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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 none Release: 2026-02-14 Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium Release: 2026-02-19
Rank #45 #2
Avg Score 4.9 9.4
Consistency 7.4 10.0
Cost per result 0.214 3.417
Total Cost $0.015 $0.513
Tests Correct
Attempt pass rate 56.3% 93.8%
Flaky tests 5 0
Total Runs 48 48
Output Tokens 2,743 1,521
Reasoning Tokens 0 35,656
Response Time (avg) 2.49s 16.60s
Response Time (max) 6.70s 40.61s
Response Time (total) 39.91s 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 4.6 22.2% 2 2.93s 703 0
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 0.0% 0 6.59s 498 0
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 1.82s 246 0
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 10.0 7.2 22.2% 1 1.33s 17 0
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 10.0 10.0 100.0% 0 3.45s 294 0
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 1.06s 73 0
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 4.0 4.4 55.6% 2 2.46s 620 0
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 3.94s 292 0
Gemini 3.1 Pro Preview 10.0 10.0 100.0% 0 23.15s 274 982

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