What is the difference between Qwen Plus 0728 (thinking) and MiniMax M2.5?

Qwen Plus 0728 (thinking) is developed by Qwen while MiniMax M2.5 is developed by MiniMax. Qwen Plus 0728 (thinking) has a 1.0M token context window vs MiniMax M2.5's 205K. You can compare their actual outputs across 37 challenges on RIVAL to see how they differ in practice.

Which is better, Qwen Plus 0728 (thinking) or MiniMax M2.5?

It depends on your use case. Qwen Plus 0728 (thinking) and MiniMax M2.5 each have strengths in different areas. RIVAL lets you compare their real outputs side-by-side across 37 challenges so you can judge which fits your needs best.

How much does Qwen Plus 0728 (thinking) cost compared to MiniMax M2.5?

Qwen Plus 0728 (thinking) costs $0.4/M input tokens and MiniMax M2.5 costs $0.3/M input tokens. MiniMax M2.5 is $0.10/M cheaper per input. Check their side-by-side outputs on RIVAL to see if the price difference is justified by quality.

How can I compare Qwen Plus 0728 (thinking) and MiniMax M2.5 on RIVAL?

This page shows a side-by-side comparison of Qwen Plus 0728 (thinking) and MiniMax M2.5 across shared challenges. You can vote on which model produced the better output, and Pro users can create custom challenges to test both models with their own prompts.

Rival

Qwen Plus 0728 (thinking)vsMiniMax M2.5

32 challenges

Why Qwen Plus 0728 (thinking)?

4.9x more context1.0M

Why MiniMax M2.5?

3x cheaper overall$0.30/M in · $1.20/M out

5 months newerFeb 2026

Favorites

Qwen Plus 0728 (thinking)MiniMax M2.5

Movie

The Shawshank Redemption

19948.7

Pulp Fiction

19948.5

Album

OK Computer

Radiohead

—

Book

Moby Dick

Herman Melville

—

City

Kyoto

Japan

—

Game

The Legend of Zelda: Ocarina of Time

Adventure, Action4.4

—

12 / 32

Estimate Complexityreasoning

Tests an AI's ability to make educated estimates based on technical knowledge

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

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}}

Vote

2 / 32

Logic Puzzlereasoning

Tests an AI's ability to solve a simple but potentially confusing logic puzzle

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

No content available for this output.

Vote

3 / 32

Stochastic Consistency Testanalysis

Tests an AI's randomness and creativity

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

No content available for this output.

Vote

4 / 32

Xbox Controller SVG Artimage generation

Tests an AI's ability to create detailed SVG illustrations of gaming hardware

Qwen Plus 0728 (thinking)

Qwen · Sep 2025svg

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026svg

No content available for this output.

Vote

5 / 32

Realistic AI Interviewconversation

Tests an AI's ability to simulate personalities and predict future trends

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

No content available for this output.

Vote

6 / 32

Satirical Fake News Headlineconversation

Tests an AI's humor and understanding of current events

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

No content available for this output.

Vote

7 / 32

Character Voice Testconversation

Tests an AI's ability to write in distinct character voices

Qwen Plus 0728 (thinking)

Qwen · Sep 2025text

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026text

No content available for this output.

Vote

8 / 32

Minimalist Landing Pageweb design

Tests an AI's ability to generate a complete, working landing page

Qwen Plus 0728 (thinking)

Qwen · Sep 2025website

MiniMax M2.5

Minimax · Feb 2026website

Vote

9 / 32

Pokémon Battle UI Recreationweb design

Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.

Qwen Plus 0728 (thinking)

Qwen · Sep 2025website

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026website

No content available for this output.

Vote

10 / 32

Mario Level UI Recreationweb design

Recreate an interactive, classic Mario level in a single HTML file.

Qwen Plus 0728 (thinking)

Qwen · Sep 2025website

Couldn't render this response

This model didn't return a displayable web page for this challenge.

