mradermacher/Huihui4-8B-A4B-v2-i1-GGUF
8B • Updated • 2.33k • 3
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Considere um problema de programação linear inteira com restrição de capacidade; como a integração de cortes de Gomory no nó raiz altera a árvore de branch‑and‑bound em termos de profundidade média e número total de nós explorados?<turn|>
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Как использовать совместный анализ trajectory inference и RNA velocity в scRNA‑seq, чтобы реконструировать нелинейные дифференцировочные пути, учитывая шум модели и динамику splicing‑соотношений и интегрировать их с метаданными клеточного типа?<turn|>
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How does the choice of widening operator in abstract interpretation affect the convergence speed and precision of static analysis for higher-order recursive functions, and can a parametrized widening guarantee both termination and optimal invariant discovery?<turn|>
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How does the biexponential decay model of channelrhodopsin-2 photocurrent kinetics influence temporal resolution in all‑optical interrogation of recurrent cortical circuits, and what constraints does it impose on multiplexed stimulation protocols?<turn|>
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在腔光机械系统中,如何利用辐射压冷却实现机械振子接近量子基态,并通过侧带分辨技术精确测量剩余热占据率的上限?<turn|>
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1. **拆解提示词:**
* **系统:** 腔光机械系统 (腔光机械系统)。
* **核心过程1:** 利用辐射压冷却实现机械振子接近量子基态 (利用辐射压冷却实现机械振子接近量子基态)。
* **核心过程2:** 通过侧带分辨技术精确测量剩余热占据率的上限 (通过侧带分辨技术精确测量剩余热占据率的上限)。
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In Swift, wie beeinflussen Sendable‑Constraints die Speichersicherheit bei gleichzeitiger Nutzung von Actors und async/await in einer verteilten Microservice‑Architektur, wenn die Latenz des Netzwerk‑Dispatchers 2 ms beträgt?<turn|>
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Considerando um compilador JIT que utiliza trace compilation para loops intensivos, como a inserção de instruções SIMD específicas para o algoritmo FlashAttention pode impactar a latência de acesso à memória e a taxa de ocupação do cache L1?<turn|>
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En combinant les mesures de rayon et de masse de NICER avec les modèles d’équation d’état, comment peut‑on contraindre la pression du noyau dense dans les étoiles à neutrons et distinguer les phases exotiques de matière nucléaire ?<turn|>
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Considerando um gás de átomos ultrafrios em uma rede óptica bidimensional, como a inclusão de termos de salto de segunda vizinhança no modelo Bose‑Hubbard altera a fase de Mott‑Insulator para superfluidez em simulações quânticas?<turn|>
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在 并发 垃圾 回收 中, 若 采用 三色 标记 算法 并 引入 写屏障, 如何 在 保持 写屏障 最小化 开销 的 同时, 确保 不 产生 悬挂 指针 并 维持 标记 不变性?<turn|>
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1. **解构提示词:**
* **核心主题:** 并发垃圾回收(GC)。
* **特定算法:** 三色标记算法。
* **机制:** 写屏障。
* **目标 1:** 保持写屏障开销最小化。
* **目标 2:** 确保不产... |
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在 给定 的 谱 三元组 (A, H, D) 中,如何 利用 Connes 距离 公式 d(φ,ψ)=sup_{‖[D,a]‖≤1}|φ(a)-ψ(a)| 来 度量 非 交换 流形 上 两点 状态 的 几何 距离?<turn|>
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1. **拆解提示词:**
* **核心主题**:谱三元组 $(A, H, D)$,非交换几何(NCG)。
* **核心公式**:Connes 距离公式:$d(\phi, \psi) = \sup_{\|[D, a]\| \le 1} |... |
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What are the stability constraints and computational trade‑offs when applying the adjoint sensitivity method to stiff neural ordinary differential equations, and how does the choice of implicit solver affect gradient fidelity in deep learning models?<turn|>
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De que maneira a curvatura da métrica de Fisher quântica em espaços de parâmetros múltiplos determina limites de precisão simultânea em estimativas de fase e amplitude, considerando ruído não-Markoviano e recursos de entrelaçamento multipartito?<turn|>
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كيف يمكن للمتسلل استغلال ثغرة في مكتبة libc لتجاوز ASLR وإنشاء سلسلة ROP تتخطى سياسات CFI، مع توضيح دور الـ gadget المتعدد المتغيرات في تحقيق التحكم الكامل بالـ instruction pointer؟<turn|>
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1. **Analyze the Request:**
* **User's inten... |
This dataset is a subset of a copy of Jackrong/GLM-5.1-Reasoning-1M-Cleaned
Each text value is a complete chat conversation in google/gemma-4-26B-A4B-it chat template with thinking:
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{user_prompt}<turn|>
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{GLM_5.1_thinking}<channel|>{GLM_5.1_final_answer}<turn|>