AI BENCHY Compare

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

Summary

Seed-2.0-Lite leads on average score with 6.2 vs 5.9. Qwen3.5-35B-A3B has the lower benchmark cost at $0.012 vs $0.019. Seed-2.0-Lite is faster at 2.49s vs 3.37s, with pass rates of 46.0% vs 42.9%.

Recommended modelSeed-2.0-LiteIt has the strongest score in this comparison (6.2) and the best overall balance of cost and response time across all 2 models.

Last updated at: 2026-07-14

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

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	5.9
Rank	#112	#127
Reliability	10.0	10.0
Consistency	8.4	8.9
Tests Correct
Attempt pass rate	46.0%	42.9%
Flaky tests	4	3
Total Runs	63	63
Cost per result	0.228	0.230
Total Cost	$0.019	$0.012
Input Price	$0.250 / 1M	$0.140 / 1M
Output Price	$2.000 / 1M	$1.000 / 1M
Total Input Tokens	46,573	48,194
Output Tokens	3,259	4,343
Reasoning Tokens	0	0
Response Time (avg)	2.49s	3.37s
Response Time (max)	6.70s	47.43s
Response Time (total)	52.26s	70.75s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#112 Seed-2.0-Lite

none

Cost: $0.005
Time: 83.8s
Tokens: 2,311 tok

#127 Qwen3.5-35B-A3B

none

Cost: $0.005
Time: 28.4s
Tokens: 4,518 tok

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

Category:

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	3.0	5.9	16.7%	2		2.43s	894	709	0
Qwen3.5-35B-A3B	3.4	7.9	16.7%	1		1.43s	696	574	0

Coding	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Seed-2.0-Lite	5.6	10.0	33.3%	0		2.83s	8,215	410	0
Qwen3.5-35B-A3B	5.5	10.0	33.3%	0		1.39s	7,808	571	0

Combined	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		6.59s	16,215	498	0
Qwen3.5-35B-A3B	3.0	10.0	0.0%	0		47.43s	20,739	1,833	0

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		1.82s	8,538	246	0
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		1.16s	7,794	243	0

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Seed-2.0-Lite	3.6	7.2	22.2%	1		1.33s	939	17	0
Qwen3.5-35B-A3B	7.7	10.0	66.7%	0		485ms	789	15	0

General Intelligence	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		3.45s	570	294	0
Qwen3.5-35B-A3B	6.5	3.4	66.7%	1		1.19s	522	114	0

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		1.06s	810	73	0
Qwen3.5-35B-A3B	6.3	10.0	50.0%	0		809ms	711	63	0

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Seed-2.0-Lite	5.3	7.2	44.4%	1		2.78s	858	709	0
Qwen3.5-35B-A3B	3.7	7.4	22.2%	1		1.35s	714	655	0

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		3.94s	9,270	292	0
Qwen3.5-35B-A3B	10.0	10.0	100.0%	0		2.30s	8,211	264	0

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		1.96s	264	11	0
Qwen3.5-35B-A3B	3.0	10.0	0.0%	0		493ms	210	11	0

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