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ByteDance Seed: Seed-2.0-Lite vs Google: Gemma 4 31B

Last updated at: 2026-04-02

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemma 4 31B Gemma 4 31B medium Release: 2026-04-02
Score 8.5 8.6
Rank #6 #5
Consistency 8.8 9.6
Tests Correct
Attempt pass rate 82.4% 80.4%
Flaky tests 3 1
Total Runs 51 51
Cost per result 0.873 0.109
Total Cost $0.105 $0.015
Input Price $0.250 / 1M $0.140 / 1M
Output Price $2.000 / 1M $0.400 / 1M
Output Tokens 2,821 9,568
Reasoning Tokens 44,723 22,501
Response Time (avg) 27.78s 21.81s
Response Time (max) 168.71s 68.92s
Response Time (total) 472.24s 327.16s

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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 8.3 10.0 75.0% 0 17.99s 996 7,142
Gemma 4 31B 10.0 10.0 100.0% 0 12.89s 962 2,046
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 31B 3.0 10.0 0.0% 0 0ms 0 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 9.07s 246 1,742
Gemma 4 31B 10.0 10.0 100.0% 0 21.11s 1,822 2,951
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 31B 7.7 10.0 66.7% 0 38.48s 4,349 8,985
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 31B 10.0 10.0 100.0% 0 9.57s 105 888
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 31B 10.0 10.0 100.0% 0 12.76s 533 2,035
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 31B 8.8 7.9 88.9% 1 27.63s 1,797 5,596
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 31B 3.0 10.0 0.0% 0 0ms 0 0

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