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Multi-hop Question Answering

Papers

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Showing 101–150 of 202 papers

TitleStatusHype
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
Read and Think: An Efficient Step-wise Multimodal Language Model for Document Understanding and Reasoning—0
Chain-of-Retrieval Augmented Generation—0
Coarse-grained decomposition and fine-grained interaction for multi-hop question answering—0
Constraint-based Multi-hop Question Answering with Knowledge Graph—0
CO-Search: COVID-19 Information Retrieval with Semantic Search, Question Answering, and Abstractive Summarization—0
Answering Any-hop Open-domain Questions with Iterative Document Reranking—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval—0
Does Entity Abstraction Help Generative Transformers Reason?—0
Do Multi-Hop Question Answering Systems Know How to Answer the Single-Hop Sub-Questions?—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models—0
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering—0
Iterative Hierarchical Attention for Answering Complex Questions over Long Documents—0
EvolveSearch: An Iterative Self-Evolving Search Agent—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Few-shot Multi-hop Question Answering over Knowledge Base—0
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network—0
From Easy to Hard: Two-stage Selector and Reader for Multi-hop Question Answering—0
FSM: A Finite State Machine Based Zero-Shot Prompting Paradigm for Multi-Hop Question Answering—0
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models—0
GeAR: Graph-enhanced Agent for Retrieval-augmented Generation—0
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning—0
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering—0
Generating Followup Questions for Interpretable Multi-hop Question Answering—0
Generative Context Pair Selection for Multi-hop Question Answering—0
GenSco: Can Question Decomposition based Passage Alignment improve Question Answering?—0
Graph Attention with Hierarchies for Multi-hop Question Answering—0
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models—0
GRS-QA -- Graph Reasoning-Structured Question Answering Dataset—0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge—0
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision—0
Hybrid Graphs for Table-and-Text based Question Answering using LLMs—0
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks—0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
Interpretable AMR-Based Question Decomposition for Multi-hop Question Answering—0
Is Graph Structure Necessary for Multi-hop Question Answering?—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models—0
Prompt-based Conservation Learning for Multi-hop Question Answering—0
Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process—0
Question-Aware Memory Network for Multi-hop Question Answering in Human-Robot Interaction—0
Question Calibration and Multi-Hop Modeling for Temporal Question Answering—0
Quick and (not so) Dirty: Unsupervised Selection of Justification Sentences for Multi-hop Question Answering—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