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 1076–1100 of 2974 papers

TitleStatusHype
Discovering Implicational Knowledge in Wikidata—0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment—0
BERT-MK: Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize—0
BERT-based knowledge extraction method of unstructured domain text—0
Discover Important Paths in the Knowledge Graph Based on Dynamic Relation Confidence—0
A Neural Turing~Machine for Conditional Transition Graph Modeling—0
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment—0
Hierarchical Pretraining for Biomedical Term Embeddings—0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records—0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
Advances in Machine Learning Research Using Knowledge Graphs—0
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design—0
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis—0
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks—0
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion—0
A Neural Question Answering Model Based on Semi-Structured Tables—0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models—0
A Neural Architecture for Person Ontology population—0
Harnessing the Web and Knowledge Graphs for Automated Impact Investing Scoring—0
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks—0
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs—0
Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation—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