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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-Flash

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3.5-Flash Qwen3.5-Flash none Release: 2026-02-24
Rank #45 #41
Avg Score 4.9 5.2
Consistency 7.4 9.6
Cost per result 0.214 0.077
Total Cost $0.015 $0.006
Tests Correct
Attempt pass rate 56.3% 45.8%
Flaky tests 5 1
Total Runs 48 48
Output Tokens 2,743 3,774
Reasoning Tokens 0 0
Response Time (avg) 2.49s 3.54s
Response Time (max) 6.70s 13.73s
Response Time (total) 39.91s 56.70s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Avg Score vs Response Time (avg)

Total Output Tokens

Avg 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 10.0 4.6 22.2% 2 2.93s 703 0
Qwen3.5-Flash 2.3 7.8 11.1% 1 1.62s 687 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 0.0% 0 6.59s 498 0
Qwen3.5-Flash 10.0 10.0 0.0% 0 6.22s 1,794 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 9.9 10.0 100.0% 0 1.82s 246 0
Qwen3.5-Flash 9.9 10.0 100.0% 0 1.57s 243 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 7.2 22.2% 1 1.33s 17 0
Qwen3.5-Flash 7.0 10.0 66.7% 0 905ms 15 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
Qwen3.5-Flash 10.0 10.0 100.0% 0 803ms 100 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
Qwen3.5-Flash 5.0 10.0 50.0% 0 8.81s 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 4.0 4.4 55.6% 2 2.46s 620 0
Qwen3.5-Flash 1.3 10.0 0.0% 0 5.90s 608 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
Qwen3.5-Flash 10.0 10.0 100.0% 0 3.67s 264 0

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