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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-35B-A3B

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3.5-35B-A3B Qwen3.5-35B-A3B medium Release: 2026-02-24
Rank #45 #39
Avg Score 4.9 5.5
Consistency 7.4 6.3
Cost per result 0.214 4.251
Total Cost $0.015 $0.341
Tests Correct
Attempt pass rate 56.3% 77.1%
Flaky tests 5 7
Total Runs 48 48
Output Tokens 2,743 5,495
Reasoning Tokens 0 169,266
Response Time (avg) 2.49s 43.93s
Response Time (max) 6.70s 106.00s
Response Time (total) 39.91s 702.85s

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
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 21.75s 429 36,235
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
Qwen3.5-35B-A3B 10.0 1.6 66.7% 1 75.34s 775 12,485
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
Qwen3.5-35B-A3B 5.5 5.9 83.3% 1 59.33s 235 19,493
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
Qwen3.5-35B-A3B 10.0 4.4 44.5% 2 88.34s 41 46,368
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
Qwen3.5-35B-A3B 10.0 1.6 33.3% 1 30.30s 20 3,753
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
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 24.45s 97 17,361
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
Qwen3.5-35B-A3B 4.0 4.4 77.8% 2 31.58s 3,589 32,206
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
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 4.65s 309 1,365

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