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ByteDance Seed: Seed-2.0-Lite vs Laguna Xs.2

Last updated at: 2026-04-29

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Laguna Xs.2 Laguna Xs.2 medium Release: 2026-04-28 Free Available
Score 6.2 6.2
Rank #79 #81
Reliability N/A 10.0
Consistency 7.7 6.9
Tests Correct
Attempt pass rate 55.6% 57.4%
Flaky tests 5 7
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 58,141
Reasoning Tokens 0 0
Response Time (avg) 2.53s 6.03s
Response Time (max) 6.70s 29.11s
Response Time (total) 45.46s 108.59s

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Score vs Total Cost

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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
Laguna Xs.2 7.4 5.9 83.3% 2 2.60s 5,283 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 Xs.2 6.3 3.7 33.3% 1 14.36s 7,896 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 Xs.2 3.0 10.0 0.0% 0 15.92s 8,501 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 Xs.2 7.1 5.6 83.3% 1 9.34s 10,472 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 Xs.2 4.1 4.4 44.5% 2 11.12s 18,712 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 Xs.2 4.1 10.0 0.0% 0 2.76s 1,421 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 Xs.2 10.0 10.0 100.0% 0 1.68s 1,517 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 Xs.2 5.3 10.0 33.3% 0 2.12s 3,168 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 Xs.2 4.7 1.6 66.7% 1 3.39s 1,171 0

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