Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAmqnPaNdfepv_5Rhedj6zu-waY_C0iDb-2jqX-EmFmsA/assertion>. }
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- arXiv.2601.19225 type Entity assertion.
- ToG type Workflow assertion.
- RoG type Workflow assertion.
- GraftNet type Workflow assertion.
- SubgraphRAG type Workflow assertion.
- GCR type Workflow assertion.
- UniKGQA type Workflow assertion.
- NSM type Workflow assertion.
- SR type Workflow assertion.
- DirectPreferenceOptimization type Workflow assertion.
- GNN-RAG type Workflow assertion.
- RPO-RAG type Workflow assertion.
- SR+NSM type Workflow assertion.
- SimPO type Workflow assertion.
- ToG label "ToG" assertion.
- RoG label "RoG" assertion.
- NSM label "NSM" assertion.
- GraftNet label "GraftNet" assertion.
- SR+NSM label "SR+NSM" assertion.
- UniKGQA label "UniKGQA" assertion.
- GCR label "GCR" assertion.
- SubgraphRAG label "SubgraphRAG" assertion.
- GNN-RAG label "GNN-RAG" assertion.
- SR label "SR" assertion.
- DirectPreferenceOptimization label "Direct Preference Optimization" assertion.
- RPO-RAG label "RPO-RAG" assertion.
- SimPO label "SimPO" assertion.
- RPO-RAG comment "RPO-RAG is a KG-based RAG framework designed for small LLMs to improve their performance on Knowledge Graph Question Answering. It introduces a query-path semantic sampling strategy, relation-aware preference optimization at the relation level, and an answer-centered prompt design. These components collectively enable a synergistic reasoning approach where the LLM's reasoning process is deeply aligned with the structured knowledge and relational logic of the KG." assertion.
- RPO-RAG subject SynergizedReasoning assertion.
- arXiv.2601.19225 title "RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering" assertion.
- arXiv.2601.19225 describes RPO-RAG assertion.
- arXiv.2601.19225 discusses ToG assertion.
- arXiv.2601.19225 discusses RoG assertion.
- arXiv.2601.19225 discusses GraftNet assertion.
- arXiv.2601.19225 discusses SubgraphRAG assertion.
- arXiv.2601.19225 discusses GCR assertion.
- arXiv.2601.19225 discusses UniKGQA assertion.
- arXiv.2601.19225 discusses NSM assertion.
- arXiv.2601.19225 discusses SR assertion.
- arXiv.2601.19225 discusses DirectPreferenceOptimization assertion.
- arXiv.2601.19225 discusses GNN-RAG assertion.
- arXiv.2601.19225 discusses SR+NSM assertion.
- arXiv.2601.19225 discusses SimPO assertion.
- RPO-RAG hasTopCategory SynergizedLLMKG assertion.