Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAgpjwafc70g2Davnd9p7XWHx6a_H1iRm4wCfzDE6KPzc/assertion>. }
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- arXiv.2601.07754 type Entity assertion.
- StructureFirstReasonNextFramework type Workflow assertion.
- SubgraphRAG type Workflow assertion.
- StructureFirstReasonNextFramework label "Structure First, Reason Next Framework" assertion.
- SubgraphRAG label "SubgraphRAG" assertion.
- StructureFirstReasonNextFramework comment "This framework proposes an end-to-end pipeline where LLMs are used to construct Knowledge Graphs (KGs) from financial documents (leveraging LLM's understanding for triplet generation) and then these KGs, after filtering, are used to enhance the LLM's numerical reasoning capabilities. This bidirectional and integrated approach, where LLM capabilities are used to create structured knowledge that subsequently guides and improves the LLM's reasoning, aligns with a synergized model for reasoning." assertion.
- StructureFirstReasonNextFramework subject SynergizedReasoning assertion.
- arXiv.2601.07754 title "Structure First, Reason Next: Enhancing a Large Language Model using Knowledge Graph for Numerical Reasoning in Financial Documents" assertion.
- arXiv.2601.07754 describes StructureFirstReasonNextFramework assertion.
- arXiv.2601.07754 discusses SubgraphRAG assertion.
- StructureFirstReasonNextFramework hasTopCategory SynergizedLLMKG assertion.