Navigate
AI BENCHY
AD
Track all your projects in one dashboard. Get 📊stats, 🔥heatmaps and 👀recordings in one self-hosted dashboard.
uxwizz.com

AI BENCHY Compare

ByteDance Seed: Seed-2.0-Lite vs Qwen: Qwen3.5-35B-A3B

Last updated at: 2026-04-11

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 Qwen3.5-35B-A3B Qwen3.5-35B-A3B none Release: 2026-02-24
Score 6.2 6.1
Rank #58 #60
Consistency 7.7 8.7
Tests Correct
Attempt pass rate 55.6% 50.0%
Flaky tests 5 3
Total Runs 54 54
Cost per result 0.200 0.215
Total Cost $0.016 $0.016
Input Price $0.250 / 1M $0.163 / 1M
Output Price $2.000 / 1M $1.300 / 1M
Output Tokens 3,129 4,300
Reasoning Tokens 0 0
Response Time (avg) 2.53s 3.82s
Response Time (max) 6.70s 47.43s
Response Time (total) 45.46s 68.74s

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 3.0 5.9 16.7% 2 2.43s 709 0
Qwen3.5-35B-A3B 3.4 7.9 16.7% 1 1.43s 574 0
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 4.61s 380 0
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 2.67s 539 0
Combined 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 6.59s 498 0
Qwen3.5-35B-A3B 3.0 10.0 0.0% 0 47.43s 1,833 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 10.0 10.0 100.0% 0 1.82s 246 0
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 1.16s 243 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
Qwen3.5-35B-A3B 7.7 10.0 66.7% 0 485ms 15 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
Qwen3.5-35B-A3B 6.5 3.4 66.7% 1 1.19s 114 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
Qwen3.5-35B-A3B 6.3 10.0 50.0% 0 809ms 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
Qwen3.5-35B-A3B 3.9 7.4 22.2% 1 1.34s 655 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
Qwen3.5-35B-A3B 10.0 10.0 100.0% 0 2.30s 264 0

Quick Compare

Switch Comparison Pair