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

Last updated at: 2026-05-10

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 Free Available
Score 8.3 8.2
Rank #11 #14
Reliability 10.0 6.7
Consistency 8.9 9.6
Tests Correct
Attempt pass rate 79.0% 77.2%
Flaky tests 3 1
Total Runs 57 57
Cost per result 0.958 0.158
Total Cost $0.125 $0.023
Input Price $0.250 / 1M $0.130 / 1M
Output Price $2.000 / 1M $0.380 / 1M
Output Tokens 3,266 14,426
Reasoning Tokens 54,082 37,964
Response Time (avg) 31.32s 28.72s
Response Time (max) 168.71s 90.14s
Response Time (total) 595.04s 488.27s

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 31B 10.0 10.0 100.0% 0 12.89s 962 2,046
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 74.49s 436 7,319
Gemma 4 31B 4.7 1.6 66.7% 1 70.97s 3,166 5,449
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 9.9 10.0 100.0% 0 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
Trivia 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 48.32s 9 2,040
Gemma 4 31B 3.0 10.0 0.0% 0 90.14s 1,692 10,014

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