A Hierarchical Context Augmentation Method to Improve Retrieval-Augmented LLMs on Scientific Papers

Author:

Che Tian-Yi1ORCID,Mao Xian-Ling1ORCID,Lan Tian1ORCID,Huang Heyan1ORCID

Affiliation:

1. Beijing Institute of Technology, Beijing, China

Publisher

ACM

Reference53 articles.

1. Joshua Ainslie, Santiago Ontañón, Chris Alberti, Vaclav Cvicek, Zachary Kenneth Fisher, Philip Pham, Anirudh Ravula, Sumit K. Sanghai, QifanWang, and Li Yang. 2020. ETC: Encoding Long and Structured Inputs in Transformers. In Conference on Empirical Methods in Natural Language Processing. https://api.semanticscholar. org/CorpusID:221845203

2. Ebtesam Almazrouei, Hamza Alobeidli, Abdulaziz Alshamsi, Alessandro Cappelli, Ruxandra-Aimée Cojocaru, Daniel Hesslow, Julien Launay, Quentin Malartic, Daniele Mazzotta, Badreddine Noune, Baptiste Pannier, and Guilherme Penedo. 2023. The Falcon Series of Open Language Models. ArXiv abs/2311.16867 (2023). https://api.semanticscholar.org/CorpusID:265466629

3. Waleed Ammar, Dirk Groeneveld, Chandra Bhagavatula, Iz Beltagy, Miles Crawford, Doug Downey, Jason Dunkelberger, Ahmed Elgohary, Sergey Feldman, Vu A. Ha, Rodney Michael Kinney, Sebastian Kohlmeier, Kyle Lo, Tyler C. Murray, Hsu-Han Ooi, Matthew E. Peters, Joanna L. Power, Sam Skjonsberg, Lucy Lu Wang, Christopher Wilhelm, Zheng Yuan, Madeleine van Zuylen, and Oren Etzioni. 2018. Construction of the Literature Graph in Semantic Scholar. In North American Chapter of the Association for Computational Linguistics. https://api.semanticscholar.org/CorpusID:19170988

4. Rohan Anil Andrew M Dai Orhan Firat Melvin Johnson Dmitry Lepikhin Alexandre Passos Siamak Shakeri Emanuel Taropa Paige Bailey Zhifeng Chen et al. 2023. Palm 2 technical report. arXiv preprint arXiv:2305.10403 (2023).

5. SciBERT: A Pretrained Language Model for Scientific Text

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