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 1226–1250 of 2974 papers

TitleStatusHype
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering—0
InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration—0
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce—0
Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks—0
Hierarchical Pretraining for Biomedical Term Embeddings—0
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion—0
Cryptanalysis of the SIMON Cypher Using Neo4j—0
Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities—0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision—0
Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs—0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
Cross-Document Contextual Coreference Resolution in Knowledge Graphs—0
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic—0
Information for Conversation Generation: Proposals Utilising Knowledge Graphs—0
TINKER: A framework for Open source Cyberthreat Intelligence—0
Infusing Knowledge into Large Language Models with Contextual Prompts—0
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion—0
Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs—0
Intention Knowledge Graph Construction for User Intention Relation Modeling—0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
How Good is ChatGPT in Giving Adaptive Guidance Using Knowledge Graphs in E-Learning Environments?—0
Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance—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