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Multi Passage MRC

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Xanh Ho edited this page Nov 12, 2019 · 47 revisions

Models - Multi-Passage Machine Reading Comprehension

Multi-passage datasets:

  • ComplexWebQuestions (CWebQ) - 2018
  • QAngaroo - 2018
    • WikiHop
    • MedHop
  • HotpotQA - 2018
  • RC-QED - 2019

List of models/papers

Year Title Model Datasets Focus/Misc Paper, Source Code
2018 Neural Models for Reasoning over Multiple Mentions using Coreference Coref-GRU paper
2018 Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks WikiHop + CWebQ paper
2019 Token-level Dynamic Self-Attention Network for Multi-Passage Reading Comprehension Dynamic Self-attention Network SearchQA, Quasar-T, WikiHop paper
2019 Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading Comprehension RE^3QA TriviaQA, SQuAD paper, code
2019 Cognitive Graph for Multi-Hop Reading Comprehension at Scale CogQA (BERT + graph neural network) HotpotQA paper, code
2019 Multi-hop reading comprehension across multiple documents by reasoning over heterogeneous graphs Heterogeneous Document Entity graph Qangaroo Wikihop paper
2019 Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension Explore-Propose-Assemble reader WikiHop, MedHop paper, code
2019 Multi-hop Reading Comprehension through Question Decomposition and Rescoring DECOMPRC HotpotQA paper, code
2019 Exploiting Explicit Paths for Multi-hop Reading Comprehension PathNet WikiHop paper, code
2019 Answering while Summarizing: Multi-task Learning for Multi-hop QA with Evidence Extraction Query Focused Extractor HotpotQA, FEVER paper
2019 Multi-Hop Paragraph Retrieval for Open-Domain Question Answering MUPPET HotpotQA, SquAD paper, code
2019 Revealing the Importance of Semantic Retrieval for Machine Reading at Scale HotpotQA, FEVER paper
2019 Dynamically Fused Graph Network for Multi-hop Reasoning Dynamically Fused Graph Network (DFGN) HotpotQA paper
2019 Answering Complex Open-domain Questions Through Iterative Query Generation GOLDEN (Gold Entity) Retriever HotpotQA paper
2019 Multi-hop Reading Comprehension via Deep Reinforcement Learning based Document Traversal paper
2019 Compositional Questions Do Not Necessitate Multi-hop Reasoning Evaluation paper
2019 Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents paper
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