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Head-to-head · Gemma

Gemma 3 12B vs Gemma 2 27B

Gemma 3 12B needs ~8.9 GB at Q4_K_M; Gemma 2 27B needs ~18.7 GB. That ~9.8 GB gap decides which hardware runs each; they differ on 4 of the 14 devices below.

Spec Gemma 3 12B Gemma 2 27B
Parameters12B27B
Memory at Q4_K_M~8.9 GB~18.7 GB
Context window128k8k
LMArenaElo 1342Elo 1289
LicenseGemmaGemma

Which devices run each

A representative spread across the memory range. Tap a verdict for the full breakdown.

Size at each quantization

Quant Gemma 3 12B Gemma 2 27B
Q2_K 5 GB* 11.3 GB*
Q3_K_M 5.9 GB* 13.2 GB*
Q4_K_M 7.3 GB 16.65 GB
Q5_K_M 8.6 GB* 19.2 GB*
Q6_K 9.8 GB* 22.1 GB*
Q8_0 12.51 GB 28.94 GB
FP16 24 GB* 54 GB*

* derived from bits-per-weight; unstarred sizes are measured GGUF files.

Bottom line

Gemma 3 12B scores higher on LMArena (1342 vs 1289). The larger Gemma 2 27B needs ~18.7 GB; Gemma 3 12B runs on lighter hardware at ~8.9 GB with more headroom and faster responses. Check each against your exact device: what runs Gemma 3 12B · what runs Gemma 2 27B.

More Gemma comparisons

FAQ

What is the difference in memory between Gemma 3 12B and Gemma 2 27B?

At Q4_K_M, Gemma 3 12B needs about 8.9 GB and Gemma 2 27B needs about 18.7 GB, a difference of ~9.8 GB.

Should I run Gemma 3 12B or Gemma 2 27B?

Run Gemma 2 27B if your hardware has the ~18.7 GB it needs and you want maximum quality; run Gemma 3 12B (~8.9 GB) for lighter hardware, faster responses, and more memory headroom. Gemma 3 12B scores higher on LMArena (1342 vs 1289).

Full breakdowns: Gemma 3 12B · Gemma 2 27B · all models × devices.

Sources

Memory figures are estimates at Q4_K_M, validated 2026-08-03. See methodology.