Tag: Multimodal Data
All the articles with the tag "Multimodal Data".
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Compression via Pre-trained Transformers: A Study on Byte-Level Multimodal Data
Published: at 01:15 PM
86.00 🤔本文通过大规模实验证明，预训练小型Transformer模型在考虑参数大小的情况下，能在文本、图像和音频的分布外数据上实现与传统压缩算法竞争的压缩比，尤其在训练模态内表现优异，但跨模态迁移能力较弱。
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Learning Composable Chains-of-Thought
Published: at 11:12 AM 90.13 🤔本文提出Composable Chain-of-Thought方法，通过数据增强改进原子任务CoT格式，并结合多任务学习或模型合并实现零样本组合推理，使用拒绝采样微调进一步提升性能，在字符串操作和自然语言任务上优于标准CoT基准。
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General-Reasoner: Advancing LLM Reasoning Across All Domains
Published: at 11:21 AM 88.18 🤔本文提出General-Reasoner，通过零强化学习结合跨领域高质量数据集和基于生成模型的验证器，显著提升大型语言模型在多领域推理任务上的性能，同时保持数学推理的有效性。
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How does Transformer Learn Implicit Reasoning?
Published: at 11:22 AM 85.05 🤔本文通过在受控符号环境中从头训练Transformer模型，揭示了隐式多跳推理的三阶段发展轨迹，并利用跨查询语义补丁和余弦表示透镜工具，阐明了推理能力与隐藏空间聚类的关联，为模型可解释性提供了新见解。
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Thermal Detection of People with Mobility Restrictions for Barrier Reduction at Traffic Lights Controlled Intersections
Published: at 11:04 AM 96.91 🤔This paper introduces a thermal detector-based traffic light system using YOLO-Thermal, a modified YOLOv8 framework, to dynamically adjust signal timings for individuals with mobility restrictions, achieving superior detection accuracy (89.1% APval) and enhancing intersection accessibility while addressing privacy and adverse condition challenges.