Gemini 3 Pro Preview
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Gemini 3 Pro Preview vs Z.ai: GLM 5
Compare Gemini 3 Pro Preview by Google AI against Z.ai: GLM 5 by Zhipu AI, tested across 50 shared challenges. Updated February 2026.
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Gemini 3 Pro PreviewvsZ.ai: GLM 5
45 challenges
Why Gemini 3 Pro Preview?
No standout advantages
Why Z.ai: GLM 5?
Leads 1 of 1 benchmarks
Stronger on SWE-bench Verified77.8% vs 76.2%
3 months newerFeb 2026
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Gemini 3 Pro PreviewZ.ai: GLM 5
12 / 45
Estimate Complexityreasoning
Tests an AI's ability to make educated estimates based on technical knowledge
Z.ai: GLM 5
The total number of FLOPs required to train GPT‑3 is approximately 3.15 × 10²³.
Step‑by‑step reasoning:
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Model size: GPT‑3 has 175 billion (1.75 × 10¹¹) trainable parameters.
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Training data: According to the paper abstract, the model was trained on 300 billion (3 × 10¹¹) tokens.
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FLOPs per token for training a transformer:
- Forward pass: each parameter is used in one multiply‑add operation → ~2 FLOPs per parameter → 2 N FLOPs per token.
- Backward pass (gradient computation): roughly twice the forward cost → ~4 N FLOPs per token.
- Total: ~6 N FLOPs per token.
This approximation is standard for large transformer models and neglects small overheads like attention quadratic terms (which add only ~1–2% for GPT‑3’s sequence length).
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Calculation:
Total FLOPs ≈ 6 × (1.75 × 10¹¹) × (3 × 10¹¹)
= 6 × 5.25 × 10²²
= 3.15 × 10²³. -
Consistency check: The GPT‑3 paper reports a training compute of 3,640 PF‑days. Converting:
1 PF‑day = 10¹⁵ FLOP/s × 86400 s = 8.64 × 10¹⁹ FLOPs.
3,640 PF‑days = 3,640 × 8.64 × 10¹⁹ ≈ 3.14 × 10²³ FLOPs, matching the estimate.
Thus, the total FLOPs required to train GPT‑3 is about 3.15 × 10²³.
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2 / 45
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
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3 / 45
Logic Puzzlereasoning
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
Sally has 1 sister.
Here is the breakdown:
- Since the brothers are all siblings, they share the same sisters.
- If each brother has 2 sisters, that means there are 2 girls in total in the family.
- Sally is one of those girls.
- Therefore, the other girl is Sally's only sister.
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4 / 45
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
Here are 5 jokes:
- Why did the scarecrow win an award? Because he was outstanding in his field.
- I'm reading a book about anti-gravity. It's impossible to put down.
- What do you call a fake noodle? An impasta.
- Why don't skeletons fight each other? They don't have the guts.
- I used to hate facial hair, but then it grew on me.
All 5 are unique.
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5 / 45
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
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6 / 45
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
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7 / 45
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
No content available for this output.
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8 / 45
Realistic AI Interviewconversation
Tests an AI's ability to simulate personalities and predict future trends
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
No content available for this output.
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9 / 45
Satirical Fake News Headlineconversation
Tests an AI's humor and understanding of current events
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
No content available for this output.
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10 / 45
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
Gemini 3 Pro Preview
Z.ai: GLM 5
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11 / 45
Pokémon Battle UI Recreationweb design
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
Gemini 3 Pro Preview
No content available for this output.
Z.ai: GLM 5
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12 / 45
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
Gemini 3 Pro Preview
Z.ai: GLM 5
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12 of 45