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: "RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0" } } rows { namespace { name: "this" value { prefix_id: 1 } } } rows { prefix { value: "https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/" } } 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.2512.20136" } } rows { name { value: "title" } } rows { quad { s_iri { prefix_id: 10 } p_iri { prefix_id: 4 } o_literal { lex: "M 3 KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced 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: "M3KGRAG" } } rows { quad { p_iri { prefix_id: 11 name_id: 14 } o_iri { prefix_id: 12 } } } rows { name { value: "discusses" } } rows { name { value: "GraphRAG" } } rows { quad { p_iri { prefix_id: 11 } o_iri { prefix_id: 12 } } } rows { name { value: "HippoRAG2" } } rows { quad { o_iri { } } } rows { name { value: "LightRAG" } } rows { quad { o_iri { } } } rows { name { value: "M2ConceptBase" } } rows { quad { o_iri { } } } rows { name { value: "MRMKG" } } rows { quad { o_iri { } } } rows { name { value: "VATKG" } } 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: 23 } } } rows { prefix { value: "http://purl.org/spar/fabio/" } } rows { name { value: "Workflow" } } rows { quad { s_iri { prefix_id: 12 name_id: 17 } o_iri { prefix_id: 13 name_id: 24 } } } rows { name { value: "label" } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "GraphRAG" } } } rows { quad { s_iri { prefix_id: 12 name_id: 18 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 24 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "HippoRAG2" } } } 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: 24 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "LightRAG" } } } 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: 24 } } } 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: 26 } o_iri { prefix_id: 14 } } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 24 } } } rows { name { value: "comment" } } rows { quad { p_iri { prefix_id: 6 name_id: 28 } o_literal { lex: "M3KG-RAG is an end-to-end framework that constructs a multi-hop multimodal knowledge graph (M3KG) using a lightweight multi-agent pipeline (LLMs as agents for KG construction) and employs a novel Grounded Retrieval And Selective Pruning (GRASP) mechanism for retrieving and filtering knowledge. It is designed to enhance multimodal large language models (MLLMs) by supplying query-aligned, answer-supportive knowledge to improve their reasoning depth and answer faithfulness. This method integrates LLM agents for KG construction and KG-enhanced retrieval for MLLMs, thereby synergizing both aspects for reasoning." } } } rows { quad { p_iri { name_id: 25 } o_literal { lex: "M3KG-RAG (Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation)" } } } 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: 29 } 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: 24 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "MR-MKG" } } } 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: 24 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "VAT-KG" } } } 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: 31 } 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: 33 } 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: 34 } o_literal { lex: "2026-02-26T16:25:19.285Z" datatype: 1 } g_iri { prefix_id: 2 name_id: 9 } } } rows { name { value: "creator" } } rows { quad { p_iri { prefix_id: 4 name_id: 35 } o_iri { prefix_id: 15 name_id: 32 } } } rows { name { value: "hasNanopubType" } } rows { name { value: "PaperAssessmentResult" } } rows { quad { p_iri { prefix_id: 8 name_id: 36 } o_iri { prefix_id: 15 } } } rows { quad { p_iri { prefix_id: 6 name_id: 25 } o_literal { lex: "LLM-KG assessment for paper 10.48550/arXiv.2512.20136" } } } rows { name { value: "sig" } } rows { name { value: "hasAlgorithm" } } rows { quad { s_iri { prefix_id: 2 name_id: 38 } 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: "TOsKO1xEtmLIE66dS8jTC33Z7kWnCWwBOBEs/ux9Z5HFAUJjfTgjWzjEoWb6KYEC3czSeynusALBOutncCe2zCu7Jm+Oih0NcczBkvt9ZRQubWB/F8Kpg9D5H7sVxQ63n/fuSDEMQIBQm4gZurzO89HDfe7U1LriC3Q7W/xLQu8Y2ItiqKTVLufKR7zgE5qGhOqHow5ewjabs5NGlRI7YraOgFtungOSzx+7/THlHJWeaYU+Kfk76UPoiqJOHFepTaHQatfGtvYuBl7dMtWikRozazhhGzM5GkekhiMW1jHV+hORqHxeDG+q9Bbx0YUw81q//gia7EYN3X/dkoR1vA==" } } } 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: 43 } o_iri { prefix_id: 15 name_id: 32 } } }