Gemma 3 27B
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Gemma 3 27B vs MiniMax M2.5
Compare Gemma 3 27B by Google AI against MiniMax M2.5 by MiniMax, tested across 42 shared challenges. Updated February 2026.
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Gemma 3 27BvsMiniMax M2.5
42 challenges
Why Gemma 3 27B?
6.1x cheaper overall$0.09/M in · $0.17/M out
Why MiniMax M2.5?
11 months newerFeb 2026
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Gemma 3 27BMiniMax M2.5
12 / 42
Estimate Complexityreasoning
Tests an AI's ability to make educated estimates based on technical knowledge
MiniMax M2.5
To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we use the standard approximation that training a transformer model requires approximately 6 FLOPs per parameter per token. This accounts for both the forward and backward passes, with each parameter involved in roughly 6 operations per token.
Step-by-step reasoning:
- Number of parameters (N): GPT-3 (175B model) has 175 billion parameters.
- Number of tokens (T): The training dataset contains 300 billion tokens.
- FLOPs per parameter per token: Approximately 6 FLOPs.
- Total FLOPs: Multiply these three values:
[ \text{Total FLOPs} = 6 \times N \times T = 6 \times 175 \times 10^9 \times 300 \times 10^9 = 3.15 \times 10^{23} \text{ FLOPs}. ]
This estimate aligns with commonly cited values in the literature. The quadratic attention term (arising from the sequence length) adds a negligible contribution (less than 2%) and is ignored.
Thus, the total FLOPs required to train GPT-3 is approximately (3.15 \times 10^{23}).
\boxed{3.15\times 10^{23}\ \text{FLOPs}}
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2 / 42
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
Gemma 3 27B
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MiniMax M2.5
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3 / 42
Logic Puzzlereasoning
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
Gemma 3 27B
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MiniMax M2.5
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4 / 42
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
Gemma 3 27B
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MiniMax M2.5
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5 / 42
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
Gemma 3 27B
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MiniMax M2.5
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6 / 42
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Gemma 3 27B
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MiniMax M2.5
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7 / 42
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
Gemma 3 27B
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MiniMax M2.5
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8 / 42
Realistic AI Interviewconversation
Tests an AI's ability to simulate personalities and predict future trends
Gemma 3 27B
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MiniMax M2.5
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9 / 42
Satirical Fake News Headlineconversation
Tests an AI's humor and understanding of current events
Gemma 3 27B
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MiniMax M2.5
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10 / 42
Character Voice Testconversation
Tests an AI's ability to write in distinct character voices
Gemma 3 27B
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MiniMax M2.5
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11 / 42
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
Gemma 3 27B
MiniMax M2.5
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12 / 42
Pokémon Battle UI Recreationweb design
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
Gemma 3 27B
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MiniMax M2.5
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12 of 42