View raw output

# Super Mario Bros. Level Recreation

I've created a fully interactive Super Mario Bros. level that captures the spirit of Nintendo games. This single-page HTML features authentic gameplay mechanics, colorful pixel art, and classic Mario elements - all while staying true to the original game's charm.

```html
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Super Mario Bros. - Castle Run</title>
    <style>
        * {
            margin: 0;
            padding: 0;
            box-sizing: border-box;
        }
        
        body {
            font-family: 'Courier New', monospace;
            background: linear-gradient(to bottom, #6495ED, #1E90FF);
            height: 100vh;
            overflow: hidden;
            display: flex;
            flex-direction: column;
            align-items: center;
            justify-content: center;
            color: white;
            text-shadow: 2px 2px 0 #000;
        }
        
        .game-container {
            position: relative;
            width: 800px;
            height: 500px;
            overflow: hidden;
            border: 4px solid #DAA520;
            box-shadow: 0 0 20px rgba(0, 0, 0, 0.5);
            background: linear-gradient(to bottom, #6495ED 70%, #2E8B57 70%);
        }
        
        .game-title {
            position: absolute;
            top: 10px;
            left: 0;
            width: 100%;
            text-align: center;
            font-size: 36px;
            font-weight: bold;
            color: #FFFFFF;
            text-shadow: 
                3px 0 0 #E52421, 
                -3px 0 0 #E52421,
                0 3px 0 #E52421,
                0 -3px 0 #E52421,
                3px 3px 0 #E52421,
                -3px 3px 0 #E52421,
                3px -3px 0 #E52421,
                -3px -3px 0 #E52421;
            z-index: 10;
            letter-spacing: 3px;
            text-transform: uppercase;
        }
        
        .ui-overlay {
            position: absolute;
            top: 10px;
            left: 10px;
            display: flex;
            gap: 20px;
            z-index: 10;
        }
        
        .ui-element {
            background: rgba(0, 0, 0, 0.5);
            padding: 8px 15px;
            border-radius: 20px;
            font-weight: bold;
            min-width: 80px;
            text-align: center;
        }
        
        .ui-element span {
            color: #FFFF00;
            font-size: 24px;
            display: block;
        }
        
        .level-container {
            position: absolute;
            width: 4000px;
            height: 500px;
            transform: translateX(0);
            transition: transform 0.1s linear;
        }
        
        /* Ground and platforms */
        .ground {
            position: absolute;
            bottom: 0;
            width: 100%;
            height: 100px;
            background: #8B4513;
            border-top: 4px solid #DAA520;
        }
        
        .platform {
            position: absolute;
            background: #8B4513;
            border: 2px solid #DAA520;
            border-bottom: none;
        }
        
        /* Pipes */
        .pipe {
            position: absolute;
            background: #00A86B;
            border: 2px solid #000;
            border-bottom: none;
        }
        
        .pipe-top {
            position: absolute;
            background: #00A86B;
            border: 2px solid #000;
            border-top: none;
            border-radius: 0 0 10px 10px;
        }
        
        /* Coins */
        .coin {
            position: absolute;
            width: 20px;
            height: 20px;
            background: #FFD700;
            border-radius: 50%;
            box-shadow: 0 0 5px #FFA500, inset 0 0 5px #DAA520;
            animation: coinSpin 0.5s infinite alternate;
        }
        
        @keyframes coinSpin {
            from { transform: scale(1); }
            to { transform: scale(1.1); }
        }
        
        /* Question blocks */
        .question-block {
            position: absolute;
            width: 40px;
            height: 40px;
            background: #E5D9B6;
            border: 2px solid #000;
            display: flex;
            align-items: center;
            justify-content: center;
            font-size: 24px;
            font-weight: bold;
            color: #000;
            animation: blockBounce 1.5s infinite;
        }
        
        @keyframes blockBounce {
            0%, 100% { transform: translateY(0); }
            50% { transform: translateY(-5px); }
        }
        
        .used-block {
            background: #A9A9A9;
        }
        
        /* Mario character */
        #mario {
            position: absolute;
            width: 40px;
            height: 60px;
            z-index: 10;
            transition: transform 0.1s;
        }
        
        /* Mario CSS art */
        #mario::before {
            content: '';
            position: absolute;
            width: 40px;
            height: 60px;
            background: #E52421;
