https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/Head https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/assertion https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/provenance https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/pubinfo https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/assertion https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://purl.org/dc/terms/description <span><p><strong>Current achievements and expanding opportunities</strong></p><p>For many the transition from General Knowledge LLMs to RAG architectures has been revelationary with benefits including minimal hallucinations, greater accuracy and control over sources. The vast majority of RAG use cases do not use GraphRAG but there is huge interest that continues to grow in using Graphs alongside LLMs and embedding Semantic Guardrails into AI using Ontologies, Taxonomies and other approaches.</p><p><strong>Using the real-world example of ‘Sustainable Finance’ an exploration of</strong></p><ul><li>When GraphRAG becomes a necessity for corporate sustainability research and benchmarking.</li><li>Where thresholds exist limiting the utility of modelling more data in the graph for AI workloads.</li></ul></span> https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://purl.org/dc/terms/isPartOf https://w3id.org/spaces/semantic-data-europe/2026 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://purl.org/pav/authoredBy https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/james-phare https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.wikidata.org/entity/Q604733 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://www.w3.org/2000/01/rdf-schema#label RAG Accuracy Thresholds in Sustainable Finance: When “Good Enough” is Good Enough https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://www.w3.org/2000/01/rdf-schema#seeAlso https://henrystewartconferences.com/session/events-semantic-data-europe-2026-rag-accuracy-thresholds-sustainable-finance-when-good https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good http://www.wikidata.org/entity/P823 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/james-phare https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good https://schema.org/endDate 2026-06-25T14:45:00+01:00 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good https://schema.org/location Convene 155 Bishopsgate https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good https://schema.org/startDate 2026-06-25T14:15:00+01:00 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/provenance https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/assertion http://www.w3.org/ns/prov#wasAttributedTo https://orcid.org/0000-0001-8492-0354 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://henrystewartconferences.com/events/semantic-data-europe-2026/agenda/day-1 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/pubinfo https://orcid.org/0000-0001-8492-0354 http://xmlns.com/foaf/0.1/name Ashley Caselli https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://purl.org/dc/terms/created 2026-09-16T13:59:54Z https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://purl.org/dc/terms/creator https://orcid.org/0000-0001-8492-0354 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://purl.org/dc/terms/license https://creativecommons.org/licenses/by/4.0/ https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://purl.org/nanopub/x/introduces https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/rag-accuracy-thresholds-in-sustainable-finance-when-good https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 http://www.w3.org/2000/01/rdf-schema#label Presentation: RAG Accuracy Thresholds in Sustainable Finance: When “Good Enough” is Good Enough https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate http://purl.org/np/RAefFjYMSnydcZtTqdT8TG8rJeJa76ryG7h10VHQiWKgY https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RA-N4_kFxcruvBTlo1yJv29E4SLOXsx5KO_th69PprMrA https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RACJ58Gvyn91LqCKIO9zu1eijDQIeEff28iyDrJgjSJF8 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RARJj78P72NR5edKOnu_f4ePE9NYYuW2m2pM-fEoobMBk https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate https://w3id.org/np/RAYrlN4s93vVe9LGI-gmPLTb-QZGHKd0mxx8VxJ3XVhuw https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate https://w3id.org/np/RAnXwqhtOJ1lxMw8dQVDKOmQSBJynhJR-agg4iyzTJDj8 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/james-phare http://xmlns.com/foaf/0.1/name James Phare https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA+i9DV8ynzO944pYkYsDwtlqJHuk+b7FQt6Bb4TIQSDX3jGUURn6WpaNwESHmgMLWSydaH5XlabMzuqpPL4iyB+IAzvwIxdJBLhe39EQMu2j+FZ/5d/xu/gO3nZw2KoEvJ7cJisabuI05OylIRSJ+OG5CmzFxnjojUEJeCFi1njY1InhXrb0yHud9b1ifzweoN6YYOBecKs1gTOaT2bf+t4Wgzg3M0PmRVZ4F0OALsnh4T5+x7kFtiPcDKNpORi585JjKCZ4kczIF6oUKcwgC0kmIY97jtLqSLcXRkxHx5CDI6qz4XlRFs1ZbCUdSlzjdPZAkaBcNem1gIhWzkHkEnQIDAQAB https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/sig http://purl.org/nanopub/x/hasSignature B1rlRIRLnIWP2cRiBBucg2Sr14siHWkEdrBfz2KuLb7IJjO4bkJqreVk4mJeXggS21nWx0hfeJu6jrbq3u09FGVvdDeyDUPw746rY+QfBc6EiLrh5UpFHNFG3FbrptlvhDL2TbFD3KyXml8rBDlXebvRzgJUkfGXOGgRZAL1yySrnga/kygejVWO+CpZoYcINl1XPvTt55OY0WxTvKKyPb9vfdM7XjRP+vXg2W2hAyJV+YH1z5AIMpwYV6dD5g+fJnCx8yD9w7C49JJjHjWLV50XewK15qDdnI2DVJowBus1GEe5Wjw0nVOZxcV8LjXJMySOK95fEEtLEjvQm0cWbA== https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8 https://w3id.org/np/RAXykgenemqmgXy7fqJmocCLGn8CVPLxteKN24BpvLNW8/sig http://purl.org/nanopub/x/signedBy https://orcid.org/0000-0001-8492-0354