Unleashing the Power of LLMs as Multi-Modal Encoders for Text and Graph-Structured Data

Graph-structured information offers rich contextual information that can enhance language models by providing structured relationships and hierarchies, leading to more expressive embeddings for various applications such as retrieval, question answering, and classification. However, existing methods...

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Veröffentlicht in:	arXiv.org 2024-10
Hauptverfasser:	Lin, Jiacheng, Qian, Kun, Han, Haoyu, Choudhary, Nurendra, Wei, Tianxin, Wang, Zhongruo, Genc, Sahika, Huang, Edward W, Wang, Sheng, Subbian, Karthik, Koutra, Danai, Sun, Jimeng
Format:	Artikel
Sprache:	eng
Schlagworte:	Ablation Classification Datasets Effectiveness Hierarchies Information retrieval Knowledge representation Large language models Multilayer perceptrons Multilayers Questions Structured data
Online-Zugang:	Volltext
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