Google DeepMind Intrinsic Self-Critique “诗人” vs “计算器”

✨步子哥 (steper) • 2026年02月11日 12:23
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<div class="poster-container">
    <!-- Background Elements -->
    <div class="bg-shape bg-shape-1"></div>
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    <header>
        <div class="subtitle">
            <span class="tag">Google DeepMind</span>
            <span>Intrinsic Self-Critique</span>
        </div>
        <h1 class="main-title">
            <span class="title-poet">“诗人”</span> vs 
            <span class="title-calc">“计算器”</span>
        </h1>
        <div class="subtitle" style="font-size: 16px; margin-top: 5px;">
            <i class="material-icons" style="font-size: 18px;">psychology</i>
            强迫 LLM 进行逻辑推理的暴力美学
        </div>
    </header>

    <div class="content">
        
        <!-- Section 1: The Metaphor -->
        <div class="card">
            <div class="metaphor-section">
                <div class="metaphor-visual">
                    <div class="vs-badge">VS</div>
                    <img src="https://sfile.chatglm.cn/image/78/784dbc3d.jpg" alt="Brain Hemispheres">
                </div>
                <div class="metaphor-text">
                    <p class="p-text">
                        <span class="highlight">诗人 (LLM):</span> 基于概率的生成，天马行空，充满创造力，但缺乏严谨的逻辑确定性。
                    </p>
                    <p class="p-text">
                        <span class="highlight">计算器 (Logic):</span> 需要确定性的规则与结果，容不得半点模糊。
                    </p>
                    <p class="p-text" style="margin-top: 10px; font-size: 14px; color: var(--text-light);">
                        Google DeepMind 试图打破这一界限，让“诗人”学会“计算”。
                    </p>
                </div>
            </div>
        </div>

        <!-- Section 2: PDDL Sandbox & Method -->
        <div class="grid-2-col">
            <div class="card">
                <div class="card-title">
                    <i class="material-icons">security</i>
                    PDDL 沙盒
                </div>
                <p class="p-text">
                    利用 <strong>PDDL 规则</strong> 构建“物理引擎”，在混沌的语言世界中划定边界。
                </p>
                <div class="pddl-box">
                    <div class="icon-group">
                        <div class="small-icon"><i class="material-icons" style="font-size:14px">block</i></div>
                        <div class="small-icon"><i class="material-icons" style="font-size:14px">rule</i></div>
                    </div>
                    <div class="code-snippet">
                        (:action pick-up<br>
                        &nbsp;&nbsp;:precondition (and (clear ?ob) ...)<br>
                        &nbsp;&nbsp;:effect (holding ?ob))
                    </div>
                </div>
                <p class="p-text" style="margin-top:10px; font-size:13px;">
                    强制 AI 在规则内行动，而非自由联想。
                </p>
            </div>

            <div class="card">
                <div class="card-title">
                    <i class="material-icons">fact_check</i>
                    内在自我批判
                </div>
                <p class="p-text">
                    让 AI 扮演“多重人格”，通过 <strong>自我审查</strong> 和投票机制进行迭代优化。
                </p>
                <ul style="padding-left: 20px; color: var(--text-light); font-size: 14px; margin-top: 10px;">
                    <li style="margin-bottom: 5px;">生成计划</li>
                    <li style="margin-bottom: 5px;">自我批判 (Verify)</li>
                    <li>修正完善</li>
                </ul>
                <div style="margin-top: auto; text-align: center;">
                    <img src="https://sfile.chatglm.cn/image/cb/cb64269a.jpg" style="width: 100%; height: 80px; object-fit: cover; border-radius: 8px; opacity: 0.8;" alt="AI Thinking">
                </div>
            </div>
        </div>

        <!-- Section 3: Results -->
        <div class="card result-container">
            <div class="result-item">
                <div class="result-label">基线准确率</div>
                <div class="big-number">49%</div>
            </div>
            <i class="material-icons arrow-icon">arrow_forward</i>
            <div class="result-item">
                <div class="result-label">自我批判后</div>
                <div class="big-number">~90%</div>
            </div>
            <div style="width: 1px; height: 40px; background: rgba(255,255,255,0.3); margin: 0 10px;"></div>
            <div class="result-item" style="text-align: left;">
                <div class="result-label">关键提升</div>
                <div style="font-weight: 700; font-size: 16px; color: var(--accent-color);">无需外部验证</div>
                <div style="font-size: 12px; opacity: 0.8;">完全依靠模型自身反思</div>
            </div>
        </div>

        <!-- Section 4: Conclusion -->
        <div class="card footer-card">
            <div class="footer-content">
                <i class="material-icons footer-icon">help_outline</i>
                <div>
                    <div style="font-weight: 700; font-size: 18px; color: var(--text-main); margin-bottom: 4px;">暴力美学 vs. 效率悖论</div>
                    <p style="font-size: 14px; color: var(--text-light);">
                        巨量算力换取简单逻辑，是通往 AGI 的必经之路，还是对资源的挥霍？<br>
                        <strong>神经符号 AI (Neuro-symbolic AI)</strong> 或许是未来的答案。
                    </p>
                </div>
            </div>
        </div>

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Google DeepMind Intrinsic Self-Critique “诗人” vs “计算器”

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