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 1401–1425 of 2974 papers

TitleStatusHype
Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy—0
Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study—0
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models—0
iTelos -- Purpose Driven Knowledge Graph Generation—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning—0
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment—0
IterefinE: Iterative KG Refinement Embeddings using Symbolic Knowledge—0
GreaseLM: Graph REASoning Enhanced Language Models—0
It's the Same Old Story! Enriching Event-Centric Knowledge Graphs by Narrative Aspects—0
iWarded: A System for Benchmarking Datalog+/- Reasoning (technical report)—0
JAKET: Joint Pre-training of Knowledge Graph and Language Understanding—0
JEL: Applying End-to-End Neural Entity Linking in JPMorgan Chase—0
Joint Detection and Coreference Resolution of Entities and Events with Document-level Context Aggregation—0
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment—0
GREASE: A Generative Model for Relevance Search over Knowledge Graphs—0
GRAPHYP: A Scientific Knowledge Graph with Manifold Subnetworks of Communities. Detection of Scholarly Disputes in Adversarial Information Routes—0
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models—0
Discovering Technology Gaps using the IntSight Knowledge Navigator—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
Jointly Embedding Knowledge Graphs and Logical Rules—0
COTET: Cross-view Optimal Transport for Knowledge Graph Entity Typing—0
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network—0
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded Dialogue—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