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 951–975 of 2974 papers

TitleStatusHype
Knowledge Graph Error Detection with Contrastive Confidence AdaptionCode1
Relation-Aware Question Answering for Heterogeneous Knowledge GraphsCode0
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge GraphsCode0
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender SystemsCode1
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion—0
Inductive Link Prediction in Knowledge Graphs using Path-based Neural NetworksCode0
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge BaseCode0
KGLens: Towards Efficient and Effective Knowledge Probing of Large Language Models with Knowledge Graphs—0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews—0
Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction—0
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory predictionCode1
NestE: Modeling Nested Relational Structures for Knowledge Graph ReasoningCode0
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue—0
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge GraphsCode0
Finding Paths for Explainable MOOC Recommendation: A Learner PerspectiveCode0
ConvD: Attention Enhanced Dynamic Convolutional Embeddings for Knowledge Graph Completion—0
Linguistic and Structural Basis of Engineering Design Knowledge—0
Vehicle Lane Change Prediction based on Knowledge Graph Embeddings and Bayesian Inference—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction PredictionCode0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs—0
Scalable Knowledge Graph Construction and Inference on Human Genome Variants—0
Exploring the Reversal Curse and Other Deductive Logical Reasoning in BERT and GPT-Based Large Language ModelsCode0
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking TechniqueCode0
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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