# Notes # OSDI Config for Content Server Side Injection using SPARQL # incleng..config_set ('https://virtuoso.openlinksw.com/faq-for-cxo-llm-virtuoso/', 'virtuoso', 'inline_html5md_schema_only', 'DEFINE sql:describe-mode "CBD" DESCRIBE <{url}> ?question FROM WHERE { <{url}> schema:mainEntity ?question. }'); # select incleng..config_flush_cache() ; ## RDF-Turtle Start ## @prefix : . @prefix Q1: . @prefix Q2: . @prefix Q3: . @prefix Q4: . @prefix A1: . @prefix A2: . @prefix A3: . @prefix A4: . @prefix dbms: . @prefix linkeddata: . @prefix semweb: . @prefix ai: . @prefix llm: . @prefix chatgpt: . @prefix schema: . @prefix owl: . @prefix xhv: . @prefix cc: . @prefix xsd: . @prefix faq-page: . @prefix source: . @prefix sourceDAV: . sourceDAV: a schema:CreativeWork ; schema:name """OpenLink Virtuoso and ChatGPT Large Language Model (LLM) Frequently Asked Questions for Chief Information Officers & Chief Data Officers (DAV Turtle Doc)"""^^xsd:string ; schema:description """A collection of questions and answers related to the business benefits of LLMs"""@en ; schema:author ; schema:dateCreated "2023-05-31T15:00:10-05:00"^^xsd:dateTime ; schema:dateModified "2023-05-31T15:57:18-05:00"^^xsd:dateTime ; xhv:license ; cc:attributionName "OpenLink Software" ; cc:attributionURL ; owl:sameAs source: . source: a schema:CreativeWork ; schema:name """OpenLink Virtuoso and ChatGPT Large Language Model (LLM) Frequently Asked Questions for Chief Information Officers & Chief Data Officers Page (Turtle Doc)"""^^xsd:string ; schema:description """A collection of questions and answers related to the business benefits of LLMs"""@en ; schema:author ; schema:dateCreated "2023-05-31T15:00:10-05:00"^^xsd:dateTime ; schema:dateModified "2023-05-31T15:57:18-05:00"^^xsd:dateTime ; owl:sameAs sourceDAV: ; # schema:mainEntity :this ; schema:mainEntity faq-page: ; xhv:license ; cc:attributionName "OpenLink Software" ; cc:attributionURL . # :this faq-page: a schema:WebPage, schema:FAQPage ; schema:name "OpenLink Virtuoso and ChatGPT Large Language Model (LLM) Frequently Asked Questions for Chief Information Officers & Chief Data Officers Page"@en ; schema:mainEntity Q1:this, Q2:this, Q3:this, Q4:this ; schema:author ; schema:publisher ; schema:dateCreated "2023-05-31T15:00:10-05:00"^^xsd:dateTime ; schema:dateModified "2023-05-31T15:57:18-05:00"^^xsd:dateTime ; xhv:license ; cc:attributionName "OpenLink Software" ; cc:attributionURL ; schema:relatedLink , , . Q1:this a schema:Question ; schema:name "What is Virtuoso?"@en ; schema:position "1"^^xsd:integer ; schema:acceptedAnswer A1:this ; schema:relatedLink linkeddata:this, semweb:this, dbms:this . A1:this a schema:Answer ; schema:text """Virtuoso is a combined multi-model DBMS and HTTP-based Application Server platform that supports critical open standards for providing applications with loosely-coupled access to disparate data sources. It is cross-platform, high-performance, scalable, and secure. It also includes native reasoning and inference for identity reconciliation and data wrangling across disparate data sources."""@en . Q2:this a schema:Question ; schema:name "What is ChatGPT?"@en ; schema:position "2"^^xsd:integer ; schema:acceptedAnswer A2:this ; schema:relatedLink llm:this, ai:this . A2:this a schema:Answer ; schema:text """ChatGPT is an advanced multi-lingual natural language processing technology, facilitated by a large language model (LLM), with an uncanny understanding of sentence syntax and semantics. It can produce responses, in conversational mode, based on user inputs."""@en . Q3:this a schema:Question ; schema:name "How does Virtuoso integrate with Large Language Models (LLMs)?"@en ; schema:position "3"^^xsd:integer ; schema:acceptedAnswer A3:this ; schema:relatedLink linkeddata:this, semweb:this, dbms:this, llm:this . A3:this a schema:Answer ; schema:text """Virtuoso uses LLMs as a natural language based conversational UI/UX into its modern multi-model data layer comprising structured data represented as tables (n-tuples) or RDF-based entity relationship graphs (3-tuples) which are also generally referred to as Knowledge Graphs. Integration occurs in loosely-coupled fashion, courtesy of Linked Data Principles where hyperlinks functioning as powerful pointers usable for creating data source names from SQL and/or SPARQL query templates for LLM fine-tuning. This capability extends to the following functionality realms:
  • - Reasoning & Inference: Built-in and/or custom reasoning and inference that scales massively for conceptual data analysis, integration, and management
  • - Data Virtualization: Powerful virtual database core that extends its data reach to HTTP-, ODBC-, and JDBC-accessible data source across private and/or public networks. Once attached, this data is harmonized semantically using a variety of mapping techniques based on existing open standards e.g., the RDF-based RDF to Relational Mapping Language commonly referred to as R2RML.
  • - Data Crawling: Unique native ability to crawl data from across a public or private network as part of its query solution production pipeline in very fine-grained form i.e., to the level of query language variables and constants.
"""@en . Q4:this a schema:Question ; schema:name "What are the benefits of using Virtuoso and ChatGPT together?"@en ; schema:position "4"^^xsd:integer ; schema:acceptedAnswer A4:this ; schema:relatedLink linkeddata:this, semweb:this, dbms:this, llm:this, chatgpt:this . A4:this a schema:Answer ; schema:text """Some of the benefits of using Virtuoso and ChatGPT together are: - You can access and integrate data from any source, including web pages, databases, APIs, files, etc. - You can query and explore data using natural language in a manner that's transparently mapped to declarative languages such as SQL and/or SPARQL - You can generate natural language responses that are informative, relevant, and engaging - You can create content such as summaries, reports, articles, etc. based on data - You can crawl a web of documents and/or a semantic web of data en route to discovering new data sources and entity relationship types - You can learn from ChatGPT's suggestions and insights to improve your productivity and knowledge, at levels unrivaled to date."""@en ; schema:relatedLink . ## Turtle End ##