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

Showing 27012750 of 2974 papers

TitleStatusHype
KGAT: Knowledge Graph Attention Network for RecommendationCode1
PaperRobot: Incremental Draft Generation of Scientific IdeasCode0
ERNIE: Enhanced Language Representation with Informative EntitiesCode0
TuckER: Tensor Factorization for Knowledge Graph CompletionCode0
Learning to Exploit Long-term Relational Dependencies in Knowledge GraphsCode0
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender SystemsCode0
Cyber-All-Intel: An AI for Security related Threat Intelligence0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
Pretrained Transformers for Simple Question Answering0
Aligning Open IE Relations and KB Relations using a Siamese Network Based on Word Embedding0
ASER: A Large-scale Eventuality Knowledge GraphCode1
Neural Variational Inference For Embedding Knowledge Graphs0
Graph Transformer0
On the Use of ArXiv as a DatasetCode0
Soft Marginal TransE for Scholarly Knowledge Graph Completion0
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 Completion0
Text Generation from Knowledge Graphs with Graph TransformersCode1
Modeling Drug-Disease Relations with Linguistic and Knowledge Graph Constraints0
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Equivariant Entity-Relationship NetworksCode0
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering0
Matching Entities Across Different Knowledge Graphs with Graph EmbeddingsCode0
What relations are reliably embeddable in Euclidean space?0
MMKG: Multi-Modal Knowledge GraphsCode1
Interaction Embeddings for Prediction and Explanation in Knowledge Graphs0
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 experimentation0
EL Embeddings: Geometric construction of models for the Description Logic EL ++Code0
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceCode1
Learning When Not to Answer: A Ternary Reward Structure for Reinforcement Learning based Question Answering0
Augmenting Neural Machine Translation with Knowledge GraphsCode0
Predicting ConceptNet Path Quality Using Crowdsourced Assessments of NaturalnessCode0
Variational Quantum Circuit Model for Knowledge Graphs Embedding0
Knowledge Graph Fact Prediction via Knowledge-Enriched Tensor FactorizationCode0
Binarized Knowledge Graph EmbeddingsCode0
A Relational Tucker Decomposition for Multi-Relational Link Prediction0
Discovering Implicational Knowledge in Wikidata0
Open Research Knowledge Graph: Next Generation Infrastructure for Semantic Scholarly Knowledge0
TuckER: Tensor Factorization for Knowledge Graph CompletionCode1
Improving Image Captioning by Leveraging Knowledge Graphs0
Multi-Task Feature Learning for Knowledge Graph Enhanced RecommendationCode0
A tensorized logic programming language for large-scale data0
Learning Vertex Representations for Bipartite NetworksCode0
Advancing the State of the Art in Open Domain Dialog Systems through the Alexa Prize0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified