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Large Language Model as Different Knowledge Source Planner (SAFARI) [EMNLP 2023 Findings]

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SAFARI

A framework for LLM-based dialogue system to call different source of external knowledge, considering multiple conplext situcations in practice:

  1. Do not require any knowledge;
  2. Require one specific source of knowledge;
  3. Require multiple sources of knowledges, and they are not independent.

Method

image

Related Issues

ssbuild/chatglm_finetuning#146

ssbuild/chatglm_finetuning#214

Citations

@misc{wang2023large,
      title={Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue}, 
      author={Hongru Wang and Minda Hu and Yang Deng and Rui Wang and Fei Mi and Weichao Wang and Yasheng Wang and Wai-Chung Kwan and Irwin King and Kam-Fai Wong},
      year={2023},
      eprint={2310.08840},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

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Large Language Model as Different Knowledge Source Planner (SAFARI) [EMNLP 2023 Findings]

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