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ByteDance Seed: Seed-2.0-Lite vs Google: Gemma 4 26B A4B

Last updated at: 2026-04-26

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Gemma 4 26B A4B Gemma 4 26B A4B none Release: 2026-04-03 Free Available
Score 6.2 6.2
Rank #72 #71
Reliability N/A N/A
Consistency 7.7 8.7
Tests Correct
Attempt pass rate 55.6% 48.2%
Flaky tests 5 3
Total Runs 54 54
Cost per result 0.200 0.071
Total Cost $0.016 $0.005
Input Price $0.250 / 1M $0.060 / 1M
Output Price $2.000 / 1M $0.330 / 1M
Output Tokens 3,129 1,783
Reasoning Tokens 0 0
Response Time (avg) 2.53s 6.59s
Response Time (max) 6.70s 57.10s
Response Time (total) 45.46s 118.61s

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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
Gemma 4 26B A4B 8.3 10.0 75.0% 0 1.28s 230 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
Gemma 4 26B A4B 4.7 1.6 66.7% 1 7.07s 448 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
Gemma 4 26B A4B 3.0 10.0 0.0% 0 30.53s 309 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
Gemma 4 26B A4B 10.0 10.0 100.0% 0 1.70s 285 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
Gemma 4 26B A4B 3.6 7.2 22.2% 1 2.49s 27 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
Gemma 4 26B A4B 4.0 10.0 0.0% 0 3.54s 85 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
Gemma 4 26B A4B 4.4 6.9 16.7% 1 1.08s 75 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
Gemma 4 26B A4B 5.7 10.0 33.3% 0 739ms 114 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
Gemma 4 26B A4B 10.0 10.0 100.0% 0 57.10s 210 0

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