Meituan: LongCat 2.0 vs StepFun: Step 3.7 Flash

Step 3.7 Flash (high) inaongoza kwa average score: 6.9 vs 6.7. LongCat 2.0 (low) ina gharama ya chini ya benchmark: $0.391 vs $1.207. Step 3.7 Flash (high) ni ya haraka zaidi: 64.68s vs 100.31s, na pass rates 53.0% vs 63.6%.

Muundo unaopendekezwaLongCat 2.0 (low)Its score stays close to the best score here (6.7 vs 6.9), while costing about 3.1x less than Step 3.7 Flash (high).

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

Kipimo	LongCat 2.0 LongCat 2.0 low Toleo: 2026-07-20	Step 3.7 Flash Step 3.7 Flash high Toleo: 2026-05-29

Kipimo	LongCat 2.0 LongCat 2.0 low Toleo: 2026-07-20	Step 3.7 Flash Step 3.7 Flash high Toleo: 2026-05-29
Alama	6.7	6.9
Nafasi	#91	#86
Uaminifu	9.6	10.0
Uthabiti	8.9	8.0
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio	53.0%	63.6%
Majaribio yasiyo thabiti	3	5
Jumla ya uendeshaji	66	66
Gharama kwa matokeo	3.910	10.973
Jumla ya gharama	$0.391	$1.207
Bei ya ingizo	$0.300 / 1M	$0.200 / 1M
Bei ya toleo	$1.200 / 1M	$1.150 / 1M
Jumla ya tokeni za ingizo	90,909	98,691
Tokeni za matokeo	5,679	1,032,395
Tokeni za hoja	297,369	0
Muda wa majibu (wastani)	100.31s	64.68s
Muda wa majibu (upeo)	560.39s	364.99s
Muda wa majibu (jumla)	2206.82s	1423.01s

Hamster playing table tennis

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

#91 LongCat 2.0

low

Gharama: $0.024
Muda: 428.0s
Tokeni: 19,557 tok

#86 Step 3.7 Flash

high

Gharama: $0.007
Muda: 63.6s
Tokeni: 6,030 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
LongCat 2.0	10.0	10.0	100.0%	0		9.04s	588	225	4,303
Step 3.7 Flash	10.0	10.0	100.0%	0		13.40s	696	42,656	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
LongCat 2.0	6.6	4.6	77.8%	2		479.30s	6,544	461	206,627
Step 3.7 Flash	4.0	6.0	22.2%	1		206.21s	6,057	327,340	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
LongCat 2.0	10.0	10.0	100.0%	0		130.21s	66,883	3,905	37,643
Step 3.7 Flash	8.7	6.9	83.3%	1		41.23s	73,938	49,842	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
LongCat 2.0	6.3	10.0	50.0%	0		10.77s	7,653	198	2,498
Step 3.7 Flash	10.0	10.0	100.0%	0		14.72s	7,368	23,113	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
LongCat 2.0	3.0	10.0	0.0%	0		86.08s	496	142	28,567
Step 3.7 Flash	4.1	4.4	44.5%	2		149.64s	783	410,502	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
LongCat 2.0	3.4	2.2	33.3%	1		22.45s	480	116	2,364
Step 3.7 Flash	5.5	10.0	0.0%	0		4.17s	510	2,862	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
LongCat 2.0	6.5	10.0	50.0%	0		6.39s	657	78	1,604
Step 3.7 Flash	9.8	10.0	100.0%	0		1.52s	705	2,010	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
LongCat 2.0	3.1	10.0	0.0%	0		8.15s	636	289	2,561
Step 3.7 Flash	5.3	7.2	44.4%	1		10.22s	711	25,422	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
LongCat 2.0	10.0	10.0	100.0%	0		10.81s	6,840	249	398
Step 3.7 Flash	10.0	10.0	100.0%	0		2.79s	7,701	1,172	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
LongCat 2.0	3.0	10.0	0.0%	0		122.07s	132	16	10,804
Step 3.7 Flash	3.0	10.0	0.0%	0		149.34s	222	147,476	0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

GPT-5.5nonevsStep 3.7 Flashhigh KAT-Coder-Pro V2.5nonevsLongCat 2.0low Qwen3.6 FlashmediumvsStep 3.7 Flashhigh LongCat 2.0lowvsQwen3.6 35B A3Bmedium Step 3.7 FlashhighvsMiMo-V2.5-Promedium Gemini 3.5 FlashminimalvsStep 3.7 Flashhigh GPT-5.6 SolnonevsStep 3.7 Flashhigh Gemini 3 Flash PreviewnonevsLongCat 2.0low DeepSeek V4 PrononevsStep 3.7 Flashhigh KAT-Coder-Pro V2.5mediumvsStep 3.7 Flashhigh Gemma 4 26B A4BmediumInapatikana burevsLongCat 2.0low LongCat 2.0lowvsGLM 5.2none