Know Your Needs Better: Towards Structured Understanding of Marketer Demands with Analogical Reasoning Augmented LLMs

Author:

Wang Junjie1ORCID,Yang Dan2ORCID,Hu Binbin2ORCID,Shen Yue2ORCID,Zhang Wen3ORCID,Gu Jinjie2ORCID

Affiliation:

1. Zhejiang University & Ant Group, Hangzhou, China

2. Ant Group, Hangzhou, China

3. Zhejiang University, Hangzhou, China

Publisher

ACM

Reference33 articles.

1. Baichuan. 2023. Baichuan 2: Open Large-scale Language Models. arXiv preprint arXiv:2309.10305 (2023). https://arxiv.org/abs/2309.10305

2. Paul E Black. 2004. Ratcliff/Obershelp pattern recognition. Dictionary of algorithms and data structures, Vol. 17 (2004).

3. Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877--1901.

4. Ruisheng Cao Lu Chen Zhi Chen Yanbin Zhao Su Zhu and Kai Yu. 2021. LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers). https://doi.org/10.18653/v1/2021.acl-long.198

5. GLM: General Language Model Pretraining with Autoregressive Blank Infilling

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