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Temporal Implicit Questions (TIQ)

Description

This code is for the TIQ benchmark proposed in our WWW'24 full paper "Faithful Temporal Question Answering over Heterogeneous Sources".

Please visit the following repo LINK to access the code for the FAITH method.

In this paper, we construct a new benchmark with focus on implicit temporal questions.

overview

This construction process operates as follows:

  • (i) sample a set of topic entities to start with;
  • (ii) retrieve temporal information snippets for each such topic entity from Wikipedia text, Wikipedia infoboxes, and Wikidata;
  • (iii) concatenate information snippets using a suitable temporal signal and construct an interrogative sentence, a pseudo-question;
  • (iv) rephrase the pseudo-question into a natural question using a generative model.

For more details see our paper: Faithful Temporal Question Answering over Heterogeneous Sources and visit our project website: https://qa.mpi-inf.mpg.de/tiq.

If you use this code, please cite:

@article{jia2024faithful,
  title={Faithful Temporal Question Answering over Heterogeneous Sources},
  author={Jia, Zhen and Christmann, Philipp and Weikum, Gerhard},
  journal={arXiv preprint arXiv:2402.15400},
  year={2024}
}

Environment setup

We recommend the installation via conda, and provide the corresponding environment file in environment.yml:

  git clone https://github.com/zhenjia2017/TIQ.git
  cd TIQ/
  conda env create --file environment.yml
  conda activate tiq
  pip install -e .

Alternatively, you can also install the requirements via pip, using the requirements.txt file.

Dependencies

TIQ makes use of CLOCQ for retrieving facts from WIKIDATA. CLOCQ can be conveniently integrated via the publicly available API, using the client from the repo.

Data

You need the following data. You can download from here:

  • wikipedia_wikidata_mappings.pickle
  • wikipedia_mappings.pickle
  • wikidata_mappings.pickle
  • types.pickle
  • labels.pickle
  • augmented_wikidata_mappings.pickle

Benchmark Construction Pipeline

To construct the benchmark requires following major steps.

1. Retrieve year pages

  bash scripts/pipeline.sh --year-page-retrieve <PATH_TO_CONFIG>

2. Construct pseudo-questions

  bash scripts/pipeline.sh --pseudoquestion-generate <PATH_TO_CONFIG>

3. Rephrase pseudo-questions

  bash scripts/pipeline.sh --question-rephrase <PATH_TO_CONFIG>