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 1021–1030 of 2974 papers

Title	Date	Tasks	Status
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text	Oct 31, 2023	Information RetrievalKnowledge Graphs	—Unverified
Ontologies for Models and Algorithms in Applied Mathematics and Related Disciplines	Oct 31, 2023	Knowledge Graphs	—Unverified
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination	Oct 30, 2023	Decision MakingKnowledge Graphs	—Unverified
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts	Oct 28, 2023	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph	Oct 25, 2023	Explainable RecommendationKnowledge Graph Embeddings	—Unverified
Graph Agent: Explicit Reasoning Agent for Graphs	Oct 25, 2023	Graph EmbeddingKnowledge Graphs	—Unverified
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment	Oct 25, 2023	Knowledge Graphs	—Unverified
Enhancing Biomedical Lay Summarisation with External Knowledge Graphs	Oct 24, 2023	DecoderKnowledge Graphs	CodeCode Available
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph Representation	Oct 24, 2023	Knowledge GraphsQuantization	CodeCode Available
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls	Oct 24, 2023	Drug DiscoveryKnowledge Graphs	—Unverified

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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