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

Last updated at: 2026-03-12

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
Rank #27 #3
Avg Score 6.8 8.5
Consistency 9.6 8.7
Cost per result 2.504 0.870
Total Cost $0.251 $0.105
Tests Correct
Attempt pass rate 66.7% 87.5%
Flaky tests 1 3
Total Runs 48 48
Output Tokens 6,895 2,815
Reasoning Tokens 0 44,618
Response Time (avg) 5.57s 29.39s
Response Time (max) 23.84s 168.71s
Response Time (total) 50.12s 470.29s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Avg Score vs Response Time (avg)

Total Output Tokens

Avg 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 4.0 10.0 33.3% 0 4.83s 1,199 0
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 9.0 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 9.9 10.0 100.0% 0 3.43s 252 0
Seed-2.0-Lite 9.9 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 7.0 10.0 66.7% 0 3.54s 413 0
Seed-2.0-Lite 4.0 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 5.0 3.1 66.7% 1 2.56s 192 0
Seed-2.0-Lite 7.0 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 5.5 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 7.0 10.0 66.7% 0 2.92s 536 0
Seed-2.0-Lite 9.3 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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