            border-radius: 20px 20px 0 0;
            z-index: 2;
        }
        
        #mario::after {
            content: '';
            position: absolute;
            width: 40px;
            height: 15px;
            background: #E52421;
            top: -5px;
            border-radius: 20px 20px 0 0;
            z-index: 3;
        }
        
        .mario-hat {
            position: absolute;
            width: 40px;
            height: 15px;
            background: #E52421;
            top: -10px;
            border-radius: 20px 20px 0 0;
            z-index: 4;
        }
        
        .mario-face {
            position: absolute;
            width: 30px;
            height: 25px;
            background: #FFB6C1;
            top: 20px;
            left: 5px;
            border-radius: 15px 15px 0 0;
            z-index: 5;
        }
        
        .mario-eyes {
            position: absolute;
            width: 8px;
            height: 8px;
            background: #000;
            border-radius: 50%;
            top: 25px;
        }
        
        .mario-eye-left {
            left: 8px;
        }
        
        .mario-eye-right {
            right: 8px;
        }
        
        .mario-mustache {
            position: absolute;
            width: 20px;
            height: 5px;
            background: #000;
            top: 35px;
            left: 10px;
            border-radius: 0 0 5px 5px;
        }
        
        .mario-arms {
            position: absolute;
            width: 10px;
            height: 20px;
            background: #FFB6C1;
            top: 30px;
        }
        
        .mario-arm-left {
            left: -5px;
            border-radius: 5px 0 0 5px;
        }
        
        .mario-arm-right {
            right: -5px;
            border-radius: 0 5px 5px 0;
        }
        
        .mario-legs {
            position: absolute;
            width: 15px;
            height: 20px;
            background: #000;
            bottom: 0;
        }
        
        .mario-leg-left {
            left: 5px;
            border-radius: 0 0 3px 3px;
        }
        
        .mario-leg-right {
            right: 5px;
            border-radius: 0 0 3px 3px;
        }
        
        /* Goomba enemy */
        .goomba {
            position: absolute;
            width: 40px;
            height: 30px;
            z-index: 5;
        }
        
        .goomba::before {
            content: '';
            position: absolute;
            width: 40px;
            height: 30px;
            background: #8B4513;
            border-radius: 50% 50% 0 0;
        }
        
        .goomba::after {
            content: '';
            position: absolute;
            width: 40px;
            height: 10px;
            background: #000;
            bottom: -5px;
            border-radius: 0 0 10px 10px;
        }
        
        .goomba-eye {
            position: absolute;
            width: 8px;
            height: 8px;
            background: #000;
            border-radius: 50%;
            top: 5px;
        }
        
        .goomba-eye-left {
            left: 8px;
        }
        
        .goomba-eye-right {
            right: 8px;
        }
        
        /* Koopa Troopa */
        .koopa {
            position: absolute;
            width: 40px;
            height: 45px;
            z-index: 5;
        }
        
        .koopa-shell {
            position: absolute;
            width: 40px;
            height: 30px;
            background: #008000;
            border-radius: 50% 50% 0 0;
            top: 0;
        }
        
        .koopa-body {
            position: absolute;
            width: 30px;
            height: 25px;
            background: #FFB6C1;
            border-radius: 15px 15px 0 0;
            top: 15px;
            left: 5px;
        }
        
        .koopa-eye {
            position: absolute;
            width: 6px;
            height: 6px;
            background: #000;
            border-radius: 50%;
            top: 20px;
        }
        
        .koopa-eye-left {
            left: 10px;
        }
        
        .koopa-eye-right {
            right: 10px;
        }
        
        .koopa-leg {
            position: absolute;
            width: 8px;
            height: 15px;
            background: #FFB6C1;
            bottom: 0;
            border-radius: 2px;
        }
        
        /* Flag */
        .flag-pole {
            position: absolute;
            width: 8px;
            height: 300px;
            background: #D3D3D3;
            bottom: 100px;
            left: 3700px;
        }
        
        .flag {
            position: absolute;
            width: 30px;
            height: 30px;
            background: #FF0000;
            bottom: 250px;
            left: 3690px;
            border: 1px solid #000;
        }
        
        /* Castle */
        .castle {
            position: absolute;
            width: 200px;
            height: 200px;
            background: #D3D3D3;
            bottom: 100px;
