Gemini 2.5 Flash 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 Flash· LFM2.5-350M

Quick Verdict

Pick Gemini 2.5 Flash 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 Flash is clearly ahead on the aggregate, 49 to 39. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 2.5 Flash's sharpest advantage is in knowledge, where it averages 40.9 against 23.8. The single biggest benchmark swing on the page is MMLU-Pro, 64% to 20.0%.

Gemini 2.5 Flash is also the more expensive model on tokens at $0.15 input / $0.60 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 Flash gives you the larger context window at 1M, compared with 32K for LFM2.5-350M.

Operational tradeoffs

Price$0.15 / $0.60Free*
Speed221 t/sN/A
TTFT0.50sN/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 FlashLFM2.5-350M
Agentic
Terminal-Bench 2.044%
BrowseComp58%
OSWorld-Verified41%
Coding
HumanEval42%
SWE-bench Verified23%
LiveCodeBench18%
SWE-bench Pro25%
Multimodal & Grounded
MMMU-Pro69%
OfficeQA Pro66%
Reasoning
MuSR46%
BBH75%
LongBench v268%
MRCRv268%
KnowledgeGemini 2.5 Flash wins
MMLU50%
GPQA49%30.6%
SuperGPQA47%
MMLU-Pro64%20.0%
HLE1%
FrontierScience49%
SimpleQA48%
Instruction FollowingGemini 2.5 Flash wins
IFEval79%77.0%
Multilingual
MGSM74%
MMLU-ProX69%
Mathematics
AIME 202350%
AIME 202452%
AIME 202551%
HMMT Feb 202346%
HMMT Feb 202448%
HMMT Feb 202547%
BRUMO 202549%
MATH-50072%
Frequently Asked Questions (3)

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

Gemini 2.5 Flash is ahead overall, 49 to 39. The biggest single separator in this matchup is MMLU-Pro, where the scores are 64% and 20.0%.

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

Gemini 2.5 Flash has the edge for knowledge tasks in this comparison, averaging 40.9 versus 23.8. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Gemini 2.5 Flash or LFM2.5-350M?

Gemini 2.5 Flash has the edge for instruction following in this comparison, averaging 79 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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