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

Last updated at: 2026-03-15

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.5-27B Qwen3.5-27B medium Release: 2026-02-24
Rank #3 #8
Score 8.8 8.6
Consistency 8.7 9.1
Cost per result 0.870 3.585
Total Cost $0.105 $0.431
Tests Correct
Attempt pass rate 87.5% 81.3%
Flaky tests 3 2
Total Runs 48 48
Output Tokens 2,815 1,658
Reasoning Tokens 44,618 200,786
Response Time (avg) 29.39s 52.13s
Response Time (max) 168.71s 163.96s
Response Time (total) 470.29s 834.16s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

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 10.0 100.0% 0 23.34s 990 7,037
Qwen3.5-27B 10.0 10.0 100.0% 0 9.69s 102 8,956
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Qwen3.5-27B 10.0 10.0 100.0% 0 163.96s 483 9,991
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 9.07s 246 1,742
Qwen3.5-27B 10.0 10.0 100.0% 0 30.26s 270 16,150
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
Qwen3.5-27B 5.3 10.0 33.3% 0 79.53s 43 52,368
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Qwen3.5-27B 6.1 3.1 66.7% 1 101.41s 70 23,147
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 7.26s 71 1,480
Qwen3.5-27B 10.0 10.0 100.0% 0 19.66s 97 11,638
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
Qwen3.5-27B 8.2 7.7 77.8% 1 64.61s 245 77,213
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 12.38s 222 1,011
Qwen3.5-27B 10.0 10.0 100.0% 0 7.45s 348 1,323

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