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Knowledge Base Question Answering

Knowledge Base Q&A is the task of answering questions from a knowledge base.

( Image credit: Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering )

Papers

Showing 150 of 136 papers

TitleStatusHype
SPINACH: SPARQL-Based Information Navigation for Challenging Real-World QuestionsCode2
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented GenerationCode2
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsCode2
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World EnvironmentsCode1
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement LearningCode1
Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learningCode1
Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question AnsweringCode1
Neural Machine Translation for Query Construction and CompositionCode1
SeMantic AnsweR Type prediction task (SMART) at ISWC 2020 Semantic Web ChallengeCode1
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question AnsweringCode1
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question AnsweringCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
Benchmarking Geospatial Question Answering Engines using the Dataset GeoQuestions1089Code1
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsCode1
A Sequential Flow Control Framework for Multi-hop Knowledge Base Question AnsweringCode1
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree SearchCode1
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question AnsweringCode1
Question Decomposition Tree for Answering Complex Questions over Knowledge BasesCode1
RuBQ: A Russian Dataset for Question Answering over WikidataCode1
SPARQL as a Foreign LanguageCode1
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question AnsweringCode1
Few-shot In-context Learning for Knowledge Base Question AnsweringCode1
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge BasesCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge GraphsCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision SignalsCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Complex Knowledge Base Question Answering: A SurveyCode1
Knowledge Base Question Answering by Case-based Reasoning over SubgraphsCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
Case-based Reasoning for Natural Language Queries over Knowledge Bases0
Calculating Question Similarity is Enough: A New Method for KBQA Tasks0
A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering0
ARCNN: A Semantic Enhanced Relation Detection Model for Knowledge Base Question Answering0
A Method of Query Graph Reranking for Knowledge Base Question Answering0
A Learn-Then-Reason Model Towards Generalization in Knowledge Base Question Answering0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering0
FC-KBQA: A Fine-to-Coarse Composition Framework for Knowledge Base Question Answering0
Better Query Graph Selection for Knowledge Base Question Answering0
A Pretraining Numerical Reasoning Model for Ordinal Constrained Question Answering on Knowledge Base0
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata0
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