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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–460 of 2974 papers

Title	Date	Tasks	Status	Hype
CBench: Towards Better Evaluation of Question Answering Over Knowledge Graphs	Apr 5, 2021	BenchmarkingKnowledge Graphs	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained Transformers	Mar 30, 2021	Dialogue GenerationGoal-Oriented Dialogue Systems	CodeCode Available	1
Boosting the Speed of Entity Alignment 10*: Dual Attention Matching Network with Normalized Hard Sample Mining	Mar 29, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1
UNICORN on RAINBOW: A Universal Commonsense Reasoning Model on a New Multitask Benchmark	Mar 24, 2021	Common Sense ReasoningHellaSwag	CodeCode Available	1
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphs	Mar 18, 2021	BenchmarkingKnowledge Graphs	CodeCode Available	1
OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs	Mar 17, 2021	BIG-bench Machine LearningGraph Learning	CodeCode Available	1
Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological Concepts	Mar 15, 2021	Entity TypingKnowledge Graphs	CodeCode Available	1
Inductive Relation Prediction by BERT	Mar 12, 2021	Few-Shot LearningInductive Learning	CodeCode Available	1

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified