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ByteDance Seed: Seed-2.0-Lite vs MiniMax: MiniMax M2.7

Last updated at: 2026-04-02

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 MiniMax M2.7 MiniMax M2.7 medium Release: 2026-03-18
Score 6.0 5.0
Rank #57 #76
Consistency 7.6 5.3
Tests Correct
Attempt pass rate 52.9% 49.0%
Flaky tests 5 10
Total Runs 51 51
Cost per result 0.215 2.398
Total Cost $0.016 $0.072
Input Price $0.250 / 1M $0.300 / 1M
Output Price $2.000 / 1M $1.200 / 1M
Output Tokens 2,749 4,517
Reasoning Tokens 0 47,612
Response Time (avg) 2.40s 27.32s
Response Time (max) 6.70s 117.04s
Response Time (total) 40.85s 437.10s

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
MiniMax M2.7 7.9 6.3 83.3% 2 40.32s 3,010 17,716
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
MiniMax M2.7 4.7 1.6 66.7% 1 41.03s 369 4,480
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
MiniMax M2.7 6.3 5.8 66.7% 1 21.95s 187 5,882
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
MiniMax M2.7 3.0 10.0 0.0% 0 19.00s 8 2,796
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
MiniMax M2.7 3.9 2.5 33.3% 1 38.70s 92 5,204
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
MiniMax M2.7 3.7 1.8 50.0% 2 12.64s 213 2,457
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
MiniMax M2.7 3.8 4.5 33.3% 2 25.62s 334 8,076
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
MiniMax M2.7 4.7 1.6 66.7% 1 12.05s 304 1,001

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