Matches in Nanopublications for { <https://neverblink.eu/ontologies/llm-kg/methods#graphConstrainedReasoning> ?p ?o ?g. }
Showing items 1 to 5 of
5
with 100 items per page.
- graphConstrainedReasoning type Workflow assertion.
- graphConstrainedReasoning label "Graph-constrained Reasoning (GCR)" assertion.
- graphConstrainedReasoning comment "GCR is a novel framework that bridges structured knowledge in KGs with unstructured reasoning in LLMs to eliminate hallucinations and ensure faithful reasoning. It integrates KG structure into the LLM decoding process via a KG-Trie, leverages a lightweight KG-specialized LLM for graph-constrained decoding to generate paths, and a powerful general LLM for inductive reasoning over multiple generated paths. This approach deeply combines LLM and KG reasoning capabilities." assertion.
- graphConstrainedReasoning subject SynergizedReasoning assertion.
- graphConstrainedReasoning hasTopCategory SynergizedLLMKG assertion.