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 1991–2000 of 2974 papers

Title	Date	Tasks	Status
The Tensor Brain: Semantic Decoding for Perception and Memory	Jan 29, 2020	Knowledge Graphs	—Unverified
The Vadalog System: Datalog-based Reasoning for Knowledge Graphs	Jul 23, 2018	Knowledge Graphs	—Unverified
The WebCrow French Crossword Solver	Nov 27, 2023	Knowledge Graphs	—Unverified
Thinking, Fast and Slow: Combining Vector Spaces and Knowledge Graphs	Aug 10, 2017	Knowledge Graphs	—Unverified
Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data	Dec 14, 2024	HallucinationKnowledge Graphs	—Unverified
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice	May 19, 2025	AllHallucination	—Unverified
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering	Feb 24, 2023	Graph Question AnsweringKnowledge Graphs	—Unverified
Time-aware Relational Graph Attention Network for Temporal Knowledge Graph Embeddings	Sep 29, 2021	Entity AlignmentGraph Attention	—Unverified
TinyKG: Memory-Efficient Training Framework for Knowledge Graph Neural Recommender Systems	Dec 8, 2022	GPUKnowledge Graphs	—Unverified
TinySearch -- Semantics based Search Engine using Bert Embeddings	Aug 7, 2019	Knowledge 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