Seed-2.0-Lite vs Ministral 3 14B (Reasoning)

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

Seed-2.0-Lite has the cleaner overall profile here, landing at 63 versus 60. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

Seed-2.0-Lite's sharpest advantage is in multimodal & grounded, where it averages 79.6 against 71.5. The single biggest benchmark swing on the page is MRCRv2, 77 to 66. Ministral 3 14B (Reasoning) does hit back in agentic, so the answer changes if that is the part of the workload you care about most.

Seed-2.0-Lite is also the more expensive model on tokens at $0.25 input / $2.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Ministral 3 14B (Reasoning). That is roughly Infinityx on output cost alone. Ministral 3 14B (Reasoning) is the reasoning model in the pair, while Seed-2.0-Lite is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Seed-2.0-Lite gives you the larger context window at 256K, compared with 128K for Ministral 3 14B (Reasoning).

Quick Verdict

Pick Seed-2.0-Lite if you want the stronger benchmark profile. Ministral 3 14B (Reasoning) only becomes the better choice if agentic is the priority or you want the cheaper token bill.

Agentic

Ministral 3 14B (Reasoning)

Seed-2.0-Lite

55.1

Ministral 3 14B (Reasoning)

58.5

52
Terminal-Bench 2.0
60
63
BrowseComp
61
53
OSWorld-Verified
55

Coding

Seed-2.0-Lite

Seed-2.0-Lite

41.4

Ministral 3 14B (Reasoning)

35

63
HumanEval
62
45
SWE-bench Verified
39
37
LiveCodeBench
33
45
SWE-bench Pro
36

Multimodal & Grounded

Seed-2.0-Lite

Seed-2.0-Lite

79.6

Ministral 3 14B (Reasoning)

71.5

80
MMMU-Pro
71
79
OfficeQA Pro
72

Reasoning

Seed-2.0-Lite

Seed-2.0-Lite

73

Ministral 3 14B (Reasoning)

69.2

68
SimpleQA
70
66
MuSR
70
85
BBH
80
76
LongBench v2
66
77
MRCRv2
66

Knowledge

Seed-2.0-Lite

Seed-2.0-Lite

53.9

Ministral 3 14B (Reasoning)

52.1

71
MMLU
71
70
GPQA
70
68
SuperGPQA
68
66
OpenBookQA
66
73
MMLU-Pro
69
7
HLE
7
66
FrontierScience
62

Instruction Following

Seed-2.0-Lite

Seed-2.0-Lite

89

Ministral 3 14B (Reasoning)

81

89
IFEval
81

Multilingual

Seed-2.0-Lite

Seed-2.0-Lite

82.5

Ministral 3 14B (Reasoning)

77.8

87
MGSM
81
80
MMLU-ProX
76

Mathematics

Ministral 3 14B (Reasoning)

Seed-2.0-Lite

75

Ministral 3 14B (Reasoning)

75.2

71
AIME 2023
73
73
AIME 2024
75
72
AIME 2025
74
67
HMMT Feb 2023
69
69
HMMT Feb 2024
71
68
HMMT Feb 2025
70
70
BRUMO 2025
72
81
MATH-500
79

Frequently Asked Questions

Which is better, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Seed-2.0-Lite is ahead overall, 63 to 60. The biggest single separator in this matchup is MRCRv2, where the scores are 77 and 66.

Which is better for knowledge tasks, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for knowledge tasks in this comparison, averaging 53.9 versus 52.1. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Which is better for coding, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for coding in this comparison, averaging 41.4 versus 35. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for math, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Ministral 3 14B (Reasoning) has the edge for math in this comparison, averaging 75.2 versus 75. 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 Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for reasoning in this comparison, averaging 73 versus 69.2. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Ministral 3 14B (Reasoning) has the edge for agentic tasks in this comparison, averaging 58.5 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 Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for multimodal and grounded tasks in this comparison, averaging 79.6 versus 71.5. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Seed-2.0-Lite or Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for instruction following in this comparison, averaging 89 versus 81. 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 Ministral 3 14B (Reasoning)?

Seed-2.0-Lite has the edge for multilingual tasks in this comparison, averaging 82.5 versus 77.8. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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