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ByteDance Seed: Seed-2.0-Lite vs Laguna M.1

Last updated at: 2026-04-29

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Laguna M.1 Laguna M.1 medium Release: 2026-04-28 Free Available
Score 6.2 6.3
Rank #79 #74
Reliability N/A 10.0
Consistency 7.7 8.6
Tests Correct
Attempt pass rate 55.6% 53.7%
Flaky tests 5 3
Total Runs 54 54
Cost per result 0.200 0.000
Total Cost $0.016 $0.000
Input Price $0.250 / 1M $0.000 / 1M
Output Price $2.000 / 1M $0.000 / 1M
Output Tokens 3,129 63,822
Reasoning Tokens 0 0
Response Time (avg) 2.53s 13.90s
Response Time (max) 6.70s 53.14s
Response Time (total) 45.46s 250.28s

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Score vs Total Cost

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Score vs Response Time (avg)

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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
Laguna M.1 6.6 10.0 50.0% 0 9.15s 7,839 0
Coding 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 4.61s 380 0
Laguna M.1 4.3 1.1 66.7% 1 35.61s 14,327 0
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
Laguna M.1 3.0 10.0 0.0% 0 53.14s 12,272 0
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
Laguna M.1 10.0 10.0 100.0% 0 4.93s 2,296 0
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
Laguna M.1 5.3 7.2 44.4% 1 24.14s 19,020 0
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
Laguna M.1 4.1 10.0 0.0% 0 6.86s 1,294 0
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
Laguna M.1 10.0 10.0 100.0% 0 4.30s 1,626 0
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
Laguna M.1 3.6 7.2 22.2% 1 6.97s 3,978 0
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
Laguna M.1 10.0 10.0 100.0% 0 6.31s 1,170 0

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