Seed 1.6 vs Nemotron 3 Ultra 500B

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

Seed 1.6 finishes one point ahead overall, 65 to 64. 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 1.6's sharpest advantage is in multimodal & grounded, where it averages 79.6 against 66.9. The single biggest benchmark swing on the page is MMMU-Pro, 80 to 61. Nemotron 3 Ultra 500B does hit back in reasoning, so the answer changes if that is the part of the workload you care about most.

Nemotron 3 Ultra 500B gives you the larger context window at 10M, compared with 256K for Seed 1.6.

Quick Verdict

Pick Seed 1.6 if you want the stronger benchmark profile. Nemotron 3 Ultra 500B only becomes the better choice if reasoning is the priority or you need the larger 10M context window.

Agentic

Nemotron 3 Ultra 500B

Seed 1.6

62.3

Nemotron 3 Ultra 500B

62.8

63
Terminal-Bench 2.0
63
67
BrowseComp
69
58
OSWorld-Verified
58

Coding

Nemotron 3 Ultra 500B

Seed 1.6

42.4

Nemotron 3 Ultra 500B

43.8

64
HumanEval
66
46
SWE-bench Verified
42
38
LiveCodeBench
41
46
SWE-bench Pro
47

Multimodal & Grounded

Seed 1.6

Seed 1.6

79.6

Nemotron 3 Ultra 500B

66.9

80
MMMU-Pro
61
79
OfficeQA Pro
74

Reasoning

Nemotron 3 Ultra 500B

Seed 1.6

74.5

Nemotron 3 Ultra 500B

77.2

69
SimpleQA
71
69
MuSR
69
86
BBH
85
77
LongBench v2
81
78
MRCRv2
85

Knowledge

Nemotron 3 Ultra 500B

Seed 1.6

56.4

Nemotron 3 Ultra 500B

57

73
MMLU
74
72
GPQA
73
70
SuperGPQA
71
68
OpenBookQA
69
75
MMLU-Pro
73
11
HLE
15
68
FrontierScience
67

Instruction Following

Seed 1.6

Seed 1.6

87

Nemotron 3 Ultra 500B

84

87
IFEval
84

Multilingual

Seed 1.6

Seed 1.6

83.4

Nemotron 3 Ultra 500B

79.7

88
MGSM
81
81
MMLU-ProX
79

Mathematics

Nemotron 3 Ultra 500B

Seed 1.6

75.9

Nemotron 3 Ultra 500B

78

72
AIME 2023
74
74
AIME 2024
76
73
AIME 2025
75
68
HMMT Feb 2023
70
70
HMMT Feb 2024
72
69
HMMT Feb 2025
71
71
BRUMO 2025
73
82
MATH-500
84

Frequently Asked Questions

Which is better, Seed 1.6 or Nemotron 3 Ultra 500B?

Seed 1.6 is ahead overall, 65 to 64. The biggest single separator in this matchup is MMMU-Pro, where the scores are 80 and 61.

Which is better for knowledge tasks, Seed 1.6 or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for knowledge tasks in this comparison, averaging 57 versus 56.4. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, Seed 1.6 or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for coding in this comparison, averaging 43.8 versus 42.4. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, Seed 1.6 or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for math in this comparison, averaging 78 versus 75.9. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Seed 1.6 or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for reasoning in this comparison, averaging 77.2 versus 74.5. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Seed 1.6 or Nemotron 3 Ultra 500B?

Nemotron 3 Ultra 500B has the edge for agentic tasks in this comparison, averaging 62.8 versus 62.3. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Seed 1.6 or Nemotron 3 Ultra 500B?

Seed 1.6 has the edge for multimodal and grounded tasks in this comparison, averaging 79.6 versus 66.9. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Seed 1.6 or Nemotron 3 Ultra 500B?

Seed 1.6 has the edge for instruction following in this comparison, averaging 87 versus 84. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Seed 1.6 or Nemotron 3 Ultra 500B?

Seed 1.6 has the edge for multilingual tasks in this comparison, averaging 83.4 versus 79.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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