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ByteDance Seed: Seed-2.0-Lite vs DeepSeek: DeepSeek V4 Pro

Last updated at: 2026-04-26

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 DeepSeek V4 Pro DeepSeek V4 Pro high Release: 2026-04-24
Score 6.2 6.8
Rank #72 #57
Reliability N/A 8.4
Consistency 7.7 8.0
Tests Correct
Attempt pass rate 55.6% 73.2%
Flaky tests 5 4
Total Runs 54 54
Cost per result 0.200 1.825
Total Cost $0.016 $0.201
Input Price $0.250 / 1M $1.740 / 1M
Output Price $2.000 / 1M $3.480 / 1M
Output Tokens 3,129 11,876
Reasoning Tokens 0 45,999
Response Time (avg) 2.53s 60.02s
Response Time (max) 6.70s 358.35s
Response Time (total) 45.46s 1080.31s

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 3.0 5.9 16.7% 2 2.43s 709 0
DeepSeek V4 Pro 7.4 10.0 75.0% 0 16.53s 71 3,617
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 4.61s 380 0
DeepSeek V4 Pro 2.6 0.0 50.0% 1 51.77s 105 2,641
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
DeepSeek V4 Pro 6.6 10.0 100.0% 0 64.72s 183 1,946
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
DeepSeek V4 Pro 8.8 10.0 100.0% 0 23.62s 229 1,710
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
DeepSeek V4 Pro 3.0 6.9 16.7% 1 205.66s 10,529 28,089
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
DeepSeek V4 Pro 6.1 3.1 66.7% 1 25.09s 76 1,152
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 41.16s 205 2,416
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
DeepSeek V4 Pro 6.9 7.0 83.3% 1 34.92s 106 3,835
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 21.33s 372 593

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