Gemma 4 E2B vs LFM2.5-VL-450M
Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Verdict
LFM2.5-VL-450M leads for most workloads by a narrow margin.
Based on BenchLM composite scores, July 2026.
Gemma 4 E2B
34
LFM2.5-VL-450M
35
Pick LFM2.5-VL-450M if you want the stronger benchmark profile. Gemma 4 E2B only becomes the better choice if knowledge is the priority or you want the stronger reasoning-first profile.
Category Radar
Head-to-Head by Category
Category Breakdown
| Benchmark | Gemma 4 E2B | Δ | LFM2.5-VL-450M |
|---|---|---|---|
| Knowledge | 56.9 | ← 36.4 | 20.5 |
| Inst. Following | — | — | 61.2 |
Operational Comparison
Gemma 4 E2B
LFM2.5-VL-450M
$0 / $0
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128K
128K
Quick Verdict
Pick LFM2.5-VL-450M if you want the stronger benchmark profile. Gemma 4 E2B only becomes the better choice if knowledge is the priority or you want the stronger reasoning-first profile.
LFM2.5-VL-450M finishes one point ahead on BenchLM's provisional leaderboard, 35 to 34. 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.
Gemma 4 E2B is the reasoning model in the pair, while LFM2.5-VL-450M 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.
Benchmark Deep Dive
Frequently Asked Questions (2)
Which is better, Gemma 4 E2B or LFM2.5-VL-450M?
LFM2.5-VL-450M is ahead on BenchLM's provisional leaderboard, 35 to 34. The biggest single separator in this matchup is MMLU-Pro, where the scores are 60% and 19.3%.
Which is better for knowledge tasks, Gemma 4 E2B or LFM2.5-VL-450M?
Gemma 4 E2B has the edge for knowledge tasks in this comparison, averaging 56.9 versus 20.5. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.
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