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

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Last updated at : 2026-02-27 15:16

Summary

Metric Anthropic: Claude Sonnet 4.6 medium Release: Unknown release date ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-26
Rank #8 #18
Score 7.43 6.13
Consistency 9.40 8.91
Cost per result 8.105 0.177
Total Cost $0.811 $0.013
Tests Correct
Wrong Tests 4 7
Attempt pass rate 73.8% 59.5%
Flaky tests 1 2
Output Tokens 29,098 1,353
Reasoning Tokens 20,435 24,362

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 7.00 10.00 66.7% 0 1,031 1,093
ByteDance Seed: Seed-2.0-Mini 7.00 9.99 66.7% 0 354 9,352
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 10.00 10.00 100.0% 0 727 907
ByteDance Seed: Seed-2.0-Mini 9.88 10.00 100.0% 0 246 2,743
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 1.00 7.21 11.1% 1 25,790 16,919
ByteDance Seed: Seed-2.0-Mini 1.00 10.00 0.0% 0 0 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 10.00 10.00 100.0% 0 316 523
ByteDance Seed: Seed-2.0-Mini 8.00 9.99 50.0% 0 69 2,050
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 10.00 10.00 100.0% 0 579 642
ByteDance Seed: Seed-2.0-Mini 5.33 4.91 77.8% 2 462 4,982
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
Anthropic: Claude Sonnet 4.6 10.00 10.00 100.0% 0 655 351
ByteDance Seed: Seed-2.0-Mini 10.00 10.00 100.0% 0 222 5,235

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