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LLM.facts.ttl
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PREFIX cs: <http://codesupreme.com/>
PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
PREFIX schema: <http://www.schema.org/>
PREFIX foaf: <http://xmlns.com/foaf/0.1/>
cs:GoogleAI rdf:type schema:Company .
cs:GPT4 rdf:type rdfs:Resource , schema:CreativeWork , cs:Software , cs:LLM;
schema:dateCreated 2022 .
cs:DSPy rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework;
schema:creator cs:StanfordU;
schema:description "replaces prompting with coding and compiling using declarative language";
schema:keywords "declarative programming, prompting" .
cs:StreamLit rdf:type rdfs:Resource , schema:CreativeWork , cs:Algorithm;
schema:creator cs:OpenSource;
schema:description "A python framework that enables the creation of interactive web applications very simply" , "UI Algorithm prototype AI/ML apps";
schema:keywords "framework, UI" .
cs:Architecture rdf:type rdfs:Resource , rdfs:Class .
cs:Edge rdf:type cs:Browser .
cs:DALL-E rdf:type cs:Software .
cs:Mistral7B rdf:type cs:Software, cs:open-source, cs:LLM; schema:creator cs:Mistral;
schema:uses cs:GQA, cs:SWA;
schema:web <http://arxiv.org/pdf/2310.06825>.
cs:GQA rdfs:type cs:Software; schema:abbreviation "Grouped Query Attention";
schema:description "aims to strike a balance between two existing attention mechanisms: Multi-Head Attention (MHA) and Multi-Query Attention (MQA); involves H queries, keys, and values, providing high quality but slower training time; GQA partitions query heads into G groups, with each group sharing a single key head and value head.".
cs:SWA rdfs:type cs:Software; schema:abbreviation "Sliding Window Attention";
schema:description "extends the attention mechanism of a transformer model beyond a fixed window size. Specifically, it allows the hidden state at position i in a given layer to attend to hidden states from the preceding layer within the range of positions i - W to i, where W represents the window size.".
cs:LionAGI rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework;
schema:description "builds vector index from documents - vector index provides query param'd service with response_mode(s) e.g. tree_summarize" .
cs:SatyaNadella rdf:type rdfs:Resource , schema:Person;
cs:CEO cs:Microsoft .
cs:Framework rdf:type rdfs:Resource , rdfs:Class , rdf:Class;
rdfs:subClassOf rdfs:Resource , cs:Framework , schema:CreativeWork .
cs:AiAlliance rdf:type schema:Organization;
cs:member cs:Meta , cs:IBM , cs:NSF , cs:LinuxFoundation , cs:HuggingFace , cs:xAi .
cs:ContextWindow schema:IsRelatedTo cs:NLP .
cs:Browser rdf:type rdfs:Resource , rdfs:Class .
cs:Gligen rdf:type schema:CreativeWork , rdfs:Resource , cs:ImageGenerator .
cs:xAi cs:owner cs:ElonMusk .
cs:SORA rdf:type rdfs:Resource , schema:CreativeWork , cs:ImageGenerator , cs:Algorithm;
schema:creator cs:OpenAI;
schema:description "text to video software";
schema:keywords "text to video" .
cs:BERT rdf:type cs:Software , cs:LLM;
schema:alternateName "Bidirectional Encoder Representation from Transformers";
schema:creator: cs:GoogleAI;
schema:dateCreated 2018 .
cs:DeepMind rdf:type schema:Company;
cs:acquiredBy cs:Google .
cs:FrontierModelForum
rdf:type schema:Organization;
cs:member cs:Apple , cs:Amazon , cs:OpenAI .
cs:GPT rdf:type schema:CreativeWork , rdfs:Resource , cs:Model .
cs:MicrosoftConsumerAI
schema:includes cs:Copilot , cs:Bing , cs:Edge .
cs:ChatBot rdf:type rdfs:Resource , rdfs:Class .
cs:MustafaSuleyman rdf:type rdfs:Resource , schema:Person;
cs:coFounded cs:DeepMind;
cs:leading cs:MicrosoftConsumerAI;
schema:authorOf cs:TheComingWave;
schema:reportsTo cs:SatyaNadella;
foaf:knows cs:DemisHassabis .
