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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 none Release: 2026-04-20
Score 8.6 5.1
Rank #10 #112
Reliability N/A 10.0
Consistency 8.8 7.4
Tests Correct
Attempt pass rate 83.3% 39.6%
Flaky tests 3 5
Total Runs 54 54
Cost per result 0.926 0.471
Total Cost $0.121 $0.019
Input Price $0.250 / 1M $0.162 / 1M
Output Price $2.000 / 1M $0.966 / 1M
Output Tokens 3,257 17,503
Reasoning Tokens 52,042 0
Response Time (avg) 30.37s 2.87s
Response Time (max) 168.71s 12.46s
Response Time (total) 546.72s 46.00s

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 3.6 7.6 16.7% 1 2.10s 1,571 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 74.49s 436 7,319
Qwen3.6 35B A3B 10.0 10.0 100.0% 0 2.05s 921 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 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 1.46s 248 0
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 3.5 4.4 33.3% 2 7.45s 11,381 0
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 3.0 33.3% 1 3.51s 1,545 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 7.26s 71 1,480
Qwen3.6 35B A3B 6.2 5.8 66.7% 1 1.86s 1,264 0
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 3.2 9.9 0.0% 0 1.00s 573 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 12.38s 222 1,011
Qwen3.6 35B A3B 0.0 0.0 0.0% 0 0ms 0 0

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