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

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low Release: 2026-03-03
Rank #3 #18
Avg Score 8.5 7.3
Consistency 8.7 10.0
Cost per result 0.870 0.177
Total Cost $0.105 $0.020
Tests Correct
Attempt pass rate 87.5% 68.8%
Flaky tests 3 0
Total Runs 48 48
Output Tokens 2,815 1,611
Reasoning Tokens 44,618 7,272
Response Time (avg) 29.39s 3.36s
Response Time (max) 168.71s 11.91s
Response Time (total) 470.29s 53.84s

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 Flash Lite Preview 7.0 10.0 66.7% 0 2.18s 456 1,224
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 Flash Lite Preview 10.0 10.0 0.0% 0 11.91s 225 762
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 Flash Lite Preview 9.9 10.0 100.0% 0 3.00s 291 696
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 Flash Lite Preview 4.0 10.0 33.3% 0 2.36s 18 1,212
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 Flash Lite Preview 3.0 10.0 0.0% 0 1.54s 69 384
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 Flash Lite Preview 10.0 10.0 100.0% 0 1.49s 72 753
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 Flash Lite Preview 10.0 10.0 100.0% 0 2.76s 243 1,248
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 Flash Lite Preview 10.0 10.0 100.0% 0 9.54s 237 993

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