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

Last updated at: 2026-04-29

Metric Claude Sonnet 4.6 Claude Sonnet 4.6 none Release: 2026-02-17 Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14
Score 7.4 8.6
Rank #54 #10
Reliability N/A N/A
Consistency 9.6 8.8
Tests Correct
Attempt pass rate 64.8% 83.3%
Flaky tests 1 3
Total Runs 54 54
Cost per result 2.376 0.926
Total Cost $0.262 $0.121
Input Price $3.000 / 1M $0.250 / 1M
Output Price $15.000 / 1M $2.000 / 1M
Output Tokens 7,433 3,257
Reasoning Tokens 0 52,042
Response Time (avg) 4.98s 30.37s
Response Time (max) 23.84s 168.71s
Response Time (total) 54.83s 546.72s

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 4.8 10.0 25.0% 0 2.94s 1,214 0
Seed-2.0-Lite 8.3 10.0 75.0% 0 17.99s 996 7,142
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-Lite 10.0 10.0 100.0% 0 74.49s 436 7,319
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-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 3.43s 252 0
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 7.7 10.0 66.7% 0 3.54s 413 0
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 6.1 3.1 66.7% 1 2.56s 192 0
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 6.5 10.0 50.0% 0 1.96s 90 0
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 7.7 10.0 66.7% 0 2.92s 536 0
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 4.11s 447 0
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011

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