            right: 50px;
            border: 2px solid #000;
        }
        
        .castle-top {
            position: absolute;
            width: 220px;
            height: 40px;
            background: #8B4513;
            bottom: 200px;
            right: 40px;
        }
        
        .castle-tower {
            position: absolute;
            width: 60px;
            height: 80px;
            background: #D3D3D3;
            border: 2px solid #000;
        }
        
        .castle-tower-left {
            bottom: 180px;
            right: 190px;
        }
        
        .castle-tower-right {
            bottom: 180px;
            right: 30px;
        }
        
        .tower-top {
            position: absolute;
            width: 70px;
            height: 20px;
            background: #8B4513;
            border: 2px solid #000;
        }
        
        .tower-top-left {
            bottom: 260px;
            right: 185px;
        }
        
        .tower-top-right {
            bottom: 260px;
            right: 25px;
        }
        
        .castle-door {
            position: absolute;
            width: 50px;
            height: 80px;
            background: #8B4513;
            bottom: 100px;
            right: 125px;
            border: 1px solid #000;
        }
        
        /* Coins collection effect */
        .coin-collected {
            animation: coinCollect 0.5s forwards;
        }
        
        @keyframes coinCollect {
            to {
                transform: translateY(-30px) scale(0.5);
                opacity: 0;
            }
        }
        
        /* Jump effect */
        .mario-jump {
            animation: marioJump 0.3s forwards;
        }
        
        @keyframes marioJump {
            50% { transform: translateY(-15px); }
            100% { transform: translateY(0); }
        }
        
        /* Game over */
        .game-over {
            position: absolute;
            top: 0;
            left: 0;
            width: 100%;
            height: 100%;
            background: rgba(0, 0, 0, 0.7);
            display: flex;
            flex-direction: column;
            align-items: center;
            justify-content: center;
            z-index: 100;
            display: none;
        }
        
        .game-over h2 {
            font-size: 48px;
            color: #FF0000;
            margin-bottom: 20px;
            text-shadow: 3px 3px 0 #000;
        }
        
        .game-over p {
            font-size: 24px;
            margin: 10px 0;
        }
        
        .restart-btn {
            background: #E52421;
            color: white;
            border: none;
            padding: 12px 30px;
            font-size: 20px;
            font-weight: bold;
            border-radius: 30px;
            margin-top: 20px;
            cursor: pointer;
            transition: all 0.2s;
            text-transform: uppercase;
            letter-spacing: 2px;
            box-shadow: 0 4px 0 #A00000;
        }
        
        .restart-btn:hover {
            transform: translateY(-2px);
            box-shadow: 0 6px 0 #A00000;
        }
        
        .restart-btn:active {
            transform: translateY(2px);
            box-shadow: 0 2px 0 #A00000;
        }
        
        /* Controls info */
        .controls {
            position: absolute;
            bottom: 15px;
            left: 0;
            width: 100%;
            text-align: center;
            font-size: 16px;
            background: rgba(0, 0, 0, 0.3);
            padding: 5px;
        }
        
        .controls span {
            background: rgba(0, 0, 0, 0.3);
            padding: 0 10px;
            border-radius: 15px;
            margin: 0 5px;
            font-weight: bold;
        }
        
        /* Score animation */
        .score-popup {
            position: absolute;
            color: #FFFF00;
            font-weight: bold;
            z-index: 20;
            animation: scoreRise 1s forwards;
        }
        
        @keyframes scoreRise {
            0% { transform: translateY(0); opacity: 1; }
            100% { transform: translateY(-30px); opacity: 0; }
        }
        
        /* Power-up effects */
        .starman {
            animation: starman 0.2s infinite;
        }
        
        @keyframes starman {
            0% { filter: hue-rotate(0deg); }
            50% { filter: hue-rotate(180deg); }
            100% { filter: hue-rotate(360deg); }
        }
        
        /* Hidden elements for sound */
        .sound {
            display: none;
        }
    </style>
</head>
<body>
    <div class="game-container">
        <div class="game-title">Super Mario Bros. - Castle Run</div>
        
        <div class="ui-overlay">
            <div class="ui-element">
                COINS<br><span id="coin-count">0</span>
            </div>
            <div class="ui-element">
                SCORE<br><span id="score">0</span>
            </div>
            <div class="ui-element">
                WORLD<br><span>1-1</span>
            </div>
