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ByteDance Seed: Seed-2.0-Lite vs OpenAI: GPT-5.4

Last updated at: 2026-04-16

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 GPT-5.4 GPT-5.4 none Release: 2026-03-05
Score 6.2 5.9
Rank #60 #65
Consistency 7.7 9.1
Tests Correct
Attempt pass rate 55.6% 42.6%
Flaky tests 5 2
Total Runs 54 54
Cost per result 0.200 1.477
Total Cost $0.016 $0.104
Input Price $0.250 / 1M $2.500 / 1M
Output Price $2.000 / 1M $15.000 / 1M
Output Tokens 3,129 2,317
Reasoning Tokens 0 0
Response Time (avg) 2.53s 1.51s
Response Time (max) 6.70s 2.95s
Response Time (total) 45.46s 27.21s

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Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 5.9 16.7% 2 2.43s 709 0
GPT-5.4 3.2 8.0 8.3% 1 1.21s 406 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 4.61s 380 0
GPT-5.4 10.0 10.0 100.0% 0 2.95s 480 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 6.59s 498 0
GPT-5.4 3.0 10.0 0.0% 0 2.89s 291 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.82s 246 0
GPT-5.4 10.0 10.0 100.0% 0 1.04s 222 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
GPT-5.4 5.3 7.2 44.4% 1 1.07s 50 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.45s 294 0
GPT-5.4 4.4 9.9 0.0% 0 1.78s 184 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.06s 73 0
GPT-5.4 6.5 10.0 50.0% 0 1.07s 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
GPT-5.4 5.6 9.8 33.3% 0 1.52s 357 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.94s 292 0
GPT-5.4 10.0 10.0 100.0% 0 2.75s 246 0

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