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Knowledge Graphs

205 directly classified papers

Papers per year

Papers

scRAG: Hybrid Retrieval-Augmented Generation for LLM-based Cross-Tissue Single-Cell Annotation ACL 2025

Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction ACL 2025

Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025

Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications ACL 2025

ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025

Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025

VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025

Investigating Language Preference of Multilingual RAG Systems ACL 2025

KAPA: A Deliberative Agent Framework with Tree-Structured Knowledge Base for Multi-Domain User Intent Understanding ACL 2025

GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025

MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025

VP-MEL: Visual Prompts Guided Multimodal Entity Linking ACL 2025

Multilingual Verbalisation of Knowledge Graphs EMNLP 2025

Knowledge Base Construction for Knowledge-Augmented Text-to-SQL ACL 2025

Practical Solutions to Practical Problems in Developing Argument Mining Systems ACL 2025

AlexUNLP-FMT at ClimateCheck Shared Task: Hybrid Retrieval with Adaptive Similarity Graph-based Reranking for Climate-related Social Media Claims Fact Checking ACL 2025

LILaC: Late Interacting in Layered Component Graph for Open-domain Multimodal Multihop Retrieval EMNLP 2025

DiscoSG: Towards Discourse-Level Text Scene Graph Parsing through Iterative Graph Refinement EMNLP 2025

A Systematic Survey of Claim Verification: Corpora, Systems, and Case Studies EMNLP 2025

Dynamic Injection of Entity Knowledge into Dense Retrievers EMNLP 2025

KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025

Judge and Improve: Towards a Better Reasoning of Knowledge Graphs with Large Language Models EMNLP 2025

GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025

DyKnow: Dynamically Verifying Time-Sensitive Factual Knowledge in LLMs EMNLP 2024

LLMs as Collaborator: Demands-Guided Collaborative Retrieval-Augmented Generation for Commonsense Knowledge-Grounded Open-Domain Dialogue Systems EMNLP 2024