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ByteDance Seed: Seed-2.0-Mini vs LiquidAI: LFM2-24B-A2B

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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 LiquidAI: LFM2-24B-A2B none Release: Unknown release date
Rank #18 #39
Score 6.13 2.43
Consistency 8.91 8.91
Cost per result 0.177 0.045
Total Cost $0.013 $0.001
Tests Correct
Wrong Tests 7 13
Attempt pass rate 59.5% 16.7%
Flaky tests 2 2
Output Tokens 1,353 1,125
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
LiquidAI: LFM2-24B-A2B 1.00 9.81 0.0% 0 490 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
LiquidAI: LFM2-24B-A2B 1.00 10.00 0.0% 0 219 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
LiquidAI: LFM2-24B-A2B 4.00 7.21 55.6% 1 30 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
LiquidAI: LFM2-24B-A2B 3.00 10.00 0.0% 0 60 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
LiquidAI: LFM2-24B-A2B 3.33 7.88 22.2% 1 326 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
LiquidAI: LFM2-24B-A2B 1.00 10.00 0.0% 0 0 0

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