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

Last updated at: 2026-05-22

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Qwen3.7 Max Qwen3.7 Max medium Release: 2026-05-22
Score 8.1 9.0
Rank #21 #5
Reliability 10.0 10.0
Consistency 8.9 9.6
Tests Correct
Attempt pass rate 75.0% 88.3%
Flaky tests 3 1
Total Runs 60 60
Cost per result 1.170 5.540
Total Cost $0.153 $0.942
Input Price $0.250 / 1M $2.500 / 1M
Output Price $2.000 / 1M $7.500 / 1M
Output Tokens 3,282 2,109
Reasoning Tokens 67,287 110,285
Response Time (avg) 36.79s 13.83s
Response Time (max) 168.71s 33.37s
Response Time (total) 735.86s 276.53s

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
Qwen3.7 Max 10.0 10.0 100.0% 0 6.36s 222 8,742
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 7.0 9.7 50.0% 0 107.65s 452 20,524
Qwen3.7 Max 10.0 10.0 100.0% 0 22.98s 403 22,134
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
Qwen3.7 Max 10.0 10.0 100.0% 0 19.60s 366 8,405
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
Qwen3.7 Max 10.0 10.0 100.0% 0 8.80s 270 6,254
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
Qwen3.7 Max 5.9 7.2 55.6% 1 24.94s 61 31,793
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
Qwen3.7 Max 10.0 10.0 100.0% 0 11.70s 135 4,457
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
Qwen3.7 Max 10.0 10.0 100.0% 0 7.46s 102 5,452
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
Qwen3.7 Max 10.0 10.0 100.0% 0 8.84s 259 8,908
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
Qwen3.7 Max 10.0 10.0 100.0% 0 6.63s 267 1,220
Trivia 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 48.32s 9 2,040
Qwen3.7 Max 3.0 10.0 0.0% 0 33.37s 24 12,920

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