Seed-2.0-Lite vs Gemini 3 Flash

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

Seed-2.0-Lite finishes one point ahead overall, 63 to 62. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

Seed-2.0-Lite's sharpest advantage is in instruction following, where it averages 89 against 85. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 52 to 56. Gemini 3 Flash does hit back in agentic, so the answer changes if that is the part of the workload you care about most.

Gemini 3 Flash is also the more expensive model on tokens at $0.50 input / $3.00 output per 1M tokens, versus $0.25 input / $2.00 output per 1M tokens for Seed-2.0-Lite. Gemini 3 Flash gives you the larger context window at 1M, compared with 256K for Seed-2.0-Lite.

Quick Verdict

Pick Seed-2.0-Lite if you want the stronger benchmark profile. Gemini 3 Flash only becomes the better choice if agentic is the priority or you need the larger 1M context window.

Agentic

Gemini 3 Flash

Seed-2.0-Lite

55.1

Gemini 3 Flash

57.5

52
Terminal-Bench 2.0
56
63
BrowseComp
66
53
OSWorld-Verified
53

Coding

Seed-2.0-Lite

Seed-2.0-Lite

41.4

Gemini 3 Flash

40.4

63
HumanEval
62
45
SWE-bench Verified
44
37
LiveCodeBench
36
45
SWE-bench Pro
44

Multimodal & Grounded

Tie

Seed-2.0-Lite

79.6

Gemini 3 Flash

79.6

80
MMMU-Pro
80
79
OfficeQA Pro
79

Reasoning

Seed-2.0-Lite

Seed-2.0-Lite

73

Gemini 3 Flash

72

68
SimpleQA
67
66
MuSR
65
85
BBH
84
76
LongBench v2
75
77
MRCRv2
76

Knowledge

Seed-2.0-Lite

Seed-2.0-Lite

53.9

Gemini 3 Flash

52.9

71
MMLU
70
70
GPQA
69
68
SuperGPQA
67
66
OpenBookQA
65
73
MMLU-Pro
72
7
HLE
6
66
FrontierScience
65

Instruction Following

Seed-2.0-Lite

Seed-2.0-Lite

89

Gemini 3 Flash

85

89
IFEval
85

Multilingual

Seed-2.0-Lite

Seed-2.0-Lite

82.5

Gemini 3 Flash

80.5

87
MGSM
85
80
MMLU-ProX
78

Mathematics

Seed-2.0-Lite

Seed-2.0-Lite

75

Gemini 3 Flash

74

71
AIME 2023
70
73
AIME 2024
72
72
AIME 2025
71
67
HMMT Feb 2023
66
69
HMMT Feb 2024
68
68
HMMT Feb 2025
67
70
BRUMO 2025
69
81
MATH-500
80

Frequently Asked Questions

Which is better, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite is ahead overall, 63 to 62. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 52 and 56.

Which is better for knowledge tasks, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for knowledge tasks in this comparison, averaging 53.9 versus 52.9. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for coding in this comparison, averaging 41.4 versus 40.4. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for math in this comparison, averaging 75 versus 74. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for reasoning in this comparison, averaging 73 versus 72. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Seed-2.0-Lite or Gemini 3 Flash?

Gemini 3 Flash has the edge for agentic tasks in this comparison, averaging 57.5 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, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite and Gemini 3 Flash are effectively tied for multimodal and grounded tasks here, both landing at 79.6 on average.

Which is better for instruction following, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for instruction following in this comparison, averaging 89 versus 85. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Seed-2.0-Lite or Gemini 3 Flash?

Seed-2.0-Lite has the edge for multilingual tasks in this comparison, averaging 82.5 versus 80.5. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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