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KAT-Coder-Pro V2.5 (low) vs Minimax M3.1 Flash (high)

average score iko karibu sawa: 6.5 vs 6.5. Minimax M3.1 Flash (high) ina gharama ya chini ya benchmark: $0.000 vs $0.568. KAT-Coder-Pro V2.5 (low) ni ya haraka zaidi: 19.40s vs 34.00s, na pass rates 65.2% vs 56.5%.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-10-19

Modeli zilizolinganishwa

Nafasi
#226
Jumla ya tokeni za matokeo
113,193
Muda wa majibu (wastani)
19.40s
Jumla ya gharama
$0.568
Nafasi
#228
Jumla ya tokeni za matokeo
279,438
Muda wa majibu (wastani)
34.00s
Jumla ya gharama
$0.000
Muundo unaopendekezwa KAT-Coder-Pro V2.5 (low)

It has the best score here (6.5), while responding about 1.8x faster than Minimax M3.1 Flash (high).

Ulinganisho wa kina

Kipimo KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low Toleo: 2026-07-14 Minimax M3.1 Flash Minimax M3.1 Flash high Toleo: 2026-10-19 Inapatikana bure
Alama 6.5 6.5
Nafasi #226 #228
Uaminifu 10.0 10.0
Uthabiti 7.1 7.2
Majaribio 69/69 69/69
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio 65.2% 56.5%
Majaribio yasiyo thabiti 8 8
Jumla ya uendeshaji 69 69
Gharama kwa matokeo 3.636 0.000
Jumla ya gharama $0.568 $0.000
Bei ya ingizo $0.740 / 1M $0.000 / 1M
Bei ya toleo $2.960 / 1M $0.000 / 1M
Bei ya kusoma akiba $0.150 / 1M Haipo
Bei ya kuandika akiba Haipo Haipo
Jumla ya tokeni za ingizo 87,682 357,984
Tokeni za matokeo 7,166 70,004
Tokeni za hoja 106,027 209,434
Muda wa majibu (wastani) 19.40s 34.00s
Muda wa majibu (upeo) 209.15s 280.72s
Muda wa majibu (jumla) 446.11s 781.92s
Vigezo ~700B jumla (~72B vinavyotumika) -
Upatikanaji Imefungwa Imefungwa

Bei za akiba zinahusu tokeni za ingizo. Kusoma hutumia tena maelekezo yaliyohifadhiwa; kuandika huyahifadhi na kunaweza kuongeza gharama. Tokeni za matokeo hutumia bei ya matokeo.

Onyesho la kizazi cha modeli

Hamster playing table tennis

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

#226 KAT-Coder-Pro V2.5

low
Gharama
$0.016
Muda
47.6s
Tokeni
5,182 tok

#228 Minimax M3.1 Flash

high
Gharama
$0.000
Muda
75.4s
Tokeni
9,436 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

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
KAT-Coder-Pro V2.5 7.8 10.0 66.7% 0 24.87s 7,893 402 24,945
Minimax M3.1 Flash 5.6 4.7 55.6% 2 36.78s 9,024 60,602 13,024

Badilisha jozi ya ulinganisho