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LLMs4OM: Matching Ontologies with Large Language Models
Published on Jun 17, 202436 Views
Ontology Matching (OM), is a critical task in knowledge integration, where aligning heterogeneous ontologies facilitates data interoperability and knowledge sharing. Traditional OM systems often rely
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Chapter list
LLMs4OM: Matching Ontologies with Large Language Models00:00
Ontology Matching00:17
How to model OM using LLMs? - 101:35
How to model OM using LLMs? - 202:33
Retrieval Augmented Generation Framework02:54
LLMs4OM Framework03:24
LLMs4OM: Concept Representation Module04:24
LLMs4OM: Retriever Model & LLM Modules - 105:19
LLMs4OM: Retriever Model & LLM Modules - 205:24
LLMs4OM: LLM Prompt Templates06:00
LLMs4OM: LLM Prompt Templates - Negative Example - 106:22
LLMs4OM: LLM Prompt Templates - Negative Example - 206:42
LLMs4OM: LLM Prompt Templates - Negative Example - 306:47
LLMs4OM: LLM Prompt Templates - Positive Example06:52
LLMs4OM: Post-Processing Module07:13
Evaluation Datasets – OAEI Tracks & Tasks - 107:44
Evaluation Datasets – OAEI Tracks & Tasks - 207:59
Evaluation Datasets – OAEI Tracks & Tasks - 308:03
Evaluation Datasets – OAEI Tracks & Tasks - 408:07
Evaluation Datasets – OAEI Tracks & Tasks - 508:10
Evaluation Datasets – OAEI Tracks & Tasks - 608:12
Evaluation Datasets – OAEI Tracks & Tasks - 708:16
Results - Retriever Models (Recall Analysis) - 108:19
Results - Retriever Models (Recall Analysis) - 208:57
Results - Retriever Models (Recall Analysis) - 309:30
Results - LLMs4OM Framework (summary of best performers) - 110:24
Results - LLMs4OM Framework (summary of best performers) - 210:45
Results - LLMs4OM Framework (summary of best performers) - 311:00
Results - LLMs4OM Framework (summary of best performers) - 411:05
Results - LLMs4OM Framework (summary of best performers) - 511:13
Results - LLMs4OM Framework (summary of best performers) - 611:47
Low performance of LLMs4OM on the Bio-ML track12:07
Future Challenges12:42
Thank You!13:40