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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 926–950 of 2974 papers

TitleStatusHype
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
Towards Efficient Methods in Medical Question Answering using Knowledge Graph EmbeddingsCode0
A Strategy for Implementing description Temporal Dynamic Algorithms in Dynamic Knowledge Graphs by SPIN—0
Graph Language ModelsCode2
Edge-Enabled Anomaly Detection and Information Completion for Social Network Knowledge Graphs—0
Domain Adaptation for Large-Vocabulary Object Detectors—0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion—0
A Universal Knowledge Model and Cognitive Architecture for Prototyping AGI—0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems—0
Text Classification Based on Knowledge Graphs and Improved Attention Mechanism—0
A Joint-Reasoning based Disease Q&A System—0
Evaluating Large Language Models in Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode0
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge GraphsCode1
FusionMind -- Improving question and answering with external context fusion—0
DiffKG: Knowledge Graph Diffusion Model for RecommendationCode1
Conversational Question Answering with Reformulations over Knowledge Graph—0
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs ResponsesCode1
RDF-star2Vec: RDF-star Graph Embeddings for Data MiningCode0
TEILP: Time Prediction over Knowledge Graphs via Logical ReasoningCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs—0
Anchoring Path for Inductive Relation Prediction in Knowledge GraphsCode0
HGE: Embedding Temporal Knowledge Graphs in a Product Space of Heterogeneous Geometric SubspacesCode1
Zero-Shot Fact-Checking with Semantic Triples and Knowledge Graphs—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