SOTAVerified

Multi-hop Question Answering

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 202 papers

TitleStatusHype
QuOTE: Question-Oriented Text Embeddings—0
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning—0
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA—0
Reasoning Chain Based Adversarial Attack for Multi-hop Question Answering—0
Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning—0
Reinforced Multi-task Approach for Multi-hop Question Generation—0
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach—0
Review-Then-Refine: A Dynamic Framework for Multi-Hop Question Answering with Temporal Adaptability—0
Robustifying Multi-hop QA through Pseudo-Evidentiality Training—0
SEAM: A Stochastic Benchmark for Multi-Document Tasks—0
Semantic Sentence Composition Reasoning for Multi-Hop Question Answering—0
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
In-Context Principle Learning from MistakesCode0
Hybrid Autoregressive Inference for Scalable Multi-hop Explanation RegenerationCode0
Repurposing Entailment for Multi-Hop Question Answering TasksCode0
Hierarchical Graph Network for Multi-hop Question AnsweringCode0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
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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