        </div>
        
        <div class="level-container" id="level">
            <div class="ground"></div>
            
            <!-- Platforms -->
            <div class="platform" style="left: 200px; top: 300px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 400px; top: 250px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 600px; top: 200px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 800px; top: 150px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 1000px; top: 200px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 1200px; top: 250px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 1400px; top: 300px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 1600px; top: 250px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 1800px; top: 200px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 2000px; top: 150px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 2200px; top: 200px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 2400px; top: 250px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 2600px; top: 300px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 2800px; top: 250px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 3000px; top: 200px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 3200px; top: 150px; width: 100px; height: 20px;"></div>
            <div class="platform" style="left: 3400px; top: 100px; width: 100px; height: 20px;"></div>
            
            <!-- Pipes -->
            <div class="pipe" style="left: 300px; bottom: 100px; width: 60px; height: 80px;"></div>
            <div class="pipe-top" style="left: 300px; bottom: 180px; width: 60px; height: 20px;"></div>
            
            <div class="pipe" style="left: 700px; bottom: 100px; width: 80px; height: 100px;"></div>
            <div class="pipe-top" style="left: 700px; bottom: 200px; width: 80px; height: 20px;"></div>
            
            <div class="pipe" style="left: 1100px; bottom: 100px; width: 100px; height: 120px;"></div>
            <div class="pipe-top" style="left: 1100px; bottom: 220px; width: 100px; height: 20px;"></div>
            
            <!-- Question blocks -->
            <div class="question-block" style="left: 500px; bottom: 160px;" id="qblock1"></div>
            <div class="question-block" style="left: 900px; bottom: 160px;" id="qblock2"></div>
            <div class="question-block" style="left: 1300px; bottom: 160px;" id="qblock3"></div>
            <div class="question-block" style="left: 1700px; bottom: 160px;" id="qblock4"></div>
            <div class="question-block" style="left: 2100px; bottom: 160px;" id="qblock5"></div>
            <div class="question-block" style="left: 2500px; bottom: 160px;" id="qblock6"></div>
            <div class="question-block" style="left: 2900px; bottom: 160px;" id="qblock7"></div>
            
            <!-- Coins -->
            <div class="coin" style="left: 250px; bottom: 130px;"></div>
            <div class="coin" style="left: 270px; bottom: 130px;"></div>
            <div class="coin" style="left: 290px; bottom: 130px;"></div>
            <div class="coin" style="left: 450px; bottom: 80px;"></div>
            <div class="coin" style="left: 470px; bottom: 80px;"></div>
            <div class="coin" style="left: 490px; bottom: 80px;"></div>
            <div class="coin" style="left: 650px; bottom: 50px;"></div>
            <div class="coin" style="left: 670px; bottom: 50px;"></div>
            <div class="coin" style="left: 690px; bottom: 50px;"></div>
            <div class="coin" style="left: 850px; bottom: 0px;"></div>
            <div class="coin" style="left: 870px; bottom: 0px;"></div>
            <div class="coin" style="left: 890px; bottom: 0px;"></div>
            <div class="coin" style="left: 1050px; bottom: 50px;"></div>
            <div class="coin" style="left: 1070px; bottom: 50px;"></div>
            <div class="coin" style="left: 1090px; bottom: 50px;"></div>
            <div class="coin" style="left: 1250px; bottom: 80px;"></div>
            <div class="coin" style="left: 1270px; bottom: 80px;"></div>
            <div class="coin" style="left: 1290px; bottom: 80px;"></div>
            <div class="coin" style="left: 1450px; bottom: 130px;"></div>
            <div class="coin" style="left: 1470px; bottom: 130px;"></div>
            <div class="coin" style="left: 1490px; bottom: 130px;"></div>
            <div class="coin" style="left: 1650px; bottom: 80px;"></div>
            <div class="coin" style="left: 1670px; bottom: 80px;"></div>
            <div class="coin" style="left: 1690px; bottom: 80px;"></div>
            <div class="coin" style="left: 1850px; bottom: 50px;"></div>
            <div class="coin" style="left: 1870px; bottom: 50px;"></div>
            <div class="coin" style="left: 1890px; bottom: 50px;"></div>
            <div class="coin" style="left: 2050px; bottom: 0px;"></div>
            <div class="coin" style="left: 2070px; bottom: 0px;"></div>
            <div class="coin" style="left: 2090px; bottom: 0px;"></div>
            <div class="coin" style="left: 2250px; bottom: 50px;"></div>
