Head-to-head comparison across 1benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
Gemma 4 12B
53
MiniMax M2.7
54
Pick MiniMax M2.7 if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if coding is the priority or you need the larger 256K context window.
Coding
+18.3 difference
Gemma 4 12B
MiniMax M2.7
N/A
$0.3 / $1.2
N/A
45 t/s
N/A
2.53s
256K
200K
Pick MiniMax M2.7 if you want the stronger benchmark profile. Gemma 4 12B only becomes the better choice if coding is the priority or you need the larger 256K context window.
MiniMax M2.7 finishes one point ahead on BenchLM's provisional leaderboard, 54 to 53. 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 12B is the reasoning model in the pair, while MiniMax M2.7 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. Gemma 4 12B gives you the larger context window at 256K, compared with 200K for MiniMax M2.7.
MiniMax M2.7 is ahead on BenchLM's provisional leaderboard, 54 to 53.
Gemma 4 12B has the edge for coding in this comparison, averaging 72 versus 53.7. MiniMax M2.7 stays close enough that the answer can still flip depending on your workload.
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