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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.6 35B A3B

Last updated at: 2026-04-27

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.6 35B A3B Qwen3.6 35B A3B medium Release: 2026-04-20
Score 8.6 8.8
Rank #10 #9
Reliability N/A 10.0
Consistency 8.8 9.5
Tests Correct
Attempt pass rate 83.3% 83.3%
Flaky tests 3 1
Total Runs 54 54
Cost per result 0.926 0.800
Total Cost $0.121 $0.104
Input Price $0.250 / 1M $0.162 / 1M
Output Price $2.000 / 1M $0.966 / 1M
Output Tokens 3,257 14,256
Reasoning Tokens 52,042 98,005
Response Time (avg) 30.37s 11.98s
Response Time (max) 168.71s 45.02s
Response Time (total) 546.72s 191.76s

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 8.3 10.0 75.0% 0 17.99s 996 7,142
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 6.02s 1,154 12,385
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 74.49s 436 7,319
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 32.58s 3,294 15,116
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
Qwen3.6 35B A3B 0.0 0.0 0.0% 0 0ms 0 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 9.07s 246 1,742
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 12.99s 2,591 9,968
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
Qwen3.6 35B A3B 5.3 7.2 44.4% 1 22.50s 6,193 39,116
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
Qwen3.6 35B A3B 4.4 9.9 0.0% 0 8.66s 129 4,569
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
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 7.50s 219 7,404
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
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 5.98s 676 9,447
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
Qwen3.6 35B A3B 0.0 0.0 0.0% 0 0ms 0 0

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