Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion>. }
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- nsm type Workflow assertion.
- tog type Workflow assertion.
- arXiv.2405.13873 type Entity assertion.
- decaf type Workflow assertion.
- deductiveVerificationBeamSearch type Workflow assertion.
- fideliS type Workflow assertion.
- gcr type Workflow assertion.
- kaping type Workflow assertion.
- kdCoT type Workflow assertion.
- pathRAG type Workflow assertion.
- rog type Workflow assertion.
- vanillaRetriever type Workflow assertion.
- nsm label "NSM" assertion.
- tog label "ToG" assertion.
- decaf label "DeCAF" assertion.
- deductiveVerificationBeamSearch label "Deductive-Verification Beam Search" assertion.
- fideliS label "FiDeLiS" assertion.
- gcr label "GCR" assertion.
- kaping label "KAPING" assertion.
- kdCoT label "KD-CoT" assertion.
- pathRAG label "Path-RAG" assertion.
- rog label "RoG" assertion.
- vanillaRetriever label "Vanilla Retriever" assertion.
- deductiveVerificationBeamSearch comment "Deductive-Verification Beam Search (DVBS) is a core component of FiDeLiS that constructs and validates reasoning paths step-by-step. It uses LLM-generated planning to guide the beam search and employs an LLM-based deductive verification mechanism (local and global checks) to ensure logical consistency and factual correctness, enabling synergized reasoning with LLMs and KGs." assertion.
- fideliS comment "FiDeLiS is a unified, training-free framework designed to improve the factual accuracy and reasoning efficiency of LLM responses in KGQA. It grounds LLM answers in verifiable reasoning steps from KGs by integrating the Path-RAG and Deductive-Verification Beam Search modules, representing a synergized approach to reasoning with both LLMs and KGs." assertion.
- pathRAG comment "Path-RAG is a retrieval-augmented generation module within the FiDeLiS framework that pre-selects a smaller candidate set of entities and relations from the KG for each beam search step. It combines LLM-generated keywords, semantic similarity, and KG structural connectivity to efficiently narrow the search space and support the overall synergized reasoning process." assertion.
- arXiv.2405.13873 describes deductiveVerificationBeamSearch assertion.
- arXiv.2405.13873 describes fideliS assertion.
- arXiv.2405.13873 describes pathRAG assertion.
- arXiv.2405.13873 discusses nsm assertion.
- arXiv.2405.13873 discusses tog assertion.
- arXiv.2405.13873 discusses decaf assertion.
- arXiv.2405.13873 discusses gcr assertion.
- arXiv.2405.13873 discusses kaping assertion.
- arXiv.2405.13873 discusses kdCoT assertion.
- arXiv.2405.13873 discusses rog assertion.
- arXiv.2405.13873 discusses vanillaRetriever assertion.
- deductiveVerificationBeamSearch subject SynergizedReasoning assertion.
- fideliS subject SynergizedReasoning assertion.
- pathRAG subject SynergizedReasoning assertion.
- arXiv.2405.13873 title "FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering" assertion.
- deductiveVerificationBeamSearch hasTopCategory SynergizedLLMKG assertion.
- fideliS hasTopCategory SynergizedLLMKG assertion.
- pathRAG hasTopCategory SynergizedLLMKG assertion.
- fideliS hasURL "https://github.com/Y-Sui/FiDeLiS" assertion.