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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 none Release: 2026-02-14 Gemma 4 31B Gemma 4 31B medium Release: 2026-04-02
Score 6.0 8.6
Rank #57 #5
Consistency 7.6 9.6
Tests Correct
Attempt pass rate 52.9% 80.4%
Flaky tests 5 1
Total Runs 51 51
Cost per result 0.215 0.109
Total Cost $0.016 $0.015
Input Price $0.250 / 1M $0.140 / 1M
Output Price $2.000 / 1M $0.400 / 1M
Output Tokens 2,749 9,568
Reasoning Tokens 0 22,501
Response Time (avg) 2.40s 21.81s
Response Time (max) 6.70s 68.92s
Response Time (total) 40.85s 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 3.0 5.9 16.7% 2 2.43s 709 0
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 3.0 10.0 0.0% 0 6.59s 498 0
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 1.82s 246 0
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 3.6 7.2 22.2% 1 1.33s 17 0
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 10.0 10.0 100.0% 0 3.45s 294 0
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 1.06s 73 0
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 5.2 4.4 55.6% 2 2.46s 620 0
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 3.94s 292 0
Gemma 4 31B 3.0 10.0 0.0% 0 0ms 0 0

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