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

Last updated at: 2026-04-14

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 none Release: 2026-02-17 Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14
Score 7.4 7.5
Rank #39 #36
Consistency 9.6 9.2
Tests Correct
Attempt pass rate 64.8% 66.7%
Flaky tests 1 2
Total Runs 54 54
Cost per result 2.376 0.333
Total Cost $0.262 $0.037
Input Price $3.000 / 1M $0.100 / 1M
Output Price $15.000 / 1M $0.400 / 1M
Output Tokens 7,433 2,419
Reasoning Tokens 0 79,238
Response Time (avg) 4.98s 69.70s
Response Time (max) 23.84s 262.83s
Response Time (total) 54.83s 1045.47s

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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
Claude Sonnet 4.6 4.8 10.0 25.0% 0 2.94s 1,214 0
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
Coding 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 3.67s 523 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 197.31s 448 20,614
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 9.5 10.0 100.0% 0 23.84s 3,766 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
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 3.43s 252 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
Domain specific 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 3.54s 413 0
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 6.1 3.1 66.7% 1 2.56s 192 0
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Claude Sonnet 4.6 6.5 10.0 50.0% 0 1.96s 90 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
Puzzle Solving 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 2.92s 536 0
Seed-2.0-Mini 8.2 7.2 88.9% 1 25.85s 457 5,060
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 4.11s 447 0
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235

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