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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
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree SearchCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Paths-over-Graph: Knowledge Graph Empowered Large Language Model ReasoningCode1
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsCode1
Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question AnsweringCode1
Benchmarking Geospatial Question Answering Engines using the Dataset GeoQuestions1089Code1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question AnsweringCode1
Question Decomposition Tree for Answering Complex Questions over Knowledge BasesCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
Few-shot In-context Learning for Knowledge Base Question AnsweringCode1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World EnvironmentsCode1
A Sequential Flow Control Framework for Multi-hop Knowledge Base Question AnsweringCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question AnsweringCode1
Knowledge Base Question Answering by Case-based Reasoning over SubgraphsCode1
Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge GraphsCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
Complex Knowledge Base Question Answering: A SurveyCode1
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question AnsweringCode1
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision SignalsCode1
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question AnsweringCode1
SeMantic AnsweR Type prediction task (SMART) at ISWC 2020 Semantic Web ChallengeCode1
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge BasesCode1
Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learningCode1
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement LearningCode1
RuBQ: A Russian Dataset for Question Answering over WikidataCode1
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesCode1
Neural Machine Translation for Query Construction and CompositionCode1
SPARQL as a Foreign LanguageCode1
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering0
Private LoRA Fine-tuning of Open-Source LLMs with Homomorphic Encryption0
MCTS-KBQA: Monte Carlo Tree Search for Knowledge Base Question Answering0
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form GenerationCode0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data0
SAKA: An Intelligent Platform for Semi-automated Knowledge Graph Construction and Application0
Semantic Parsing with Candidate Expressions for Knowledge Base Question AnsweringCode0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
SPARKLE: Enhancing SPARQL Generation with Direct KG Integration in DecodingCode0
A Learn-Then-Reason Model Towards Generalization in Knowledge Base Question Answering0
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