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- CogMG type Workflow assertion.
- CogMG type Workflow assertion.
- CogMG label "CogMG" assertion.
- CogMG label "CogMG" assertion.
- CogMG comment "CogMG is a collaborative augmentation framework where an LLM, acting as an agent, decomposes queries, identifies knowledge gaps in KGs, completes missing facts using its internal parameters, and facilitates the evolution of the KG through verified additions. This mutual enhancement directly improves LLM's factual accuracy in QA by leveraging the updated KG, while also enriching the KG with LLM-generated and verified knowledge, thereby enhancing reasoning across both components." assertion.
- CogMG comment "CogMG is a collaborative augmentation framework where an LLM acts as an agent to interact with a Knowledge Graph. It involves the LLM decomposing queries for the KG, completing missing knowledge triples using its internal parameters, and then verifying and integrating these new facts into the KG. This continuous feedback loop represents a synergistic reasoning process, where the LLM addresses knowledge gaps in the KG and leverages the enriched KG to improve its factualness in QA." assertion.
- CogMG subject SynergizedReasoning assertion.
- CogMG subject SynergizedReasoning assertion.
- CogMG hasTopCategory SynergizedLLMKG assertion.
- CogMG hasTopCategory SynergizedLLMKG assertion.