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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-27B

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3.5-27B Qwen3.5-27B none Release: 2026-02-24
Rank #45 #46
Avg Score 4.9 4.9
Consistency 7.4 9.1
Cost per result 0.214 0.302
Total Cost $0.015 $0.016
Tests Correct
Attempt pass rate 56.3% 37.5%
Flaky tests 5 2
Total Runs 48 48
Output Tokens 2,743 3,161
Reasoning Tokens 0 0
Response Time (avg) 2.49s 1.75s
Response Time (max) 6.70s 9.39s
Response Time (total) 39.91s 28.05s

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
Qwen3.5-27B 4.0 10.0 33.3% 0 796ms 264 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
Qwen3.5-27B 10.0 1.6 33.3% 1 9.39s 1,461 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
Qwen3.5-27B 9.9 10.0 100.0% 0 1.43s 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
Qwen3.5-27B 10.0 10.0 0.0% 0 540ms 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
Qwen3.5-27B 5.0 10.0 0.0% 0 2.51s 126 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
Qwen3.5-27B 4.5 10.0 0.0% 0 815ms 69 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
Qwen3.5-27B 6.3 7.9 55.6% 1 1.37s 680 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
Qwen3.5-27B 10.0 10.0 100.0% 0 3.54s 303 0

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