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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.7 Plus

Last updated at: 2026-06-03

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.7 Plus Qwen3.7 Plus medium Release: 2026-06-03
Score 8.1 8.4
Rank #20 #16
Reliability 10.0 9.9
Consistency 8.9 9.2
Tests Correct
Attempt pass rate 75.0% 80.0%
Flaky tests 3 2
Total Runs 60 60
Cost per result 1.166 1.324
Total Cost $0.152 $0.199
Input Price $0.250 / 1M $0.400 / 1M
Output Price $2.000 / 1M $1.600 / 1M
Total Input Tokens 43,785 38,104
Output Tokens 3,224 2,107
Reasoning Tokens 67,040 112,479
Response Time (avg) 36.67s 36.84s
Response Time (max) 168.71s 178.04s
Response Time (total) 733.46s 736.86s

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) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 8.3 10.0 75.0% 0 17.99s 942 996 7,142
Qwen3.7 Plus 10.0 10.0 100.0% 0 8.58s 672 195 5,065
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 7.0 9.7 50.0% 0 107.65s 5,292 452 20,524
Qwen3.7 Plus 6.5 5.9 66.7% 1 122.40s 3,637 396 30,301
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 37.67s 16,254 506 4,299
Qwen3.7 Plus 10.0 10.0 100.0% 0 65.24s 14,934 366 10,132
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 9.07s 8,562 246 1,742
Qwen3.7 Plus 10.0 10.0 100.0% 0 21.75s 7,782 270 6,713
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.9 7.2 55.6% 1 88.74s 843 15 23,897
Qwen3.7 Plus 3.6 7.2 22.2% 1 45.35s 771 57 27,073
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.7 3.6 66.7% 1 18.25s 582 304 1,620
Qwen3.7 Plus 10.0 10.0 100.0% 0 25.48s 516 123 3,998
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 7.26s 834 71 1,480
Qwen3.7 Plus 10.0 10.0 100.0% 0 16.13s 699 102 5,013
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 9.0 7.9 88.9% 1 10.23s 894 403 3,285
Qwen3.7 Plus 10.0 10.0 100.0% 0 16.38s 696 280 7,312
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 10.0 100.0% 0 12.38s 9,306 222 1,011
Qwen3.7 Plus 10.0 10.0 100.0% 0 15.02s 8,193 292 1,831
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.0 10.0 0.0% 0 48.32s 276 9 2,040
Qwen3.7 Plus 3.0 10.0 0.0% 0 91.07s 204 26 15,041

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