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 2726–2750 of 2974 papers

TitleStatusHype
On the Use of ArXiv as a DatasetCode0
Soft Marginal TransE for Scholarly Knowledge Graph Completion—0
Quaternion Knowledge Graph EmbeddingsCode0
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from FactsCode0
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge GraphsCode0
Graph Pattern Entity Ranking Model for Knowledge Graph Completion—0
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints—0
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation—0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning—0
Equivariant Entity-Relationship NetworksCode0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
Matching Entities Across Different Knowledge Graphs with Graph EmbeddingsCode0
What relations are reliably embeddable in Euclidean space?—0
Interaction Embeddings for Prediction and Explanation in Knowledge Graphs—0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
A cooperative game for automated learning of elasto-plasticity knowledge graphs and models with AI-guided experimentation—0
EL Embeddings: Geometric construction of models for the Description Logic EL ++Code0
Learning When Not to Answer: A Ternary Reward Structure for Reinforcement Learning based Question Answering—0
Augmenting Neural Machine Translation with Knowledge GraphsCode0
Predicting ConceptNet Path Quality Using Crowdsourced Assessments of NaturalnessCode0
Variational Quantum Circuit Model for Knowledge Graphs Embedding—0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor FactorizationCode0
Binarized Knowledge Graph EmbeddingsCode0
Discovering Implicational Knowledge in Wikidata—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