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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 medium Release: 2026-02-14 Gemma 4 26B A4B Gemma 4 26B A4B medium Release: 2026-04-03
Score 8.5 8.3
Rank #6 #13
Consistency 8.8 8.9
Tests Correct
Attempt pass rate 82.4% 80.4%
Flaky tests 3 2
Total Runs 51 51
Cost per result 0.873 0.189
Total Cost $0.105 $0.025
Input Price $0.250 / 1M $0.130 / 1M
Output Price $2.000 / 1M $0.400 / 1M
Output Tokens 2,821 12,412
Reasoning Tokens 44,723 39,955
Response Time (avg) 27.78s 17.38s
Response Time (max) 168.71s 73.55s
Response Time (total) 472.24s 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 8.3 10.0 75.0% 0 17.99s 996 7,142
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 10.0 10.0 100.0% 0 37.67s 506 4,299
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 9.07s 246 1,742
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 5.9 7.2 55.6% 1 88.74s 15 23,897
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 6.7 3.6 66.7% 1 18.25s 304 1,620
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 7.26s 71 1,480
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 9.0 7.9 88.9% 1 11.03s 461 3,532
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 12.38s 222 1,011
Gemma 4 26B A4B 10.0 10.0 100.0% 0 9.01s 450 1,256

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