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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-122B-A10B

Last updated at: 2026-03-15

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24
Rank #3 #11
Score 8.8 8.3
Consistency 8.7 9.0
Cost per result 0.870 4.095
Total Cost $0.105 $0.492
Tests Correct
Attempt pass rate 87.5% 79.2%
Flaky tests 3 2
Total Runs 48 48
Output Tokens 2,815 17,292
Reasoning Tokens 44,618 145,625
Response Time (avg) 29.39s 29.74s
Response Time (max) 168.71s 119.29s
Response Time (total) 470.29s 475.83s

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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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 6.99s 248 10,486
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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 107.79s 483 11,337
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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 23.41s 270 16,558
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
Qwen3.5-122B-A10B 2.9 7.2 11.1% 1 63.40s 15,537 64,889
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
Qwen3.5-122B-A10B 3.4 2.2 33.3% 1 34.11s 66 7,592
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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.88s 77 7,372
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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 17.18s 289 26,165
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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 4.60s 322 1,226

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