Exploiting Explicit Paths for Multi-hop Reading Comprehension

@inproceedings{Kundu2018ExploitingEP,
  title={Exploiting Explicit Paths for Multi-hop Reading Comprehension},
  author={Souvik Kundu and Tushar Khot and Ashish Sabharwal},
  booktitle={ACL},
  year={2018}
}
We focus on the task of multi-hop reading comprehension where a system is required to reason over a chain of multiple facts, distributed across multiple passages, to answer a question. Inspired by graph-based reasoning, we present a path-based reasoning approach for textual reading comprehension. It operates by generating potential paths across multiple passages, extracting implicit relations along this path, and composing them to encode each path. The proposed model achieves a 2.3% gain on the… CONTINUE READING
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References

Publications referenced by this paper.
SHOWING 1-10 OF 39 REFERENCES

Constructing Datasets for Multi-hop Reading Comprehension Across Documents

  • Transactions of the Association for Computational Linguistics
  • 2017
VIEW 8 EXCERPTS
HIGHLY INFLUENTIAL