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

Last updated at: 2026-04-30

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
Score 8.6 8.1
Rank #12 #26
Reliability N/A N/A
Consistency 8.8 8.6
Tests Correct
Attempt pass rate 83.3% 79.6%
Flaky tests 3 3
Total Runs 54 54
Cost per result 0.926 4.060
Total Cost $0.121 $0.528
Input Price $0.250 / 1M $0.260 / 1M
Output Price $2.000 / 1M $2.080 / 1M
Output Tokens 3,257 17,635
Reasoning Tokens 52,042 162,668
Response Time (avg) 30.37s 31.38s
Response Time (max) 168.71s 119.29s
Response Time (total) 546.72s 564.84s

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
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.75s 269 16,835
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
Qwen3.5-122B-A10B 4.7 1.6 66.7% 1 70.98s 322 10,694
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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