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Multi-hop Question Answering

Papers

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Showing 151–200 of 202 papers

TitleStatusHype
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
Large Language Models as a Tool for Mining Object Knowledge—0
Learning to Recover Reasoning Chains for Multi-Hop Question Answering via Cooperative Games—0
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Memento: Note-Taking for Your Future Self—0
Memory Augmented Sequential Paragraph Retrieval for Multi-hop Question Answering—0
Memory-Aware and Uncertainty-Guided Retrieval for Multi-Hop Question Answering—0
Mental Health Equity in LLMs: Leveraging Multi-Hop Question Answering to Detect Amplified and Silenced Perspectives—0
Meta-prompting Optimized Retrieval-augmented Generation—0
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language—0
Cofca: A Step-Wise Counterfactual Multi-hop QA benchmark—0
Multi-hop Question Answering over Knowledge Graphs using Large Language Models—0
Multi-hop Question Answering under Temporal Knowledge Editing—0
Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models—0
Multimodal Multihop Source Retrieval for Web Question Answering—0
Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering—0
Optimizing Multi-Hop Document Retrieval Through Intermediate Representations—0
Diff-Explainer: Differentiable Convex Optimization for Explainable Multi-hop Inference—0
Performance Prediction for Multi-hop Questions—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
QuOTE: Question-Oriented Text Embeddings—0
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning—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