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Anthropic: Claude Sonnet 4.6 vs ByteDance Seed: Seed-2.0-Lite

Last updated at: 2026-03-15

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 medium Release: 2026-02-17 Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14
Rank #12 #3
Score 8.3 8.8
Consistency 9.5 8.7
Cost per result 8.525 0.870
Total Cost $1.023 $0.105
Tests Correct
Attempt pass rate 77.1% 87.5%
Flaky tests 1 3
Total Runs 48 48
Output Tokens 35,159 2,815
Reasoning Tokens 24,687 44,618
Response Time (avg) 11.23s 29.39s
Response Time (max) 46.35s 168.71s
Response Time (total) 89.84s 470.29s

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
Claude Sonnet 4.6 7.7 10.0 66.7% 0 4.95s 1,031 1,093
Seed-2.0-Lite 10.0 10.0 100.0% 0 23.34s 990 7,037
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 46.35s 5,871 3,962
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 13.90s 649 742
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 2.9 7.2 11.1% 1 0ms 25,790 16,919
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 4.94s 256 433
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 2.61s 318 552
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 4.80s 589 635
Seed-2.0-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 10.0 10.0 100.0% 0 7.48s 655 351
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011

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