A fusion inference method for large language models and knowledge graphs based on structured injection and causal inference

Author:

Xing Xueyang1ORCID,Jia Bo1ORCID,Huang Zhicheng1ORCID,Chen Yongzhi2ORCID,Wang Junjie2ORCID,Fan Anfei2ORCID,Chen Xin1ORCID,Cao Lei1ORCID

Affiliation:

1. CEC Jiutian Intelligent Technology Co., Ltd., China

2. AI Group, R&D, CEC Jiutian Intelligent Technology Co., Ltd., China

Publisher

ACM

Reference28 articles.

1. Zhao, W.X., Zhou, K., Li, J., Tang, T., Wang, X., Hou, Y., Min, Y., Zhang, B., Zhang, J., Dong, Z., Du, Y., Yang, C., Chen, Y., Chen, Z., Jiang, J., Ren, R., Li, Y. (2023). ..., Tang, X., Liu, Z., Liu, P., Nie, J., & Wen, J. 2023. A Survey of Large Language Models. arXiv, abs/2303.18223.

2. Katherine Lee Daphne Ippolito Andrew Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch and Nicholas Carlini. 2021. Deduplicating training data makes language models better. arXiv preprint arXiv:2107.06499.

3. Nayeon Lee Wei Ping Peng Xu Mostofa Patwary Mohammad Shoeybi and Bryan Catanzaro. 2022. Factuality enhanced language models for open-ended text generation. arXiv preprint arXiv:2206.04624.

4. Ren R. Wang Y. Qu Y. Zhao W.X. Liu J. Tian H. Wu H. Wen J. & Wang H. 2023. Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation. arXiv abs/2307.11019.

5. Chen F. & Feng Y. 2023. Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction.

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