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: "RADAA8dLU4iwYB2k1Q-xYbzHBdCDe5O5uJVVzM6egyyJ4" } } rows { namespace { name: "this" value { prefix_id: 1 } } } rows { prefix { value: "https://w3id.org/np/RADAA8dLU4iwYB2k1Q-xYbzHBdCDe5O5uJVVzM6egyyJ4/" } } 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://purl.org/pav/" } } rows { namespace { name: "pav" value { prefix_id: 5 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#" } } rows { namespace { name: "rdf" value { prefix_id: 6 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2002/07/owl#" } } rows { namespace { name: "owl" value { prefix_id: 7 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2004/03/trix/rdfg-1/" } } rows { namespace { name: "rdfg" value { prefix_id: 8 name_id: 2 } } } rows { prefix { value: "http://purl.org/dc/elements/1.1/" } } rows { namespace { name: "dce" value { prefix_id: 9 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2001/XMLSchema#" } } rows { namespace { name: "xsd" value { prefix_id: 10 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/2000/01/rdf-schema#" } } rows { namespace { name: "rdfs" value { prefix_id: 11 name_id: 2 } } } rows { prefix { value: "http://www.w3.org/ns/prov#" } } rows { namespace { name: "prov" value { prefix_id: 12 name_id: 2 } } } rows { prefix { value: "http://purl.org/nanopub/x/" } } rows { namespace { name: "npx" value { prefix_id: 13 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 { name { value: "type" } } rows { name { value: "Nanopublication" } } rows { quad { p_iri { prefix_id: 6 } o_iri { prefix_id: 3 } } } rows { prefix { value: "https://doi.org/10.48550/" } } rows { name { value: "arXiv.2402.09911" } } rows { name { value: "title" } } rows { quad { s_iri { prefix_id: 14 } p_iri { prefix_id: 4 } o_literal { lex: "Enhancing Large Language Models with Pseudoand Multisource-Knowledge Graphs for Open-ended Question Answering" } 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: "PgAkv" } } rows { quad { p_iri { prefix_id: 15 name_id: 14 } o_iri { prefix_id: 16 } } } rows { name { value: "discusses" } } rows { name { value: "ChainOfThought" } } rows { quad { p_iri { prefix_id: 15 } o_iri { prefix_id: 16 } } } rows { name { value: "IoPrompt" } } rows { quad { o_iri { } } } rows { name { value: "RetrievalAugmentedGeneration" } } rows { quad { o_iri { } } } rows { name { value: "SelfConsistency" } } rows { quad { o_iri { } } } rows { name { value: "ThinkOnGraph" } } rows { quad { o_iri { } } } rows { name { value: "Entity" } } rows { quad { p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 12 name_id: 22 } } } rows { prefix { id: 5 value: "http://purl.org/spar/fabio/" } } rows { name { value: "Workflow" } } rows { quad { s_iri { prefix_id: 16 name_id: 17 } o_iri { prefix_id: 5 name_id: 23 } } } rows { name { value: "label" } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "Chain-of-Thought (CoT)" } } } rows { quad { s_iri { prefix_id: 16 name_id: 18 } p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 5 name_id: 23 } } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "IO Prompt" } } } rows { name { value: "subject" } } rows { prefix { id: 7 value: "https://neverblink.eu/ontologies/llm-kg/categories#" } } rows { name { value: "KGEnhancedLLMInference" } } rows { quad { s_iri { prefix_id: 16 name_id: 15 } p_iri { prefix_id: 4 name_id: 25 } o_iri { prefix_id: 7 } } } rows { quad { p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 5 name_id: 23 } } } rows { name { value: "comment" } } rows { quad { p_iri { prefix_id: 11 name_id: 27 } o_literal { lex: "PG&AKV is a framework designed to enhance LLM performance during inference, specifically for open-ended and precise question answering. It leverages LLMs to generate a preliminary knowledge framework (pseudo-graph) and then uses external KGs for atomic-level knowledge querying and verification. The refined knowledge from KGs mitigates LLM hallucinations and improves answer accuracy without retraining, aligning with the goal of KGEnhancedLLMInference." } } } rows { quad { p_iri { name_id: 24 } o_literal { lex: "Pseudo-Graph Generation and Atomic Knowledge Verification (PG&AKV)" } } } 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: "KGEnhancedLLM" } } rows { quad { p_iri { prefix_id: 8 name_id: 28 } o_iri { prefix_id: 9 } } } rows { quad { s_iri { prefix_id: 16 name_id: 19 } p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 5 name_id: 23 } } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "Retrieval-Augmented Generation (RAG)" } } } rows { quad { s_iri { prefix_id: 16 name_id: 20 } p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 5 name_id: 23 } } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "Self-Consistency (SC)" } } } rows { quad { s_iri { prefix_id: 16 name_id: 21 } p_iri { prefix_id: 6 name_id: 10 } o_iri { prefix_id: 5 name_id: 23 } } } rows { quad { p_iri { prefix_id: 11 } o_literal { lex: "Think on Graph (ToG)" } } } rows { name { value: "wasAttributedTo" } } rows { name { value: "agent" } } rows { quad { s_iri { prefix_id: 2 name_id: 4 } p_iri { prefix_id: 12 name_id: 30 } o_iri { prefix_id: 8 } g_iri { prefix_id: 2 name_id: 7 } } } rows { name { value: "wasDerivedFrom" } } rows { quad { p_iri { prefix_id: 12 name_id: 32 } o_iri { prefix_id: 14 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: 33 } o_literal { lex: "2026-02-26T15:45:52.930Z" datatype: 1 } g_iri { prefix_id: 2 name_id: 9 } } } rows { name { value: "creator" } } rows { quad { p_iri { prefix_id: 4 name_id: 34 } o_iri { prefix_id: 8 name_id: 31 } } } rows { name { value: "hasNanopubType" } } rows { name { value: "PaperAssessmentResult" } } rows { quad { p_iri { prefix_id: 13 name_id: 35 } o_iri { prefix_id: 8 } } } rows { quad { p_iri { prefix_id: 11 name_id: 24 } o_literal { lex: "LLM-KG assessment for paper 10.48550/arXiv.2402.09911" } } } rows { name { value: "sig" } } rows { name { value: "hasAlgorithm" } } rows { quad { s_iri { prefix_id: 2 name_id: 37 } p_iri { prefix_id: 13 } 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: "JKk9iTyYFMKs38NFNpOVUn0OmCLQq4r9OnU6V+9aN0WcEebtrUxplapE+qNyT3LBwSbhMjk+2ucm2i+sz0M9FnmvXmN5DcT+laC7EuxspfWDrN2sjjTV6VP4IUt0FQn0jDWve9yW/Jbspn1VQhUPFsdLDEWF6OI0B6ZIGHIYIUW9zWkMaAOC2NFrA+cJ02+y1xXbHWuUu5rt4zNi7pGuS5PWjWSCzTBIC+0wukagXQy7T2Gimqhbcf+YyKrvD1h8Un1aMQ/Y3uNpc/UgQxpJs+Z1Ixt7Y/ybx+AmpTmcrs2ZGqeaNNi9Ac57u8kr6WEEbmopHB3pg/8eTprvq2ax4A==" } } } 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: 13 name_id: 42 } o_iri { prefix_id: 8 name_id: 31 } } }