Google: Gemma 4 26B A4B vs Meituan: LongCat 2.0

LongCat 2.0 (low) inaongoza kwa average score: 6.7 vs 6.6. Gemma 4 26B A4B (medium) ina gharama ya chini ya benchmark: $0.089 vs $0.391. LongCat 2.0 (low) ni ya haraka zaidi: 100.31s vs 103.83s, na pass rates 66.7% vs 53.0%.

Muundo unaopendekezwaGemma 4 26B A4B (medium)Its score stays close to the best score here (6.6 vs 6.7), while costing about 4.4x less than LongCat 2.0 (low).

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

Kipimo	Gemma 4 26B A4B Gemma 4 26B A4B medium Toleo: 2026-04-03 Inapatikana bure	LongCat 2.0 LongCat 2.0 low Toleo: 2026-07-20

Kipimo	Gemma 4 26B A4B Gemma 4 26B A4B medium Toleo: 2026-04-03 Inapatikana bure	LongCat 2.0 LongCat 2.0 low Toleo: 2026-07-20
Alama	6.6	6.7
Nafasi	#95	#91
Uaminifu	9.4	9.6
Uthabiti	9.2	8.9
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	66.7%	53.0%
Majaribio yasiyo thabiti	2	3
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	0.643	3.910
Jumla ya gharama	$0.089	$0.391
Bei ya ingizo	$0.070 / 1M	$0.300 / 1M
Bei ya toleo	$0.340 / 1M	$1.200 / 1M
Jumla ya tokeni za ingizo	77,550	90,909
Tokeni za matokeo	28,036	5,679
Tokeni za hoja	219,491	297,369
Muda wa majibu (wastani)	103.83s	100.31s
Muda wa majibu (upeo)	912.19s	560.39s
Muda wa majibu (jumla)	2180.47s	2206.82s

Hamster playing table tennis

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

#95 Gemma 4 26B A4B

medium

SVG batili

Gharama: $0.000
Muda: 300.0s
Tokeni: 0 tok

#91 LongCat 2.0

low

Gharama: $0.024
Muda: 428.0s
Tokeni: 19,557 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 26B A4B	10.0	10.0	100.0%	0		6.20s	816	1,142	3,045
LongCat 2.0	10.0	10.0	100.0%	0		9.04s	588	225	4,303

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 26B A4B	2.9	10.0	0.0%	0		272.54s	5,062	14,838	44,567
LongCat 2.0	6.6	4.6	77.8%	2		479.30s	6,544	461	206,627

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 26B A4B	6.3	10.0	50.0%	0		492.87s	54,390	5,451	132,113
LongCat 2.0	10.0	10.0	100.0%	0		130.21s	66,883	3,905	37,643

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 26B A4B	10.0	10.0	100.0%	0		16.51s	8,334	1,567	2,827
LongCat 2.0	6.3	10.0	50.0%	0		10.77s	7,653	198	2,498

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 26B A4B	2.9	4.4	22.2%	2		23.62s	516	2,469	7,105
LongCat 2.0	3.0	10.0	0.0%	0		86.08s	496	142	28,567

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 26B A4B	10.0	10.0	100.0%	0		29.76s	567	25	5,075
LongCat 2.0	3.4	2.2	33.3%	1		22.45s	480	116	2,364

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 26B A4B	10.0	10.0	100.0%	0		17.54s	777	887	4,470
LongCat 2.0	6.5	10.0	50.0%	0		6.39s	657	78	1,604

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 26B A4B	10.0	10.0	100.0%	0		5.79s	801	410	2,128
LongCat 2.0	3.1	10.0	0.0%	0		8.15s	636	289	2,561

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 26B A4B	10.0	10.0	100.0%	0		9.01s	6,096	450	1,256
LongCat 2.0	10.0	10.0	100.0%	0		10.81s	6,840	249	398

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 26B A4B	3.0	10.0	0.0%	0		180.87s	191	797	16,905
LongCat 2.0	3.0	10.0	0.0%	0		122.07s	132	16	10,804

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

KAT-Coder-Pro V2.5nonevsLongCat 2.0low Gemma 4 26B A4BmediumInapatikana burevsGLM 5.2none Gemma 4 26B A4BmediumInapatikana burevsLongCat 2.0high LongCat 2.0lowvsQwen3.6 35B A3Bmedium Gemma 4 26B A4BmediumInapatikana burevsQwen3.6 Max Previewnone Gemini 3 Flash PreviewnonevsLongCat 2.0low Gemma 4 26B A4BmediumInapatikana burevsKAT-Coder-Pro V2.5none LongCat 2.0lowvsGLM 5.2none Gemini 3.5 FlashminimalvsLongCat 2.0low Gemma 4 26B A4BmediumInapatikana burevsQwen3.5-27Bnone LongCat 2.0lowvsQwen3.6 Max Previewnone LongCat 2.0lowvsGPT-5.5none