SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

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Showing 1301–1350 of 2974 papers

TitleStatusHype
Improving Image Captioning by Leveraging Knowledge Graphs—0
KAAE: Numerical Reasoning for Knowledge Graphs via Knowledge-aware Attributes Learning—0
Hardware Acceleration for Knowledge Graph Processing: Challenges & Recent Developments—0
Deep Outdated Fact Detection in Knowledge Graphs—0
Confidence-aware Self-Semantic Distillation on Knowledge Graph Embedding—0
HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graph—0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training—0
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model—0
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs—0
JPEC: A Novel Graph Neural Network for Competitor Retrieval in Financial Knowledge Graphs—0
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain—0
Improving Neural Text Summarization using Knowledge Graphs—0
Improving Quality Assessment of Online Reviews UsingFormal Argumentation Theory and Knowledge Graphs—0
Improving Question Answering over Knowledge Graphs Using Graph Summarization—0
Just KIDDIN: Knowledge Infusion and Distillation for Detection of INdecent Memes—0
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network—0
Degree aware based adversarial graph convolutional networks for entity alignment in heterogeneous knowledge graph—0
Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction—0
Creating Knowledge Graphs Subsets using Shape Expressions—0
Improving Scene Graph Classification by Exploiting Knowledge from Texts—0
GUNDAM: Aligning Large Language Models with Graph Understanding—0
In-Context Learning with Topological Information for Knowledge Graph Completion—0
Augmenting Knowledge Graph Hierarchies Using Neural Transformers—0
Incorporating Connections Beyond Knowledge Embeddings: A Plug-and-Play Module to Enhance Commonsense Reasoning in Machine Reading Comprehension—0
DEMENTIA-PLAN: An Agent-Based Framework for Multi-Knowledge Graph Retrieval-Augmented Generation in Dementia Care—0
AutoWeird: Weird Translational Scoring Function Identified by Random Search—0
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations—0
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction—0
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation—0
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!—0
Guiding Generative Storytelling with Knowledge Graphs—0
Guided Generation of Cause and Effect—0
In-depth analysis of music structure as a text network—0
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs—0
GSim: A Graph Neural Network based Relevance Measure for Heterogeneous Graphs—0
G-SAP: Graph-based Structure-Aware Prompt Learning over Heterogeneous Knowledge for Commonsense Reasoning—0
Cracking the Contextual Commonsense Code: Understanding Commonsense Reasoning Aptitude of Deep Contextual Representations—0
Joint Semantic and Structural Representation Learning for Enhancing User Preference Modelling—0
Growing and Serving Large Open-domain Knowledge Graphs—0
KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning—0
Grounding LLM Reasoning with Knowledge Graphs—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers—0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
Inferring Substitutable and Complementary Products with Knowledge-Aware Path Reasoning based on Dynamic Policy Network—0
INFINITY: A Simple Yet Effective Unsupervised Framework for Graph-Text Mutual Conversion—0
Influence of Backdoor Paths on Causal Link Prediction—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified