Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAuGd-Sw5kAScnsJqKWNybKqXokM28jiRj1kDPDZb6lko/assertion>. }
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- TransE type Workflow assertion.
- ChainOfKnowledgeCoK type Workflow assertion.
- CoKTrialAndError type Workflow assertion.
- InContextLearningCoKICLCoK type Workflow assertion.
- LMKE type Workflow assertion.
- VanillaCoT type Workflow assertion.
- arXiv.2407.00653 type Entity assertion.
- TransE label "TransE" assertion.
- ChainOfKnowledgeCoK label "CHAIN-OF-KNOWLEDGE (CoK)" assertion.
- CoKTrialAndError label "CoK (Trial and Error)" assertion.
- InContextLearningCoKICLCoK label "In-Context-Learning CoK (ICL-CoK)" assertion.
- LMKE label "LMKE" assertion.
- VanillaCoT label "Vanilla CoT" assertion.
- ChainOfKnowledgeCoK comment "This method introduces a comprehensive framework for integrating knowledge reasoning into LLMs by learning from Knowledge Graphs. It includes KG-based dataset construction (KNOWREASON) and a vanilla fine-tuning strategy, enabling LLMs to conduct a form of reasoning deeply informed by KG logic, thus creating a synergized reasoning capability." assertion.
- CoKTrialAndError comment "This method enhances the CoK framework's learning by introducing a trial-and-error mechanism with a symbolic agent. This trains the LLM to simulate human-like internal knowledge exploration and adapt its reasoning paths based on factual support, thereby fostering a more robust, KG-informed, and agent-like synergized reasoning process." assertion.
- ChainOfKnowledgeCoK subject SynergizedReasoning assertion.
- CoKTrialAndError subject SynergizedReasoning assertion.
- arXiv.2407.00653 title "CHAIN-OF-KNOWLEDGE: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs" assertion.
- arXiv.2407.00653 describes ChainOfKnowledgeCoK assertion.
- arXiv.2407.00653 describes CoKTrialAndError assertion.
- arXiv.2407.00653 discusses TransE assertion.
- arXiv.2407.00653 discusses InContextLearningCoKICLCoK assertion.
- arXiv.2407.00653 discusses LMKE assertion.
- arXiv.2407.00653 discusses VanillaCoT assertion.
- ChainOfKnowledgeCoK hasTopCategory SynergizedLLMKG assertion.
- CoKTrialAndError hasTopCategory SynergizedLLMKG assertion.