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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3 Coder Next

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Rank #45 #58
Avg Score 4.9 3.5
Consistency 7.4 9.1
Cost per result 0.214 0.230
Total Cost $0.015 $0.007
Tests Correct
Attempt pass rate 56.3% 27.1%
Flaky tests 5 2
Total Runs 48 48
Output Tokens 2,743 2,935
Reasoning Tokens 0 0
Response Time (avg) 2.49s 12.53s
Response Time (max) 6.70s 81.80s
Response Time (total) 39.91s 125.32s

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 4.6 22.2% 2 2.93s 703 0
Qwen3 Coder Next 1.3 7.5 22.2% 1 15.28s 1,246 0
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 0.0% 0 6.59s 498 0
Qwen3 Coder Next 10.0 10.0 0.0% 0 4.28s 317 0
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 1.82s 246 0
Qwen3 Coder Next 5.4 10.0 50.0% 0 81.80s 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 10.0 7.2 22.2% 1 1.33s 17 0
Qwen3 Coder Next 4.0 10.0 33.3% 0 638ms 25 0
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
Qwen3 Coder Next 6.0 3.4 66.7% 1 1.39s 142 0
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
Qwen3 Coder Next 4.5 10.0 0.0% 0 7.34s 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 4.0 4.4 55.6% 2 2.46s 620 0
Qwen3 Coder Next 10.0 10.0 0.0% 0 2.30s 641 0
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
Qwen3 Coder Next 10.0 10.0 100.0% 0 2.64s 255 0

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