SOTAVerified

Multi-hop Question Answering

Papers

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Showing 101–150 of 202 papers

TitleStatusHype
Leveraging Structured Information for Explainable Multi-hop Question Answering and ReasoningCode0
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval—0
Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop ReasoningCode1
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models—0
SCREWS: A Modular Framework for Reasoning with RevisionsCode1
Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models—0
HopPG: Self-Iterative Program Generation for Multi-Hop Question Answering over Heterogeneous Knowledge—0
End-to-End Beam Retrieval for Multi-Hop Question AnsweringCode1
Performance Prediction for Multi-hop Questions—0
KITLM: Domain-Specific Knowledge InTegration into Language Models for Question AnsweringCode1
Single Sequence Prediction over Reasoning Graphs for Multi-hop QACode0
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop QuestionsCode1
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation SynergyCode0
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering—0
HOP, UNION, GENERATE: Explainable Multi-hop Reasoning without Rationale Supervision—0
Can Language Models Solve Graph Problems in Natural Language?Code1
Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive TasksCode1
Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtCode1
Natural Language Reasoning, A SurveyCode1
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question AnsweringCode1
Faithful Chain-of-Thought ReasoningCode0
Graph Attention with Hierarchies for Multi-hop Question Answering—0
Rethinking Label Smoothing on Multi-hop Question AnsweringCode0
Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-GenerationCode1
UniKGQA: Unified Retrieval and Reasoning for Solving Multi-hop Question Answering Over Knowledge GraphCode1
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
Prompt-based Conservation Learning for Multi-hop Question Answering—0
Exploiting Hybrid Semantics of Relation Paths for Multi-hop Question Answering Over Knowledge Graphs—0
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question AnsweringCode1
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
VIMQA: A Vietnamese Dataset for Advanced Reasoning and Explainable Multi-hop Question AnsweringCode1
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
Reasoning over Public and Private Data in Retrieval-Based SystemsCode1
Semantic Sentence Composition Reasoning for Multi-Hop Question Answering—0
QA4QG: Using Question Answering to Constrain Multi-Hop Question GenerationCode1
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
Teaching Humans When To Defer to a Classifier via ExemplarsCode1
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
MuSiQue: Multihop Questions via Single-hop Question CompositionCode1
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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