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: "RAi6yt_JdzMeoA_n1XL1oI6E1qJv2m0oOqHO_uMUt4lFA" } } rows { namespace { name: "this" value { prefix_id: 1 } } } rows { prefix { value: "https://w3id.org/np/RAi6yt_JdzMeoA_n1XL1oI6E1qJv2m0oOqHO_uMUt4lFA/" } } 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.2502.13247" } } rows { name { value: "title" } } rows { quad { s_iri { prefix_id: 10 } p_iri { prefix_id: 4 } o_literal { lex: "Grounding LLM Reasoning with Knowledge Graphs" } 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: "GroundingLLMReasoningAgent" } } rows { quad { p_iri { prefix_id: 11 name_id: 14 } o_iri { prefix_id: 12 } } } rows { name { value: "GroundingLLMReasoningAutomaticGraphExploration" } } rows { quad { o_iri { } } } rows { name { value: "discusses" } } rows { name { value: "ChainOfThought" } } rows { quad { p_iri { prefix_id: 11 } o_iri { prefix_id: 12 } } } rows { name { value: "GraphCoTAgent" } } rows { quad { o_iri { } } } rows { name { value: "GraphOfThought" } } rows { quad { o_iri { } } } rows { name { value: "GraphRAG" } } rows { quad { o_iri { } } } rows { name { value: "TextRAG" } } rows { quad { o_iri { } } } rows { name { value: "TreeOfThought" } } rows { quad { o_iri { } } } rows { name { value: "ZeroShot" } } 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: 25 } } } 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: 26 } } } rows { name { value: "label" } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Chain-of-Thought (CoT)" } } } 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: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Graph CoT (Agent)" } } } 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: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Graph-of-Thought (GoT)" } } } 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: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Graph RAG" } } } 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: 28 } o_iri { prefix_id: 14 } } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 26 } } } rows { name { value: "comment" } } rows { quad { p_iri { prefix_id: 6 name_id: 30 } o_literal { lex: "This method proposes an LLM-based agent that interacts with a Knowledge Graph in an interleaved sequence of thought, action, and retrieved data. It uses predefined actions like RetrieveNode, NodeFeature, NeighborCheck, and NodeDegree to systematically ground LLM reasoning steps in structured knowledge, thus enabling synergistic reasoning." } } } rows { quad { p_iri { name_id: 27 } o_literal { lex: "Agent (LLM+KG Interaction Method)" } } } 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: 31 } o_iri { prefix_id: 16 } } } rows { quad { s_iri { prefix_id: 12 name_id: 16 } p_iri { prefix_id: 4 name_id: 28 } o_iri { prefix_id: 14 } } } rows { quad { p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 26 } } } rows { quad { p_iri { prefix_id: 6 name_id: 30 } o_literal { lex: "This method integrates LLM language generation with structured graph retrieval by automatically extracting entities from LLM-generated thoughts. It then guides a multi-step search and prune pipeline over the KG, using LLM prompts to filter relevant relations and neighboring entities, enabling dynamic and structured exploration of the KG for reasoning." } } } rows { quad { p_iri { name_id: 27 } o_literal { lex: "Automatic Graph Exploration (LLM+KG Interaction Method)" } } } rows { quad { p_iri { prefix_id: 15 name_id: 31 } o_iri { prefix_id: 16 } } } 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: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Text RAG" } } } 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: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Tree-of-Thought (ToT)" } } } rows { quad { s_iri { prefix_id: 12 name_id: 24 } p_iri { prefix_id: 9 name_id: 10 } o_iri { prefix_id: 13 name_id: 26 } } } rows { quad { p_iri { prefix_id: 6 } o_literal { lex: "Zero-Shot" } } } 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: 33 } 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: 35 } 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: 36 } o_literal { lex: "2026-02-26T16:08:20.135Z" datatype: 1 } g_iri { prefix_id: 2 name_id: 9 } } } rows { name { value: "creator" } } rows { quad { p_iri { prefix_id: 4 name_id: 37 } o_iri { prefix_id: 15 name_id: 34 } } } rows { name { value: "hasNanopubType" } } rows { name { value: "PaperAssessmentResult" } } rows { quad { p_iri { prefix_id: 8 name_id: 38 } o_iri { prefix_id: 15 } } } rows { quad { p_iri { prefix_id: 6 name_id: 27 } o_literal { lex: "LLM-KG assessment for paper 10.48550/arXiv.2502.13247" } } } rows { name { value: "sig" } } rows { name { value: "hasAlgorithm" } } rows { quad { s_iri { prefix_id: 2 name_id: 40 } 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: "eYDlHY4q2WqcWsAiEA13ARRqGpc2NCoUusbwsZvUj2wSsqYh/83+DKkHsvFdNM9hRc1d3AVLz0z3c7abf3E7VndB7+jjmFJsL0XoXk6VcVsNiaKxUDXV34WkAQyeY9DT9sUXIcTrySGedFo9lkE6GnqdqH1g+HBQrp9WJKSHMcA4CjIC+KtkUP3ADp6qiwRH7ug0BaRAsSEL4C0VVVVNalxXqZ1fGLVEzqtABoN4YN2lT3rIMge7TnFMmFuZl/GxnfjnDszaEiMju89H2n9vk+Mb4YXdhqvpfTQ2OYOEWwYZYhftwtVYd5sgiO1FTiVTxYH+veQ7yzDzHKAnWJBsQQ==" } } } 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: 45 } o_iri { prefix_id: 15 name_id: 34 } } }