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

Last updated at: 2026-04-04

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Gemma 4 26B A4B Gemma 4 26B A4B medium Release: 2026-04-03
Score 6.0 8.3
Rank #59 #13
Consistency 7.6 8.9
Tests Correct
Attempt pass rate 52.9% 80.4%
Flaky tests 5 2
Total Runs 51 51
Cost per result 0.215 0.189
Total Cost $0.016 $0.025
Input Price $0.250 / 1M $0.130 / 1M
Output Price $2.000 / 1M $0.400 / 1M
Output Tokens 2,749 12,412
Reasoning Tokens 0 39,955
Response Time (avg) 2.40s 17.38s
Response Time (max) 6.70s 73.55s
Response Time (total) 40.85s 278.01s

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
Gemma 4 26B A4B 10.0 10.0 100.0% 0 6.20s 1,142 3,045
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 9.6 10.0 100.0% 0 73.55s 5,415 13,112
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 16.51s 1,567 2,827
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 2.9 4.4 22.2% 2 23.62s 2,469 7,105
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 10.0 10.0 100.0% 0 29.76s 25 5,075
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 10.0 10.0 100.0% 0 17.54s 887 4,470
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 7.9 9.6 66.7% 0 8.52s 457 3,065
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 9.01s 450 1,256

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