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 2051–2060 of 2974 papers

Title	Date	Tasks	Status
Translating Terminological Expressions in Knowledge Bases with Neural Machine Translation	Sep 7, 2017	Domain AdaptationKnowledge Graphs	—Unverified
Translating Universal Scene Descriptions into Knowledge Graphs for Robotic Environment	Oct 25, 2023	Knowledge Graphs	—Unverified
TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models	Mar 17, 2024	Knowledge GraphsKnowledge Probing	—Unverified
TRIFFID: Autonomous Robotic Aid For Increasing First Responders Efficiency	Feb 13, 2025	Autonomous NavigationDisaster Response	—Unverified
Triggering Multi-Hop Reasoning for Question Answering in Language Models using Soft Prompts and Random Walks	Jun 6, 2023	Knowledge GraphsQuestion Answering	—Unverified
Triple2Vec: Learning Triple Embeddings from Knowledge Graphs	May 28, 2019	ClusteringGraph Embedding	—Unverified
Triple Classification for Scholarly Knowledge Graph Completion	Nov 23, 2021	ClassificationKnowledge Graph Completion	—Unverified
Triplètoile: Extraction of Knowledge from Microblogging Text	Aug 27, 2024	Dependency ParsingKnowledge Graphs	—Unverified
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking	May 11, 2025	Fact CheckingFew-Shot Learning	—Unverified
Trust, Accountability, and Autonomy in Knowledge Graph-based AI for Self-determination	Oct 30, 2023	Decision MakingKnowledge 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