https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/Head https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/assertion https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/provenance https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/pubinfo https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/assertion https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/dc/terms/title Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#ValiK https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GraphAdapter https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#LightRAG https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#MRMKG https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#MSPT https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#SceneMMKG https://doi.org/10.48550/arXiv.2503.12972 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TIVAKG https://doi.org/10.48550/arXiv.2503.12972 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.w3.org/ns/prov#Entity https://neverblink.eu/ontologies/llm-kg/methods#GraphAdapter http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GraphAdapter http://www.w3.org/2000/01/rdf-schema#label GraphAdapter https://neverblink.eu/ontologies/llm-kg/methods#LightRAG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LightRAG http://www.w3.org/2000/01/rdf-schema#label LightRAG https://neverblink.eu/ontologies/llm-kg/methods#MRMKG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#MRMKG http://www.w3.org/2000/01/rdf-schema#label MR-MKG https://neverblink.eu/ontologies/llm-kg/methods#MSPT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#MSPT http://www.w3.org/2000/01/rdf-schema#label MSPT https://neverblink.eu/ontologies/llm-kg/methods#SceneMMKG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SceneMMKG http://www.w3.org/2000/01/rdf-schema#label Scene-MMKG https://neverblink.eu/ontologies/llm-kg/methods#TIVAKG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TIVAKG http://www.w3.org/2000/01/rdf-schema#label TIVA-KG https://neverblink.eu/ontologies/llm-kg/methods#ValiK http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#ValiK http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ValiK http://www.w3.org/2000/01/rdf-schema#comment VaLiK is a unified framework that first uses VLMs to generate and verify textual descriptions from images, then employs LLMs for symbolic structuring to construct Multimodal Knowledge Graphs (MMKGs), and finally leverages these MMKGs to enhance LLM reasoning during inference by augmenting prompts. 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