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- GenerateOnGraph type Workflow assertion.
- GenerateOnGraph type Workflow assertion.
- GenerateOnGraph type Workflow assertion.
- GenerateOnGraph type Workflow assertion.
- GenerateOnGraph type Workflow assertion.
- GenerateOnGraph label "Generate-on-Graph (GoG)" assertion.
- GenerateOnGraph label "Generate-on-Graph (GoG)" assertion.
- GenerateOnGraph label "Generate-on-Graph (GoG)" assertion.
- GenerateOnGraph label "Generate-on-Graph" assertion.
- GenerateOnGraph label "Generate-on-Graph" assertion.
- GenerateOnGraph comment "GoG is a training-free method designed for Incomplete Knowledge Graph Question Answering (IKGQA). It treats the LLM as both an agent to explore KGs and as a knowledge source to generate new factual triples when existing KG knowledge is insufficient. The method's Thinking-Searching-Generating framework enables the LLM to bridge knowledge gaps and answer questions that conventional KGQA methods fail on due to KG incompleteness." assertion.
- GenerateOnGraph comment "GoG is a training-free method for Incomplete Knowledge Graph Question Answering (IKGQA). It employs a Thinking-Searching-Generating framework, treating the LLM as both an agent to explore the KG and as a knowledge source to generate missing factual triples. This synergistic approach combines LLM's reasoning and internal knowledge with external KG facts to answer complex questions where the KG is incomplete." assertion.
- GenerateOnGraph comment "GoG proposes a "Thinking-Searching-Generating" framework where the LLM acts as an agent to explore KGs and also as a KG to generate new factual triples using its internal knowledge. This synergy of LLM and KG capabilities enables effective reasoning for Question Answering over incomplete Knowledge Graphs by dynamically augmenting missing information." assertion.
- GenerateOnGraph subject LLMAugmentedKGQuestionAnswering assertion.
- GenerateOnGraph subject SynergizedReasoning assertion.
- GenerateOnGraph subject SynergizedReasoning assertion.
- GenerateOnGraph hasTopCategory LLMAugmentedKG assertion.
- GenerateOnGraph hasTopCategory SynergizedLLMKG assertion.
- GenerateOnGraph hasTopCategory SynergizedLLMKG assertion.