Gemini 2.5 Pro vs LFM2.5-350M

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

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

Gemini 2.5 Pro· LFM2.5-350M

Quick Verdict

Pick Gemini 2.5 Pro if you want the stronger benchmark profile. LFM2.5-350M only becomes the better choice if you want the cheaper token bill.

Gemini 2.5 Pro is clearly ahead on the aggregate, 65 to 39. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 2.5 Pro's sharpest advantage is in knowledge, where it averages 63.9 against 23.8. The single biggest benchmark swing on the page is MMLU-Pro, 76% to 20.0%.

Gemini 2.5 Pro is also the more expensive model on tokens at $1.25 input / $5.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for LFM2.5-350M. That is roughly Infinityx on output cost alone. Gemini 2.5 Pro gives you the larger context window at 1M, compared with 32K for LFM2.5-350M.

Operational tradeoffs

Price$1.25 / $5.00Free*
Speed117 t/sN/A
TTFT21.19sN/A
Context1M32K

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.

BenchmarkGemini 2.5 ProLFM2.5-350M
Agentic
Terminal-Bench 2.061%
BrowseComp72%
OSWorld-Verified55%
Coding
HumanEval75%
SWE-bench Verified63.8%
LiveCodeBench37%
SWE-bench Pro44%
Multimodal & Grounded
MMMU-Pro86%
OfficeQA Pro84%
Reasoning
MuSR79%
LongBench v280%
MRCRv283%
ARC-AGI-24.9%
KnowledgeGemini 2.5 Pro wins
MMLU83%
GPQA83%30.6%
SuperGPQA81%
MMLU-Pro76%20.0%
HLE18.8%
FrontierScience70%
SimpleQA81%
Instruction Following
IFEval77.0%
Multilingual
MGSM84%
MMLU-ProX82%
Mathematics
AIME 202384%
AIME 202492%
AIME 202585%
HMMT Feb 202380%
HMMT Feb 202482%
HMMT Feb 202581%
BRUMO 202583%
MATH-50084%
Frequently Asked Questions (2)

Which is better, Gemini 2.5 Pro or LFM2.5-350M?

Gemini 2.5 Pro is ahead overall, 65 to 39. The biggest single separator in this matchup is MMLU-Pro, where the scores are 76% and 20.0%.

Which is better for knowledge tasks, Gemini 2.5 Pro or LFM2.5-350M?

Gemini 2.5 Pro has the edge for knowledge tasks in this comparison, averaging 63.9 versus 23.8. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Last updated: March 31, 2026

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