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This repository contains the code and data of the paper: "Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge Graphs", accepted at SIGDIAL 2024.

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Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge Graphs

Overview

This repository contains the dialogue corpus, source code, and evaluation output for the study "Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge Graphs" accepted at SIGDIAL 2024.

Contents

Notebook: The Jupyter notebook (cg-kg-llm-prediction.ipynb) contains the experimental procedures including model configuration, prompts, as well as the analysis procedures.

/dialogue_corpus - contains the annotated dialoque corpus (annotated_dialogue_corpus.xlsx) including separate JSON files for each conversation
/domain_datasets - contains the tabular datasets serving as knowledge base
/clsruns - contains raw generated output of grounding act classification experiments
/gkruns - contains raw generated output of grounded knowledge identification experiments
/evaluation - contains the evaulation output of the experiment analysis \

How to Use

Jupyter Notebook

  • Open the Jupyter notebook using a compatible environment or platform.
  • Follow the step-by-step instructions to reproduce the experiments.

About

This repository contains the code and data of the paper: "Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge Graphs", accepted at SIGDIAL 2024.

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