rows { options { physical_type: PHYSICAL_STREAM_TYPE_QUADS max_name_table_size: 128 max_prefix_table_size: 16 max_datatype_table_size: 16 logical_type: LOGICAL_STREAM_TYPE_DATASETS version: 2 } } rows { prefix { value: "https://w3id.org/np/" } } rows { name { value: "RA3rC4HKg3oOEpBkxIDrJ3DQYkPle89M0RRumAdIJFR3A" } } rows { namespace { name: "this" value { prefix_id: 1 } } } rows { prefix { value: "https://w3id.org/np/RA3rC4HKg3oOEpBkxIDrJ3DQYkPle89M0RRumAdIJFR3A/" } } rows { name { } } rows { namespace { name: "sub" value { prefix_id: 2 } } } rows { prefix { value: "http://www.nanopub.org/nschema#" } } rows { namespace { name: "np" value { prefix_id: 3 name_id: 2 } } } rows { prefix { value: "http://purl.org/dc/terms/" } } rows { namespace { name: "dct" value { prefix_id: 4 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2001/XMLSchema#" } } rows { namespace { name: "xsd" value { prefix_id: 5 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2000/01/rdf-schema#" } } rows { namespace { name: "rdfs" value { prefix_id: 6 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/ns/prov#" } } rows { namespace { name: "prov" value { prefix_id: 7 name_id: 2 } } } rows { prefix { value: "http://purl.org/nanopub/x/" } } rows { namespace { name: "npx" value { prefix_id: 8 name_id: 2 } } } rows { name { value: "hasAssertion" } } rows { name { value: "assertion" } } rows { name { value: "Head" } } rows { quad { s_iri { prefix_id: 1 name_id: 1 } p_iri { prefix_id: 3 name_id: 3 } o_iri { prefix_id: 2 } g_iri { } } } rows { name { value: "hasProvenance" } } rows { name { value: "provenance" } } rows { quad { p_iri { prefix_id: 3 } o_iri { prefix_id: 2 } } } rows { name { value: "hasPublicationInfo" } } rows { name { value: "pubinfo" } } rows { quad { p_iri { prefix_id: 3 } o_iri { prefix_id: 2 } } } rows { prefix { value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#" } } rows { name { value: "type" } } rows { name { value: "Nanopublication" } } rows { quad { p_iri { prefix_id: 9 } o_iri { prefix_id: 3 } } } rows { prefix { value: "https://doi.org/10.48550/" } } rows { name { value: "arXiv.2506.21556" } } rows { name { value: "title" } } rows { quad { s_iri { prefix_id: 10 } p_iri { prefix_id: 4 } o_literal { lex: "VAT-KG: KNOWLEDGE-INTENSIVE MULTIMODAL KNOWLEDGE GRAPH DATASET FOR RETRIEVAL-AUGMENTED GENERATION" } g_iri { prefix_id: 2 name_id: 4 } } } rows { prefix { value: "http://purl.org/spar/cito/" } } rows { name { value: "describes" } } rows { prefix { value: "https://neverblink.eu/ontologies/llm-kg/methods#" } } rows { name { value: "multimodalRagFramework" } } rows { quad { p_iri { prefix_id: 11 name_id: 14 } o_iri { prefix_id: 12 } } } rows { name { value: "vatkgConstructionPipeline" } } rows { quad { o_iri { } } } rows { name { value: "discusses" } } rows { name { value: "gemini2Dot5" } } rows { quad { p_iri { prefix_id: 11 } o_iri { prefix_id: 12 } } } rows { name { value: "gpt4o" } } rows { quad { o_iri { } } } rows { name { value: "m2ConceptBase" } } rows { quad { o_iri { } } } rows { name { value: "qwen2Dot5Omni" } } rows { quad { o_iri { } } } rows { name { value: "videoLlama2" } } rows { quad { o_iri { } } } rows { name { value: "wikidata5M" } } rows { quad { o_iri { } } } rows { name { value: "Entity" } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 7 name_id: 24 } } } rows { prefix { value: "http://purl.org/spar/fabio/" } } rows { name { value: "Workflow" } } rows { quad { s_iri { prefix_id: 12 name_id: 18 } o_iri { prefix_id: 13 name_id: 25 } } } rows { name { value: "label" } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Gemini-2.5" } } } rows { quad { s_iri { prefix_id: 12 name_id: 19 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "GPT-4o" } } } rows { quad { s_iri { prefix_id: 12 name_id: 20 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "M2ConceptBase" } } } rows { name { value: "subject" } } rows { prefix { value: "https://neverblink.eu/ontologies/llm-kg/categories#" } } rows { name { value: "SynergizedReasoning" } } rows { quad { s_iri { prefix_id: 12 name_id: 15 } p_iri { prefix_id: 4 name_id: 27 } o_iri { prefix_id: 14 } } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { name { value: "comment" } } rows { quad { p_iri { prefix_id: 6 name_id: 29 } o_literal { lex: "This framework integrates VAT-KG with Multimodal Large Language Models (MLLMs) for question answering across diverse modalities. It synergistically combines retrieval from VAT-KG with MLLM generation and includes a \"Retrieval Checker\" that uses the MLLM\'s text encoder to filter retrieved KG triplets, indicating a unified reasoning process where both LLM and KG representations are actively combined." } } } rows { quad { p_iri { name_id: 26 } o_literal { lex: "Multimodal RAG Framework" } } } rows { prefix { value: "https://neverblink.eu/ontologies/llm-kg/" } } rows { name { value: "hasTopCategory" } } rows { prefix { value: "https://neverblink.eu/ontologies/llm-kg/top-categories#" } } rows { name { value: "SynergizedLLMKG" } } rows { quad { p_iri { prefix_id: 15 name_id: 30 } o_iri { prefix_id: 16 } } } rows { quad { s_iri { prefix_id: 12 name_id: 21 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Qwen2.5-Omni" } } } rows { name { value: "LLMAugmentedKGConstruction" } } rows { quad { s_iri { prefix_id: 12 name_id: 16 } p_iri { prefix_id: 4 name_id: 27 } o_iri { prefix_id: 14 name_id: 32 } } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 name_id: 29 } o_literal { lex: "This method proposes a four-step pipeline for constructing the Visual-Audio-Text Knowledge Graph (VAT-KG). It explicitly leverages LLMs for \"Knowledge-Intensive Recaptioning\" to enrich textual data and \"Multimodal Triplet Grounding\" to extract knowledge-intensive triplets, directly supporting the construction of the knowledge graph. Thus, LLMs are used to improve a KG task, specifically KG construction." } } } rows { quad { p_iri { name_id: 26 } o_literal { lex: "VAT-KG Construction Pipeline" } } } rows { name { value: "LLMAugmentedKG" } } rows { quad { p_iri { prefix_id: 15 name_id: 30 } o_iri { prefix_id: 16 name_id: 33 } } } rows { quad { s_iri { prefix_id: 12 name_id: 22 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Video-LLaMA2" } } } rows { quad { s_iri { prefix_id: 12 name_id: 23 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 25 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Wikidata5M" } } } rows { name { value: "wasAttributedTo" } } rows { name { value: "agent" } } rows { quad { s_iri { prefix_id: 2 name_id: 4 } p_iri { prefix_id: 7 name_id: 34 } o_iri { prefix_id: 15 } g_iri { prefix_id: 2 name_id: 7 } } } rows { name { value: "wasDerivedFrom" } } rows { quad { p_iri { prefix_id: 7 name_id: 36 } o_iri { prefix_id: 10 name_id: 12 } } } rows { name { value: "created" } } rows { datatype { value: "http://www.w3.org/2001/XMLSchema#dateTime" } } rows { quad { s_iri { prefix_id: 1 name_id: 1 } p_iri { prefix_id: 4 name_id: 37 } o_literal { lex: "2026-02-26T15:44:44.440Z" datatype: 1 } g_iri { prefix_id: 2 name_id: 9 } } } rows { name { value: "creator" } } rows { quad { p_iri { prefix_id: 4 name_id: 38 } o_iri { prefix_id: 15 name_id: 35 } } } rows { name { value: "hasNanopubType" } } rows { name { value: "PaperAssessmentResult" } } rows { quad { p_iri { prefix_id: 8 name_id: 39 } o_iri { prefix_id: 15 } } } rows { quad { p_iri { prefix_id: 6 name_id: 26 } o_literal { lex: "LLM-KG assessment for paper 10.48550/arXiv.2506.21556" } } } rows { name { value: "sig" } } rows { name { value: "hasAlgorithm" } } rows { quad { s_iri { prefix_id: 2 name_id: 41 } p_iri { prefix_id: 8 } o_literal { lex: "RSA" } } } rows { name { value: "hasPublicKey" } } rows { quad { p_iri { } o_literal { lex: "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" } } } rows { name { value: "hasSignature" } } rows { quad { p_iri { } o_literal { lex: "OqddnoTeurqKLv5Mku14JsvxdjqJExiHn4ql1dROycCWvq2fO0lrClRvIinPQx8iNULpuxn03UK+4bZ8L/ga38jxrQ9rhm+d2C8cZAQ0XxNtvu2MCKqFxbUeMTYI4SuCeOslm6E4DZ0/yY29WEl7hUxqga/RIhe/OuMU7y46gerkPAaXFQuIbaVpGgDOQQ1Z9kHTFJ0H6Wxbt+opXbsHqNV3ZvkCsucfMQUaSwk8KMkBghFVnmX1AYd94e5F/JhybnRjY10nqYsTx/2ovf++7FOeIox6/54jVcV9+JIzVQDj/ArlOdy20AToMINyGAT0vlHPLU73JBdBuZviB/uSjg==" } } } rows { name { value: "hasSignatureTarget" } } rows { quad { p_iri { } o_iri { prefix_id: 1 name_id: 1 } } } rows { name { value: "signedBy" } } rows { quad { p_iri { prefix_id: 8 name_id: 46 } o_iri { prefix_id: 15 name_id: 35 } } }