B Gemma 4 31B none Toleo: 2026-04-02 Inapatikana bure	Inkling Inkling low Toleo: 2026-07-18

Kipimo	Gemma 4 31B Gemma 4 31B none Toleo: 2026-04-02 Inapatikana bure	Inkling Inkling low Toleo: 2026-07-18
Alama	6.2	6.1
Nafasi	#111	#119
Uaminifu	10.0	9.9
Uthabiti	9.6	8.6
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	48.5%	54.6%
Majaribio yasiyo thabiti	1	4
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	0.330	1.866
Jumla ya gharama	$0.021	$0.187
Bei ya ingizo	$0.120 / 1M	$1.000 / 1M
Bei ya toleo	$0.370 / 1M	$4.050 / 1M
Jumla ya tokeni za ingizo	125,728	109,884
Tokeni za matokeo	13,317	8,579
Tokeni za hoja	0	10,343
Muda wa majibu (wastani)	5.34s	5.15s
Muda wa majibu (upeo)	29.95s	41.58s
Muda wa majibu (jumla)	106.82s	113.39s

Hamster playing table tennis

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

#111 Gemma 4 31B

none

Gharama: $0.001
Muda: 12.8s
Tokeni: 795 tok

#119 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	6.5	10.0	50.0%	0		1.85s	852	45	0
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	5.5	10.0	33.3%	0		11.19s	8,381	735	0
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	3.8	5.8	33.3%	1		29.95s	104,817	11,910	0
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		2.25s	8,352	285	0
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		3.22s	903	27	0
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		2.09s	576	117	0
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	6.5	10.0	50.0%	0		2.84s	795	78	0
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	6.5	10.0	33.3%	0		4.23s	828	108	0
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		1.25s	224	12	0
Inkling	3.0	10.0	0.0%	0		3.12s	219	31	643

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Gemini 3.1 Flash LitenonevsInklinglow gpt-oss-120bmediumvsInklinglow Qwen3.6 FlashnonevsInklinglow Gemma 4 31BnoneInapatikana burevsQwen3.5-Flashmedium Qwen3.5-FlashnonevsInklinglow Gemma 4 31BnoneInapatikana burevsGPT-5.6 Lunalow Qwen3.5 Plus 2026-04-20nonevsInklinglow Gemini 3.1 Flash LiteminimalvsInklinglow Qwen3.5-35B-A3BnonevsInklinglow GPT-5 NanomediumvsInklinglow Nemotron 3 UltranoneInapatikana burevsInklinglow Qwen3.5-35B-A3BmediumvsInklinglow