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ByteDance Seed: Seed-2.0-Lite vs Mistral: Mistral Small 4

Last updated at: 2026-03-17

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Mistral Small 4 Mistral Small 4 medium Release: 2026-03-16
Rank #47 #55
Score 6.0 5.6
Consistency 7.6 7.0
Cost per result 0.215 0.502
Total Cost $0.016 $0.026
Tests Correct
Attempt pass rate 52.9% 49.0%
Flaky tests 5 6
Total Runs 51 51
Output Tokens 2,749 12,288
Reasoning Tokens 0 28,112
Response Time (avg) 2.40s 4.18s
Response Time (max) 6.70s 25.25s
Response Time (total) 40.85s 71.03s

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
Seed-2.0-Lite 3.0 5.9 16.7% 2 2.43s 709 0
Mistral Small 4 5.6 3.8 66.7% 3 2.67s 4,055 4,778
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 6.59s 498 0
Mistral Small 4 3.0 10.0 0.0% 0 25.25s 2,612 10,700
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.82s 246 0
Mistral Small 4 7.3 5.9 83.3% 1 1.23s 335 723
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
Mistral Small 4 5.3 7.2 44.4% 1 6.11s 2,621 6,904
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.45s 294 0
Mistral Small 4 4.8 10.0 0.0% 0 2.05s 821 828
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 1.06s 73 0
Mistral Small 4 7.3 5.8 83.3% 1 1.38s 540 1,031
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
Mistral Small 4 3.4 9.7 0.0% 0 2.00s 983 2,338
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 3.94s 292 0
Mistral Small 4 10.0 10.0 100.0% 0 3.50s 321 810

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