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ByteDance Seed: Seed-2.0-Lite vs Google: Gemini 3.1 Pro Preview

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium Release: 2026-02-19
Rank #3 #2
Avg Score 8.5 9.4
Consistency 8.7 10.0
Cost per result 0.870 3.417
Total Cost $0.105 $0.513
Tests Correct
Attempt pass rate 87.5% 93.8%
Flaky tests 3 0
Total Runs 48 48
Output Tokens 2,815 1,521
Reasoning Tokens 44,618 35,656
Response Time (avg) 29.39s 16.60s
Response Time (max) 168.71s 40.61s
Response Time (total) 470.29s 149.36s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Avg Score vs Response Time (avg)

Total Output Tokens

Avg 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 10.0 10.0 100.0% 0 23.34s 990 7,037
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 9.52s 106 2,533
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
Gemini 3.1 Pro Preview 9.0 10.0 100.0% 0 40.61s 432 9,281
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.9 10.0 100.0% 0 9.07s 246 1,742
Gemini 3.1 Pro Preview 9.9 10.0 100.0% 0 7.72s 279 3,904
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 4.0 7.2 55.6% 1 88.74s 15 23,897
Gemini 3.1 Pro Preview 7.0 10.0 66.7% 0 32.73s 18 12,424
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 7.0 3.6 66.7% 1 18.25s 304 1,620
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 11.77s 108 1,179
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
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 9.56s 72 2,236
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.3 7.9 88.9% 1 11.03s 461 3,532
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 7.15s 232 3,117
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
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 23.15s 274 982

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