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Graph Question Answering

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이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.

Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering

Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering

CoLoTa: A Dataset for Entity-based Commonsense Reasoning over Long-Tail Knowledge

Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving

Q-NL Verifier: Leveraging Synthetic Data for Robust Knowledge Graph Question Answering

EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering

Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering

Visual Graph Question Answering with ASP and LLMs for Language Parsing

RoToR: Towards More Reliable Responses for Order-Invariant Inputs

Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering

Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service

GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better

A Method for Multi-Hop Question Answering on Persian Knowledge Graph

KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning

Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and Tasks

LLM-based Discriminative Reasoning for Knowledge Graph Question Answering

KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning

Enhancing SPARQL Generation by Triplet-order-sensitive Pre-training

Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question Answering

CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering

Konstruktor: A Strong Baseline for Simple Knowledge Graph Question Answering

Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models

Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation

MST5 -- Multilingual Question Answering over Knowledge Graphs

Dynamic Few-Shot Learning for Knowledge Graph Question Answering

BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical Science

Temporal Knowledge Graph Question Answering: A Survey

TAGLAS: An atlas of text-attributed graph datasets in the era of large graph and language models

LinkQ: An LLM-Assisted Visual Interface for Knowledge Graph Question-Answering

UniOQA: A Unified Framework for Knowledge Graph Question Answering with Large Language Models

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering

KG-RAG: Bridging the Gap Between Knowledge and Creativity

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.