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ByteDance Seed: Seed-2.0-Lite vs OpenAI: GPT-5.3-Codex

Muhtasari

Ulinganisho wa benchmark Seed-2.0-Lite vs GPT-5.3-Codex: GPT-5.3-Codex inaongoza kwa average score: 8.4 vs 8.2. Seed-2.0-Lite ina gharama ya chini ya benchmark: $0.175 vs $0.740. GPT-5.3-Codex ni ya haraka zaidi: 16.22s vs 47.07s, na pass rates 76.2% vs 82.5%.

Muundo unaopendekezwa: Seed-2.0-Lite - Its score stays close to the best score here (8.2 vs 8.4), while costing about 4.2x less than GPT-5.3-Codex.

Benchmark zimetengenezwa kutoka seti za majaribio za AI BENCHY tarehe: 2026-06-10

Kipimo Seed-2.0-Lite Seed-2.0-Lite medium Toleo: 2026-02-14 GPT-5.3-Codex GPT-5.3-Codex medium Toleo: 2026-02-05
Alama 8.2 8.4
Nafasi #20 #16
Uaminifu 10.0 10.0
Uthabiti 9.0 8.5
Majaribio sahihi
Kiwango cha kupita kwa kila jaribio 76.2% 82.5%
Majaribio yasiyo thabiti 3 4
Jumla ya uendeshaji 63 63
Gharama kwa matokeo 1.250 4.932
Jumla ya gharama $0.175 $0.740
Bei ya ingizo $0.250 / 1M $1.750 / 1M
Bei ya toleo $2.000 / 1M $14.000 / 1M
Jumla ya tokeni za ingizo 46,740 34,299
Tokeni za matokeo 3,230 2,357
Tokeni za hoja 78,406 46,189
Muda wa majibu (wastani) 47.07s 16.22s
Muda wa majibu (upeo) 254.92s 100.93s
Muda wa majibu (jumla) 988.37s 340.67s

Generation showcase

Hamster playing table tennis

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

#20 Seed-2.0-Lite

medium
Cost
$0.005
Time
86.7s
Tokens
2,354 tok

#16 GPT-5.3-Codex

medium
Cost
$0.049
Time
54.9s
Tokens
3,580 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
Seed-2.0-Lite 8.3 10.0 75.0% 0 17.99s 942 996 7,142
GPT-5.3-Codex 8.7 7.9 91.7% 1 4.16s 606 240 1,722
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
Seed-2.0-Lite 8.0 9.8 66.7% 0 156.74s 8,247 458 31,890
GPT-5.3-Codex 10.0 10.0 100.0% 0 19.50s 7,302 535 10,890
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
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 16,254 506 4,299
GPT-5.3-Codex 10.0 10.0 100.0% 0 19.56s 11,019 364 2,731
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
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 8,562 246 1,742
GPT-5.3-Codex 10.0 10.0 100.0% 0 3.07s 7,140 234 728
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
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 843 15 23,897
GPT-5.3-Codex 5.9 7.2 55.6% 1 64.31s 813 64 25,308
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
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 582 304 1,620
GPT-5.3-Codex 4.6 10.0 0.0% 0 4.87s 477 187 331
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
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 834 71 1,480
GPT-5.3-Codex 10.0 10.0 100.0% 0 3.04s 660 93 693
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
Seed-2.0-Lite 9.0 7.9 88.9% 1 10.23s 894 403 3,285
GPT-5.3-Codex 9.0 7.9 88.9% 1 5.05s 642 356 1,593
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
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 9,306 222 1,011
GPT-5.3-Codex 10.0 10.0 100.0% 0 6.37s 5,445 254 492
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
Seed-2.0-Lite 3.0 10.0 0.0% 0 48.32s 276 9 2,040
GPT-5.3-Codex 2.8 1.6 33.3% 1 14.43s 195 30 1,701

Ulinganisho wa haraka

Badilisha jozi ya ulinganisho

Gemini 3 Flash PreviewlowvsGPT-5.3-CodexmediumSeed-2.0-LitemediumvsGemini 3.5 FlashnoneSeed-2.0-LitemediumvsGPT-5.2 ChatnoneSeed-2.0-LitemediumvsGemini 3 Flash PreviewlowGemini 3.5 FlashnonevsGPT-5.3-CodexmediumSeed-2.0-LitemediumvsDeepSeek V4 FlashhighSeed-2.0-LitemediumvsGemini 3.5 FlashminimalSeed-2.0-LitemediumvsQwen3.7 MaxnoneDeepSeek V4 FlashhighvsGPT-5.3-CodexmediumGemini 3.5 FlashminimalvsGPT-5.3-CodexmediumGPT-5.3-CodexmediumvsQwen3.7 MaxnoneSeed-2.0-LitemediumvsGemini 3 Flash Previewnone