Tag: Large Language Model
All the articles with the tag "Large Language Model".
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Does Knowledge Distillation Matter for Large Language Model based Bundle Generation?
Published: at 04:30 PM
72.97 🤔本文首次系统探索知识蒸馏技术在基于大语言模型的捆绑生成任务中的应用，通过提出一个全面的 KD 框架和实验验证，证明了在减少计算需求的同时能保持甚至提升性能。
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Quantum-Enhanced LLM Efficient Fine Tuning
Published: at 04:28 PM 72.15 🤔本文提出量子张量混合适配（QTHA）方法，通过整合量子神经网络和张量网络，实现LLM的参数高效微调，显著减少参数量并提升性能，为量子增强人工智能奠定基础。
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Adversarial Attacks on LLM-as-a-Judge Systems: Insights from Prompt Injections
Published: at 04:30 PM 72.07 🤔本文通过提出攻击框架和实验评估，揭示了LLM-as-a-judge系统的prompt injection漏洞，并推荐使用多模型委员会等策略提升鲁棒性。
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Rethinking Invariance in In-context Learning
Published: at 11:15 AM 71.91 🤔This paper introduces Invariant In-Context Learning (InvICL), a novel ICL method that achieves permutation invariance, information non-leakage, and context interdependence using leave-one-out encoding and parallel implementation, outperforming both invariant and non-invariant baselines in generalization and performance across synthetic and real-world tasks.
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Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement
Published: at 04:29 PM 71.89 🤔本文提出动态参数化RAG框架DyPRAG，通过训练一个轻量级参数翻译器在测试时动态转换文档为参数知识，显著降低成本、提升泛化能力和缓解RAG幻觉问题。