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ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-9B

Last updated at: 2026-03-12

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3.5-9B Qwen3.5-9B medium Release: 2026-03-02
Rank #45 #66
Avg Score 4.9 2.6
Consistency 7.4 7.4
Cost per result 0.214 0.779
Total Cost $0.015 $0.024
Tests Correct
Attempt pass rate 56.3% 35.4%
Flaky tests 5 5
Total Runs 48 48
Output Tokens 2,743 17,930
Reasoning Tokens 0 139,706
Response Time (avg) 2.49s 71.44s
Response Time (max) 6.70s 226.38s
Response Time (total) 39.91s 928.77s

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
Qwen3.5-9B 4.0 7.2 55.6% 1 31.54s 2,410 10,913
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
Qwen3.5-9B 10.0 10.0 0.0% 0 0ms 0 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
Qwen3.5-9B 5.0 5.6 33.3% 1 87.31s 1,383 32,113
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
Qwen3.5-9B 10.0 7.2 22.2% 1 137.75s 11,549 48,475
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
Qwen3.5-9B 10.0 1.6 33.3% 1 226.38s 0 30,695
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
Qwen3.5-9B 5.5 5.8 66.7% 1 17.15s 599 4,517
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
Qwen3.5-9B 10.0 10.0 0.0% 0 33.38s 1,545 11,844
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
Qwen3.5-9B 10.0 10.0 100.0% 0 4.31s 444 1,149

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