Qwen2.5-1M vs Seed-2.0-Lite

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Qwen2.5-1M has the cleaner overall profile here, landing at 66 versus 63. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

Qwen2.5-1M's sharpest advantage is in agentic, where it averages 64.7 against 55.1. The single biggest benchmark swing on the page is MMMU-Pro, 63 to 80. Seed-2.0-Lite does hit back in multimodal & grounded, so the answer changes if that is the part of the workload you care about most.

Qwen2.5-1M gives you the larger context window at 1M, compared with 256K for Seed-2.0-Lite.

Quick Verdict

Pick Qwen2.5-1M if you want the stronger benchmark profile. Seed-2.0-Lite only becomes the better choice if multimodal & grounded is the priority.

Agentic

Qwen2.5-1M

Qwen2.5-1M

64.7

Seed-2.0-Lite

55.1

65
Terminal-Bench 2.0
52
72
BrowseComp
63
59
OSWorld-Verified
53

Coding

Qwen2.5-1M

Qwen2.5-1M

44.8

Seed-2.0-Lite

41.4

76
HumanEval
63
47
SWE-bench Verified
45
40
LiveCodeBench
37
49
SWE-bench Pro
45

Multimodal & Grounded

Seed-2.0-Lite

Qwen2.5-1M

68.4

Seed-2.0-Lite

79.6

63
MMMU-Pro
80
75
OfficeQA Pro
79

Reasoning

Qwen2.5-1M

Qwen2.5-1M

80.9

Seed-2.0-Lite

73

81
SimpleQA
68
79
MuSR
66
82
BBH
85
82
LongBench v2
76
81
MRCRv2
77

Knowledge

Qwen2.5-1M

Qwen2.5-1M

60.4

Seed-2.0-Lite

53.9

84
MMLU
71
83
GPQA
70
81
SuperGPQA
68
79
OpenBookQA
66
74
MMLU-Pro
73
10
HLE
7
74
FrontierScience
66

Instruction Following

Seed-2.0-Lite

Qwen2.5-1M

84

Seed-2.0-Lite

89

84
IFEval
89

Multilingual

Seed-2.0-Lite

Qwen2.5-1M

80.4

Seed-2.0-Lite

82.5

81
MGSM
87
80
MMLU-ProX
80

Mathematics

Qwen2.5-1M

Qwen2.5-1M

83.6

Seed-2.0-Lite

75

85
AIME 2023
71
87
AIME 2024
73
86
AIME 2025
72
81
HMMT Feb 2023
67
83
HMMT Feb 2024
69
82
HMMT Feb 2025
68
84
BRUMO 2025
70
83
MATH-500
81

Frequently Asked Questions

Which is better, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M is ahead overall, 66 to 63. The biggest single separator in this matchup is MMMU-Pro, where the scores are 63 and 80.

Which is better for knowledge tasks, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M has the edge for knowledge tasks in this comparison, averaging 60.4 versus 53.9. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M has the edge for coding in this comparison, averaging 44.8 versus 41.4. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M has the edge for math in this comparison, averaging 83.6 versus 75. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M has the edge for reasoning in this comparison, averaging 80.9 versus 73. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Qwen2.5-1M or Seed-2.0-Lite?

Qwen2.5-1M has the edge for agentic tasks in this comparison, averaging 64.7 versus 55.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Qwen2.5-1M or Seed-2.0-Lite?

Seed-2.0-Lite has the edge for multimodal and grounded tasks in this comparison, averaging 79.6 versus 68.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Qwen2.5-1M or Seed-2.0-Lite?

Seed-2.0-Lite has the edge for instruction following in this comparison, averaging 89 versus 84. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Qwen2.5-1M or Seed-2.0-Lite?

Seed-2.0-Lite has the edge for multilingual tasks in this comparison, averaging 82.5 versus 80.4. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

Weekly LLM Benchmark Digest

Get notified when new models drop, benchmark scores change, or the leaderboard shifts. One email per week.

Free. No spam. Unsubscribe anytime. We only store derived location metadata for consent routing.