LFM2.5-350M vs Nemotron 3 Nano 30B

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

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

LFM2.5-350M· Nemotron 3 Nano 30B

Quick Verdict

Pick Nemotron 3 Nano 30B if you want the stronger benchmark profile. LFM2.5-350M only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Nemotron 3 Nano 30B has the cleaner overall profile here, landing at 42 versus 39. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

Nemotron 3 Nano 30B's sharpest advantage is in knowledge, where it averages 44.5 against 23.8. The single biggest benchmark swing on the page is MMLU-Pro, 20.0% to 65%.

Operational tradeoffs

PriceFree*Free*
SpeedN/A152 t/s
TTFTN/A1.90s
Context32K32K

Decision framing

BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.

Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.

BenchmarkLFM2.5-350MNemotron 3 Nano 30B
Agentic
Terminal-Bench 2.038%
BrowseComp43%
OSWorld-Verified39%
Coding
HumanEval49%
SWE-bench Verified26%
SWE-bench Pro27%
Multimodal & Grounded
MMMU-Pro38%
OfficeQA Pro54%
Reasoning
MuSR52%
BBH72%
LongBench v251%
MRCRv251%
KnowledgeNemotron 3 Nano 30B wins
GPQA30.6%56%
MMLU-Pro20.0%65%
MMLU57%
SuperGPQA54%
HLE1%
FrontierScience54%
SimpleQA54%
Instruction FollowingNemotron 3 Nano 30B wins
IFEval77.0%78%
Multilingual
MGSM75%
MMLU-ProX70%
Mathematics
AIME 202357%
AIME 202459%
AIME 202558%
HMMT Feb 202353%
HMMT Feb 202455%
HMMT Feb 202554%
BRUMO 202556%
MATH-50073%
Frequently Asked Questions (3)

Which is better, LFM2.5-350M or Nemotron 3 Nano 30B?

Nemotron 3 Nano 30B is ahead overall, 42 to 39. The biggest single separator in this matchup is MMLU-Pro, where the scores are 20.0% and 65%.

Which is better for knowledge tasks, LFM2.5-350M or Nemotron 3 Nano 30B?

Nemotron 3 Nano 30B has the edge for knowledge tasks in this comparison, averaging 44.5 versus 23.8. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, LFM2.5-350M or Nemotron 3 Nano 30B?

Nemotron 3 Nano 30B has the edge for instruction following in this comparison, averaging 78 versus 77. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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