📖 FlexKBQA

This repository is the official implementation of FlexKBQA.

FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering

🛠️ Framework

🎮 Usage

Automatic Program Sampling

cd flexkbqa/automatic_program_sampling
python step_wise_grounding.py
python post_process_grounding_1.py
python post_process_grounding_2.py
python parse_sparql.py / python parse_sparql_grail.py

Low-Resource Program Translation

cd run_scripts
sh run.sh/ sh run_turbo.sh

Execution-Guided Self-Training

cd flexkbqa/execution-guided self-training

Inherent Reasoning

cd flexkbqa/inherent reasoning

Under Construction...

🖌️ Citation

If you find our repo useful, please kindly consider citing:

@misc{li2023flexkbqa,
      title={FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering}, 
      author={Zhenyu Li and Sunqi Fan and Yu Gu and Xiuxing Li and Zhichao Duan and Bowen Dong and Ning Liu and Jianyong Wang},
      year={2023},
      eprint={2308.12060},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}