HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting

Author:

Lu Jiaying1ORCID,Shen Jiaming2ORCID,Xiong Bo3ORCID,Ma Wenjing1ORCID,Staab Steffen4ORCID,Yang Carl1ORCID

Affiliation:

1. Emory University, Atlanta, GA, USA

2. Google Research, New York, NY, USA

3. University of Stuttgart, Stuttgart, Germany

4. University of Stuttgart; University of Southampton, Stuttgart, Germany

Funder

European Union?s Horizon 2020 research and innovation programme

SimTech

Publisher

ACM

Reference50 articles.

1. Krisztian Balog and Robert Neumayer. 2012. Hierarchical target type identification for entity-oriented queries. In CIKM. Krisztian Balog and Robert Neumayer. 2012. Hierarchical target type identification for entity-oriented queries. In CIKM.

2. Bodo Billerbeck and Justin Zobel . 2005 . Document expansion versus query expansion for ad-hoc retrieval . In Proceedings of the 10th Australasian Document Computing Symposium. Bodo Billerbeck and Justin Zobel. 2005. Document expansion versus query expansion for ad-hoc retrieval. In Proceedings of the 10th Australasian Document Computing Symposium.

3. David M Blei , Andrew Y Ng , and Michael I Jordan . 2003. Latent Dirichlet Allocation. JMLR ( 2003 ). David M Blei, Andrew Y Ng, and Michael I Jordan. 2003. Latent Dirichlet Allocation. JMLR (2003).

4. Olivier Bodenreider . 2004. The unified medical language system (UMLS): integrating biomedical terminology. Nucleic acids research ( 2004 ). Olivier Bodenreider. 2004. The unified medical language system (UMLS): integrating biomedical terminology. Nucleic acids research (2004).

5. Antoine Bordes , Nicolas Usunier , Alberto Garc'i a-Durá n , Jason Weston, and Oksana Yakhnenko. 2013 . Translating Embeddings for Modeling Multi-relational Data. In NeurIPS. Antoine Bordes, Nicolas Usunier, Alberto Garc'i a-Durá n, Jason Weston, and Oksana Yakhnenko. 2013. Translating Embeddings for Modeling Multi-relational Data. In NeurIPS.

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1. PromptLink: Leveraging Large Language Models for Cross-Source Biomedical Concept Linking;Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval;2024-07-10

2. Exploring Prompting Approaches in Legal Textual Entailment;The Review of Socionetwork Strategies;2024-01-23

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