Gemini 3 Pro Deep Think 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 3 Pro Deep Think· LFM2.5-350M

Quick Verdict

Pick Gemini 3 Pro Deep Think if you want the stronger benchmark profile. LFM2.5-350M only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Gemini 3 Pro Deep Think is clearly ahead on the aggregate, 80 to 39. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 3 Pro Deep Think's sharpest advantage is in knowledge, where it averages 76.4 against 23.8. The single biggest benchmark swing on the page is GPQA, 97% to 30.6%.

Gemini 3 Pro Deep Think is the reasoning model in the pair, while LFM2.5-350M 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. Gemini 3 Pro Deep Think gives you the larger context window at 2M, compared with 32K for LFM2.5-350M.

Operational tradeoffs

PricePricing unavailableFree*
SpeedN/AN/A
TTFTN/AN/A
Context2M32K

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 3 Pro Deep ThinkLFM2.5-350M
Agentic
Terminal-Bench 2.077%
BrowseComp87%
OSWorld-Verified73%
Coding
HumanEval91%
SWE-bench Verified58%
LiveCodeBench58%
SWE-bench Pro63%
Multimodal & Grounded
MMMU-Pro95%
OfficeQA Pro95%
Reasoning
MuSR93%
BBH95%
LongBench v294%
MRCRv296%
ARC-AGI-245.1%
KnowledgeGemini 3 Pro Deep Think wins
MMLU99%
GPQA97%30.6%
SuperGPQA95%
MMLU-Pro81%20.0%
HLE32%
FrontierScience88%
SimpleQA95%
Instruction FollowingGemini 3 Pro Deep Think wins
IFEval89%77.0%
Multilingual
MGSM92%
MMLU-ProX85%
Mathematics
AIME 202399%
AIME 202499%
AIME 202598%
HMMT Feb 202395%
HMMT Feb 202497%
HMMT Feb 202596%
BRUMO 202596%
MATH-50092%
Frequently Asked Questions (3)

Which is better, Gemini 3 Pro Deep Think or LFM2.5-350M?

Gemini 3 Pro Deep Think is ahead overall, 80 to 39. The biggest single separator in this matchup is GPQA, where the scores are 97% and 30.6%.

Which is better for knowledge tasks, Gemini 3 Pro Deep Think or LFM2.5-350M?

Gemini 3 Pro Deep Think has the edge for knowledge tasks in this comparison, averaging 76.4 versus 23.8. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for instruction following, Gemini 3 Pro Deep Think or LFM2.5-350M?

Gemini 3 Pro Deep Think has the edge for instruction following in this comparison, averaging 89 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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