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MoonshotAI: Kimi K2.7 Code vs StepFun: Step 3.7 Flash

Muhtasari

Ulinganisho wa benchmark Kimi K2.7 Code vs Step 3.7 Flash: Step 3.7 Flash inaongoza kwa average score: 7.1 vs 7.0. Kimi K2.7 Code ina gharama ya chini ya benchmark: $0.669 vs $1.148. Step 3.7 Flash ni ya haraka zaidi: 64.46s vs 83.60s, na pass rates 66.7% vs 63.5%.

Muundo unaopendekezwa: Kimi K2.7 Code - Its score stays close to the best score here (7.0 vs 7.1), while costing about 1.7x less than Step 3.7 Flash.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-06-12

Kipimo Kimi K2.7 Code Kimi K2.7 Code medium Toleo: 2026-06-12 Step 3.7 Flash Step 3.7 Flash high Toleo: 2026-05-29
Alama 7.0 7.1
Nafasi #65 #63
Uaminifu 9.2 10.0
Uthabiti 7.7 8.2
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio 66.7% 63.5%
Majaribio yasiyo thabiti 6 4
Jumla ya uendeshaji 63 63
Gharama kwa matokeo 6.074 10.434
Jumla ya gharama $0.669 $1.148
Bei ya ingizo $0.950 / 1M $0.200 / 1M
Bei ya toleo $4.000 / 1M $1.150 / 1M
Jumla ya tokeni za ingizo 25,991 38,391
Tokeni za matokeo 80,516 991,355
Tokeni za hoja 161,391 0
Muda wa majibu (wastani) 83.60s 64.46s
Muda wa majibu (upeo) 365.80s 364.99s
Muda wa majibu (jumla) 1671.99s 1353.57s

Generation showcase

Hamster playing table tennis

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

#65 MoonshotAI: Kimi K2.7 Code

medium
Cost
$0.025
Time
138.0s
Tokens
6,093 tok

#63 Step 3.7 Flash

high
Cost
$0.007
Time
63.6s
Tokens
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

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
Kimi K2.7 Code 7.3 5.8 83.3% 2 11.56s 618 3,048 5,041
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
Kimi K2.7 Code 7.6 7.2 77.8% 1 146.73s 4,650 1,864 25,635
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
Kimi K2.7 Code 4.7 1.6 66.7% 1 34.83s 11,271 444 3,906
Step 3.7 Flash 10.0 10.0 100.0% 0 13.01s 13,638 8,802 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
Kimi K2.7 Code 10.0 10.0 100.0% 0 12.27s 7,014 248 2,569
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
Kimi K2.7 Code 5.3 7.2 44.4% 1 213.29s 431 55,572 63,639
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
Kimi K2.7 Code 10.0 10.0 100.0% 0 10.78s 477 1,024 1,071
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
Kimi K2.7 Code 9.9 10.0 100.0% 0 5.39s 669 725 1,232
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
Kimi K2.7 Code 5.9 7.7 44.4% 1 41.00s 651 15,438 17,368
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
Kimi K2.7 Code 3.0 10.0 0.0% 0 0ms 0 0 0
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
Kimi K2.7 Code 3.0 10.0 0.0% 0 341.76s 210 2,153 40,930
Step 3.7 Flash 3.0 10.0 0.0% 0 149.34s 222 147,476 0

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Step 3.7 FlashhighvsGLM 5.1mediumStep 3.7 FlashhighvsMiMo-V2-FlashmediumGemini 3.5 FlashnonevsKimi K2.7 CodemediumQwen3.7 PlusnonevsStep 3.7 FlashhighGemma 4 26B A4BmediumInapatikana burevsStep 3.7 FlashhighGemini 3.5 FlashnonevsStep 3.7 FlashhighGemini 3 Flash PreviewnonevsKimi K2.7 CodemediumClaude Opus 4.8nonevsStep 3.7 FlashhighKimi K2.7 CodemediumvsQwen3.7 MaxnoneKimi K2.7 CodemediumvsQwen3.7 PlusnoneStep 3.7 FlashhighvsGLM 5V TurbomediumGemini 3 Flash PreviewnonevsStep 3.7 Flashhigh