Multi-Hop Reading Comprehension

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (19 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Multi-hop Reading Comprehension through Question Decomposition and Rescoring
  7 Jun 2019 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Multi-hop Reading Comprehension (RC) requires reasoning and aggregation across several paragraphs.
• Cognitive Graph for Multi-Hop Reading Comprehension at Scale
  14 May 2019 2 repositories listed Syntology ran 5 of 9 samples · 4 unverified
  We propose a new CogQA framework for multi-hop question answering in web-scale documents.
• How Well Do Multi-hop Reading Comprehension Models Understand Date Information?
  11 Oct 2022 1 repository listed
  Other results reveal that our probing questions can help to improve the performance of the models (e.
• Summarize-then-Answer: Generating Concise Explanations for Multi-hop Reading Comprehension
  14 Sep 2021 1 repository listed Syntology ran 1 of 4 samples · 3 unverified · 4 pointer-only (licence)
  Instead, we advocate for an abstractive approach, where we propose to generate a question-focused, abstractive summary of input paragraphs and then feed it to an RC system.
• Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents
  1 Nov 2019 1 repository listed Syntology ran 0 of 15 samples · 15 unverified
  Interpretable multi-hop reading comprehension (RC) over multiple documents is a challenging problem because it demands reasoning over multiple information sources and explaining the answer prediction by providing…
• Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension
  12 Jun 2019 1 repository listed Syntology ran 0 of 5 samples · 5 unverified
  Multi-hop reading comprehension requires the model to explore and connect relevant information from multiple sentences/documents in order to answer the question about the context.
• Compositional Questions Do Not Necessitate Multi-hop Reasoning
  7 Jun 2019 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Multi-hop reading comprehension (RC) questions are challenging because they require reading and reasoning over multiple paragraphs.
• Multi-hop Reading Comprehension via Deep Reinforcement Learning based Document Traversal
  23 May 2019 1 repository listed
  To address MH-QA specifically, we propose a Deep Reinforcement Learning based method capable of learning sequential reasoning across large collections of documents so as to pass a query-aware, fixed-size context subset…
• Exploiting Explicit Paths for Multi-hop Reading Comprehension
  2 Nov 2018 1 repository listed
  To capture additional context, PathNet also composes the passage representations along each path to compute a passage-based representation.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.