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Multi-hop Question Answering

Papers

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Showing 151–200 of 202 papers

TitleStatusHype
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Constraint-based Multi-hop Question Answering with Knowledge Graph—0
Explicit Graph Reasoning Fusing Knowledge and Contextual Information for Multi-hop Question AnsweringCode0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering—0
A STEP towards Interpretable Multi-Hop Reasoning:Bridge Phrase Identification and Query Expansion—0
From Easy to Hard: Two-stage Selector and Reader for Multi-hop Question Answering—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Multi-hop Question Answering—0
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
Ask to Understand: Question Generation for Multi-hop Question Answering—0
Semantic Sentence Composition Reasoning for Multi-Hop Question Answering—0
Does Entity Abstraction Help Generative Transformers Reason?—0
Reasoning Chain Based Adversarial Attack for Multi-hop Question Answering—0
Few-shot Multi-hop Question Answering over Knowledge Base—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Hybrid Autoregressive Inference for Scalable Multi-hop Explanation RegenerationCode0
Robustifying Multi-hop QA through Pseudo-Evidentiality Training—0
Combining Lexical and Dense Retrieval for Computationally Efficient Multi-hop Question AnsweringCode0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
Iterative Hierarchical Attention for Answering Complex Questions over Long Documents—0
Breadth First Reasoning Graph for Multi-hop Question Answering—0
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-hop Inference—0
Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interaction—0
Generative Context Pair Selection for Multi-hop Question Answering—0
Memory Augmented Sequential Paragraph Retrieval for Multi-hop Question Answering—0
Coarse-grained decomposition and fine-grained interaction for multi-hop question answering—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Answering Any-hop Open-domain Questions with Iterative Document Reranking—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Is Multihop QA in DiRe Condition? Measuring and Reducing Disconnected ReasoningCode0
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network—0
A Simple Yet Strong Pipeline for HotpotQA—0
Is Graph Structure Necessary for Multi-hop Question Answering?—0
Learning to Recover Reasoning Chains for Multi-Hop Question Answering via Cooperative Games—0
Reinforced Multi-task Approach for Multi-hop Question Generation—0
Generating Followup Questions for Interpretable Multi-hop Question Answering—0
Do Multi-Hop Question Answering Systems Know How to Answer the Single-Hop Sub-Questions?—0
Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering—0
Hierarchical Graph Network for Multi-hop Question AnsweringCode0
Learning from Explanations with Neural Execution TreeCode0
QASC: A Dataset for Question Answering via Sentence CompositionCode0
Multi-hop Question Answering via Reasoning ChainsCode0
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks—0
What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question AnsweringCode0
Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering—0
Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering—0
Cognitive Graph for Multi-Hop Reading Comprehension at ScaleCode0
Understanding Dataset Design Choices for Multi-hop Reasoning—0
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All datasetsConcurrentQAMuSiQue-Ans

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi-hop Dense Passage Retriever (MDR)Answer F156.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam RetrievalAn69.2—Unverified