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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 125 of 136 papers

TitleStatusHype
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsCode2
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented GenerationCode2
SPINACH: SPARQL-Based Information Navigation for Challenging Real-World QuestionsCode2
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question AnsweringCode1
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language ModelsCode1
Knowledge Base Question Answering by Case-based Reasoning over SubgraphsCode1
Few-shot In-context Learning for Knowledge Base Question AnsweringCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Can ChatGPT Replace Traditional KBQA Models? An In-depth Analysis of the Question Answering Performance of the GPT LLM FamilyCode1
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement LearningCode1
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision SignalsCode1
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree SearchCode1
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge BasesCode1
A Sequential Flow Control Framework for Multi-hop Knowledge Base Question AnsweringCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesCode1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World EnvironmentsCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
Benchmarking Geospatial Question Answering Engines using the Dataset GeoQuestions1089Code1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain ReasoningCode1
Complex Knowledge Base Question Answering: A SurveyCode1
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