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

Last updated at: 2026-04-24

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 DeepSeek V4 Pro DeepSeek V4 Pro high Release: 2026-04-24
Score 8.6 8.2
Rank #7 #20
Reliability N/A N/A
Consistency 8.8 9.6
Tests Correct
Attempt pass rate 83.3% 74.1%
Flaky tests 3 1
Total Runs 54 24
Cost per result 0.926 1.224
Total Cost $0.121 $0.160
Input Price $0.250 / 1M $1.740 / 1M
Output Price $2.000 / 1M $3.480 / 1M
Output Tokens 3,257 671
Reasoning Tokens 52,042 39,383
Response Time (avg) 30.37s 71.21s
Response Time (max) 168.71s 351.99s
Response Time (total) 546.72s 1281.73s

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
DeepSeek V4 Pro 8.3 10.0 75.0% 0 26.93s 70 2,008
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 93.00s 82 2,808
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 71.08s 134 2,163
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 63.00s 67 1,071
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
DeepSeek V4 Pro 5.3 10.0 33.3% 0 202.56s 11 25,343
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
DeepSeek V4 Pro 5.0 10.0 0.0% 0 26.96s 51 734
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 14.60s 21 1,236
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
DeepSeek V4 Pro 7.6 7.4 77.8% 1 69.69s 151 3,847
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
DeepSeek V4 Pro 10.0 10.0 100.0% 0 11.05s 84 173

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