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ByteDance Seed: Seed-2.0-Mini vs MoonshotAI: Kimi K2.5

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

Summary

Metric ByteDance Seed: Seed-2.0-Mini medium Release: 2026-02-26 MoonshotAI: Kimi K2.5 none Release: Unknown release date
Rank #18 #32
Score 6.13 4.07
Consistency 8.91 8.92
Cost per result 0.177 0.232
Total Cost $0.013 $0.010
Tests Correct
Wrong Tests 7 10
Attempt pass rate 59.5% 35.7%
Flaky tests 2 2
Output Tokens 1,353 1,915
Reasoning Tokens 24,362 0

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 7.00 9.99 66.7% 0 354 9,352
MoonshotAI: Kimi K2.5 2.67 7.86 11.1% 1 363 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 9.88 10.00 100.0% 0 246 2,743
MoonshotAI: Kimi K2.5 5.50 5.81 83.3% 1 995 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 1.00 10.00 0.0% 0 0 0
MoonshotAI: Kimi K2.5 4.00 10.00 33.3% 0 29 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 8.00 9.99 50.0% 0 69 2,050
MoonshotAI: Kimi K2.5 5.00 9.99 50.0% 0 61 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 5.33 4.91 77.8% 2 462 4,982
MoonshotAI: Kimi K2.5 2.00 9.92 0.0% 0 247 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Output Tokens Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini 10.00 10.00 100.0% 0 222 5,235
MoonshotAI: Kimi K2.5 10.00 10.00 100.0% 0 220 0

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