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 2051–2100 of 2974 papers

TitleStatusHype
Generalizable Neuro-symbolic Systems for Commonsense Question Answering—0
Do KG-augmented Models Leverage Knowledge as Humans Do?—0
Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration—0
Interactive Contrastive Learning for Self-supervised Entity Alignment—0
Knowledge Graph Papers @ ICLR 2021—0
Roof-BERT: Divide Understanding Labour and Join in Work—0
Knowledge Based Template Machine Translation In Low-Resource Setting—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision—0
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning—0
Temporal Knowledge Graph Completion: A Survey—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information—0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion—0
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models—0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media—0
An Automatic Ontology Generation Framework with An Organizational Perspective—0
Towards a Reference Software Architecture for Human-AI Teaming in Smart Manufacturing—0
Multi-task Pre-training Language Model for Semantic Network CompletionCode0
NLP in Human Rights Research -- Extracting Knowledge Graphs About Police and Army Units and Their CommandersCode0
Stay Positive: Knowledge Graph Embedding Without Negative SamplingCode0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
Comparison of biomedical relationship extraction methods and models for knowledge graph creation—0
Informed Multi-context Entity AlignmentCode0
An Inference Approach To Question Answering Over Knowledge Graphs—0
Contrastive Object Detection Using Knowledge Graph Embeddings—0
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey—0
KGBoost: A Classification-based Knowledge Base Completion Method with Negative Sampling—0
Incomplete Knowledge Graph Alignment—0
Knowledge graph enhanced recommender system—0
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules—0
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion—0
ISEEQ: Information Seeking Question Generation using Dynamic Meta-Information Retrieval and Knowledge Graphs—0
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement—0
An original model for multi-target learning of logical rules for knowledge graph reasoningCode0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training—0
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems—0
Learning to Select the Next Reasonable Mention for Entity Linking—0
Survey on English Entity Linking on WikidataCode0
DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding—0
Narrative Cartography with Knowledge GraphsCode0
Easy Semantification of Bioassays—0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph—0
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation—0
Triple Classification for Scholarly Knowledge Graph Completion—0
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows—0
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs—0
Explaining GNN over Evolving Graphs using Information Flow—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