Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RA9UhFFrfgd2Uu4NfZsny8CxPYI-w5YdYgs8B41DKAIs0/assertion>. }
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- BM25 type Workflow assertion.
- arXiv.2503.16131 type Entity assertion.
- CachingMechanism type Workflow assertion.
- DeclarativeConversion type Workflow assertion.
- MKGRank type Workflow assertion.
- MedCPTCrossEncoder type Workflow assertion.
- MultiAngleRanking type Workflow assertion.
- SelfInformationMining type Workflow assertion.
- UMLSBertEmbeddings type Workflow assertion.
- WordLevelTranslationMechanism type Workflow assertion.
- BM25 label "BM25" assertion.
- CachingMechanism label "Caching Mechanism" assertion.
- DeclarativeConversion label "Declarative Conversion" assertion.
- MKGRank label "MKG-Rank" assertion.
- MedCPTCrossEncoder label "MedCPT Cross Encoder" assertion.
- MultiAngleRanking label "Multi-Angle Ranking" assertion.
- SelfInformationMining label "Self-Information Mining" assertion.
- UMLSBertEmbeddings label "UMLS-BERT embeddings" assertion.
- WordLevelTranslationMechanism label "Word-level Translation Mechanism" assertion.
- CachingMechanism comment "This mechanism optimizes the retrieval of external medical KGs by storing previously retrieved KGs in a local knowledge base. It significantly reduces retrieval times during LLM inference, directly contributing to the efficiency of the overall KG-enhanced LLM system." assertion.
- DeclarativeConversion comment "This mechanism converts raw medical KG triplets into LLM-digestible declarative sentences. It allows the LLM to better integrate and reason with external knowledge during inference, improving its ability to utilize the provided medical facts." assertion.
- MKGRank comment "This framework enhances English-centric LLMs to perform multilingual medical QA by integrating comprehensive external medical knowledge graphs during the inference stage. It bridges language gaps and provides relevant, up-to-date knowledge to LLMs for better reasoning." assertion.
- MultiAngleRanking comment "This strategy selects the most relevant medical triplets from retrieved KGs by ranking them based on similarity with the question (using UMLS-BERT embeddings) and further filtering with a MedCPT Cross Encoder. It ensures the LLM receives high-quality, pertinent information for accurate inference." assertion.
- SelfInformationMining comment "When external KG retrieval is ineffective, this method employs the BM25 algorithm to extract relevant world knowledge from the LLM's own internal representations. It acts as a fallback strategy to ensure the LLM consistently has background information for medical QA, enhancing its robustness during inference." assertion.
- WordLevelTranslationMechanism comment "This mechanism, part of MKG-Rank, extracts medical entities from multilingual questions and options using an LLM, then translates them into English. This enables the LLM to leverage English-centric KGs for multilingual QA, enhancing its performance during inference." assertion.
- arXiv.2503.16131 describes CachingMechanism assertion.
- arXiv.2503.16131 describes DeclarativeConversion assertion.
- arXiv.2503.16131 describes MKGRank assertion.
- arXiv.2503.16131 describes MultiAngleRanking assertion.
- arXiv.2503.16131 describes SelfInformationMining assertion.
- arXiv.2503.16131 describes WordLevelTranslationMechanism assertion.
- arXiv.2503.16131 discusses BM25 assertion.
- arXiv.2503.16131 discusses MedCPTCrossEncoder assertion.
- arXiv.2503.16131 discusses UMLSBertEmbeddings assertion.
- CachingMechanism subject KGEnhancedLLMInference assertion.
- DeclarativeConversion subject KGEnhancedLLMInference assertion.
- MKGRank subject KGEnhancedLLMInference assertion.
- MultiAngleRanking subject KGEnhancedLLMInference assertion.
- SelfInformationMining subject KGEnhancedLLMInference assertion.
- WordLevelTranslationMechanism subject KGEnhancedLLMInference assertion.
- arXiv.2503.16131 title "MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering" assertion.
- CachingMechanism hasTopCategory KGEnhancedLLM assertion.
- DeclarativeConversion hasTopCategory KGEnhancedLLM assertion.
- MKGRank hasTopCategory KGEnhancedLLM assertion.
- MultiAngleRanking hasTopCategory KGEnhancedLLM assertion.
- SelfInformationMining hasTopCategory KGEnhancedLLM assertion.
- WordLevelTranslationMechanism hasTopCategory KGEnhancedLLM assertion.
- MKGRank hasURL "https://anonymous.4open.science/r/MKG-Rank-6B72" assertion.