SOTAVerified

Multi-hop Question Answering

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 202 papers

TitleStatusHype
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language ModelsCode7
Retrieval-Augmented Generation with Hierarchical KnowledgeCode4
Meta-Chunking: Learning Text Segmentation and Semantic Completion via Logical PerceptionCode3
Husky: A Unified, Open-Source Language Agent for Multi-Step ReasoningCode3
MASKSEARCH: A Universal Pre-Training Framework to Enhance Agentic Search CapabilityCode2
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsCode2
EfficientRAG: Efficient Retriever for Multi-Hop Question AnsweringCode2
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model ReasoningCode2
LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented SearchersCode2
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent CollaborationCode1
QA4QG: Using Question Answering to Constrain Multi-Hop Question GenerationCode1
MuSiQue: Multihop Questions via Single-hop Question CompositionCode1
[Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Retrieval-enhanced Knowledge Editing in Language Models for Multi-Hop Question AnsweringCode1
QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question AnsweringCode1
SCREWS: A Modular Framework for Reasoning with RevisionsCode1
LongAgent: Scaling Language Models to 128k Context through Multi-Agent CollaborationCode1
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question AnsweringCode1
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language ModelsCode1
KnowTrace: Bootstrapping Iterative Retrieval-Augmented Generation with Structured Knowledge TracingCode1
Less is More: Data-Efficient Complex Question Answering over Knowledge BasesCode1
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question AnsweringCode1
Multi-Step Reasoning Over Unstructured Text with Beam Dense RetrievalCode1
Can Language Models Solve Graph Problems in Natural Language?Code1
Natural Language Reasoning, A SurveyCode1
PokeMQA: Programmable knowledge editing for Multi-hop Question AnsweringCode1
Reasoning over Public and Private Data in Retrieval-Based SystemsCode1
Re-ReST: Reflection-Reinforced Self-Training for Language AgentsCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual DataCode1
Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QACode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
Grounded Multi-Hop VideoQA in Long-Form Egocentric VideosCode1
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringCode1
DeepEdit: Knowledge Editing as Decoding with ConstraintsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
CompAct: Compressing Retrieved Documents Actively for Question AnsweringCode1
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question AnsweringCode1
End-to-End Beam Retrieval for Multi-Hop Question AnsweringCode1
KITLM: Domain-Specific Knowledge InTegration into Language Models for Question AnsweringCode1
Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-GenerationCode1
Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as AgentsCode1
HopWeaver: Synthesizing Authentic Multi-Hop Questions Across Text CorporaCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question AnsweringCode1
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop QuestionsCode1
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Search-in-the-Chain: Interactively Enhancing Large Language Models with Search for Knowledge-intensive TasksCode1
Show:102550
← PrevPage 1 of 5Next →
All datasetsConcurrentQAMuSiQue-Ans

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Multi-hop Dense Passage Retriever (MDR)Answer F156.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Beam RetrievalAn69.2—Unverified