            <div class="coin" style="left: 2270px; bottom: 50px;"></div>
            <div class="coin" style="left: 2290px; bottom: 50px;"></div>
            <div class="coin" style="left: 2450px; bottom: 80px;"></div>
            <div class="coin" style="left: 2470px; bottom: 80px;"></div>
            <div class="coin" style="left: 2490px; bottom: 80px;"></div>
            <div class="coin" style="left: 2650px; bottom: 130px;"></div>
            <div class="coin" style="left: 2670px; bottom: 130px;"></div>
            <div class="coin" style="left: 2690px; bottom: 130px;"></div>
            <div class="coin" style="left: 2850px; bottom: 80px;"></div>
            <div class="coin" style="left: 2870px; bottom: 80px;"></div>
            <div class="coin" style="left: 2890px; bottom: 80px;"></div>
            <div class="coin" style="left: 3050px; bottom: 50px;"></div>
            <div class="coin" style="left: 3070px; bottom: 50px;"></div>
            <div class="coin" style="left: 3090px; bottom: 50px;"></div>
            <div class="coin" style="left: 3250px; bottom: 0px;"></div>
            <div class="coin" style="left: 3270px; bottom: 0px;"></div>
            <div class="coin" style="left: 3290px; bottom: 0px;"></div>
            <div class="coin" style="left: 3450px; bottom: -40px;"></div>
            <div class="coin" style="left: 3470px; bottom: -40px;"></div>
            <div class="coin" style="left: 3490px; bottom: -40px;"></div>
            
            <!-- Enemies -->
            <div class="goomba" style="left: 400px; bottom: 100px;"></div>
            <div class="goomba" style="left: 800px; bottom: 100px;"></div>
            <div class="goomba" style="left: 1200px; bottom: 100px;"></div>
            <div class="goomba" style="left: 1600px; bottom: 100px;"></div>
            <div class="goomba" style="left: 2000px; bottom: 100px;"></div>
            <div class="goomba" style="left: 2400px; bottom: 100px;"></div>
            <div class="goomba" style="left: 2800px; bottom: 100px;"></div>
            <div class="goomba" style="left: 3200px; bottom: 100px;"></div>
            
            <div class="koopa" style="left: 1000px; bottom: 100px;"></div>
            <div class="koopa" style="left: 1800px; bottom: 100px;"></div>
            <div class="koopa" style="left: 2600px; bottom: 100px;"></div>
            <div class="koopa" style="left: 3400px; bottom: 100px;"></div>
            
            <!-- Flag and castle -->
            <div class="flag-pole"></div>
            <div class="flag"></div>
            <div class="castle"></div>
            <div class="castle-top"></div>
            <div class="castle-tower castle-tower-left"></div>
            <div class="castle-tower castle-tower-right"></div>
            <div class="tower-top tower-top-left"></div>
            <div class="tower-top tower-top-right"></div>
            <div class="castle-door"></div>
            
            <!-- Mario -->
            <div id="mario">
                <div class="mario-hat"></div>
                <div class="mario-face">
                    <div class="mario-eyes mario-eye-left"></div>
                    <div class="mario-eyes mario-eye-right"></div>
                    <div class="mario-mustache"></div>
                </div>
                <div class="mario-arms mario-arm-left"></div>
                <div class="mario-arms mario-arm-right"></div>
                <div class="mario-legs mario-leg-left"></div>
                <div class="mario-legs mario-leg-right"></div>
            </div>
        </div>
        
        <div class="controls">
            CONTROLS: <span>← →</span> Move | <span>SPACE</span> Jump | <span>ENTER</span> Restart
        </div>
        
        <div class="game-over" id="game-over">
            <h2>GAME OVER</h2>
            <p>Your adventure ends here!</p>
            <p>Coins collected: <span id="final-coins">0</span></p>
            <p>Final score: <span id="final-score">0</span></p>
            <button class="restart-btn" id="restart-btn">Play Again</button>
        </div>
        
        <!-- Sound effects -->
        <audio id="coin-sound" class="sound">
            <source src="data:audio/wav;base64,UklGRiQDAABXQVZFZm10IBAAAAABAAEAiBUAAIgVAAABAAgAZGF0YQADAACBhYqFbF1fdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBhQkFfdJivrJBh......

MiniMax M2.5

Minimax · Feb 2026website

Vote

Framer-Style Animationweb design

Tests an AI's ability to create smooth web animations

Qwen Plus 0728 (thinking)

Qwen · Sep 2025website

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026website

No content available for this output.

Vote

12 / 32

Dark Mode Dashboardweb design

Tests an AI's UI design skills with theming support

Qwen Plus 0728 (thinking)

Qwen · Sep 2025website

No content available for this output.

MiniMax M2.5

Minimax · Feb 2026website

No content available for this output.

Vote

12 of 32

FAQ

Continue exploring

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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}}