SOTAVerified

Multi-hop Question Answering

Papers

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Showing 101–125 of 202 papers

TitleStatusHype
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—0
SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine—0
Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering—0
Source2Synth: Synthetic Data Generation and Curation Grounded in Real Data Sources—0
STOC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering—0
Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability—0
Tree of Reviews: A Tree-based Dynamic Iterative Retrieval Framework for Multi-hop Question Answering—0
Understanding Dataset Design Choices for Multi-hop Reasoning—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
Zero-Shot Multi-Hop Question Answering via Monte-Carlo Tree Search with Large Language Models—0
A Graph-Retrieval-Augmented Generation Framework Enhances Decision-Making in the Circular Economy—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering—0
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism—0
A Simple Yet Strong Pipeline for HotpotQA—0
Ask to Understand: Question Generation for Multi-hop Question Answering—0
A STEP towards Interpretable Multi-Hop Reasoning:Bridge Phrase Identification and Query Expansion—0
Multi-hop Question Answering—0
A Training-free LLM Framework with Interaction between Contextually Related Subtasks in Solving Complex Tasks—0
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA—0
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks—0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering—0
BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering—0
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
Breadth First Reasoning Graph 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