cs:DemisHassabis rdf:type schema:Person;
cs:leading cs:GoogleDeepMind;
foaf:knows cs:MustafaSuleyman.
cs:GPT3 rdf:type cs:Software , cs:LLM;
schema:dateCreated 2020 .
cs:Anthropic schema:owns cs:Claud .
cs:txtai rdf:type cs:Database;
schema:contains cs:Embeddings .
cs:ElonMusk rdf:type rdfs:Resource , schema:Person .
cs:DiscoveryPartner rdf:type schema:Company .
cs:Mistral rdf:type schema:Company;
schema:creator cs:ArthurMensch;
schema:location "France".
cs:ArthurMensch rdf:type schema:Person.
cs:Algorithm rdf:type rdfs:Resource , rdfs:Class , rdf:Class;
rdfs:subClassOf rdfs:Resource , cs:Algorithm , schema:CreativeWork .
cs:Streamlit rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework .
cs:Microsoft rdf:type schema:Company;
cs:investsIn cs:Mistral, cs:OpenAI;
schema:owns cs:Copilot .
cs:Claude2 rdf:type cs:LLM .
cs:GPT5 rdf:type cs:Software , cs:LLM .
cs:Copilot rdf:type cs:Software , cs:LLM , cs:ChatBot .
cs:Software rdf:type rdfs:Resource , rdfs:Class , rdf:Class .
cs:Bing rdf:type cs:SearchEngine .
cs:LLaMA rdf:type cs:Software , cs:LLM;
schema:creator: cs:Microsoft;
schema:dateCreated 2023;
schema:description "efficient and scalable, fewer parameters, high accuracy" .
cs:LLaMA3 rdf:type cs:Software , cs:LLM;
schema:creator: cs:Meta;
schema:isBasedOn cs:LLaMA.
cs:Ollama rdf:type cs:Software;
schema:description "run open-source large language models locally".
cs:MetaAI rdf:type cs:Software , cs:LLM;
schema:creator: cs:Meta;
schema:isBasedOn cs:LLaMA3;
schema:description "responds to getting information about concerts in SF on Saturday night or vegan restaurants in New York", "used in all Meta products", "fine tuned to make it less likely to refuse to answer on sensitive topics".
cs:ClaudeInstant rdf:type cs:LLM .
cs:Database rdf:type rdfs:Resource , rdfs:Class .
cs:Autogen rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework;
schema:creator cs:Meta;
schema:description "multi-agent framework";
schema:keywords "multi-agent, framework" .
cs:Transformer rdf:type cs:NeuralNetArchitecture .
cs:AiAlgorithm rdf:type rdfs:Resource , rdfs:Class;
rdfs:subClassOf schema:CreativeWork , rdfs:Resource , cs:AiAlgorithm , cs:Algorithm .
cs:Rollo rdf:type rdfs:Resource , schema:Person;
cs:likes cs:GPT4 .
cs:DeepLearningArchitecture
rdf:type cs:Architecture .
cs:Google rdf:type schema:Company .
cs:OpenSourceModel rdf:type rdfs:Resource , rdfs:Class;
rdfs:subClassOf schema:CreativeWork , rdfs:Resource , cs:OpenSourceModel , cs:Model .
cs:Meta rdf:type schema:Company .
cs:LaMDA rdf:type cs:Software , cs:LLM;
schema:creator: cs:Google;
schema:dateCreated 2023;
schema:description "specializes in conversational AI" .
cs:likes rdf:type rdfs:Resource , rdf:Property;
rdfs:domain schema:Person;
rdfs:range schema:CreativeWork;
rdfs:subPropertyOf cs:likes .
cs:NeuralNetArchitecture
rdf:type rdfs:Resource , rdfs:Class , cs:Architecture .
cs:OpenAI rdf:type schema:Company;
schema:owns cs:ChatGPT , cs:GPT3 , cs:GPT4 , cs:GPT5 .
cs:LangGraph rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework;
schema:isBasedOn cs:LangChain;
schema:description "extends the LangChain Expression Language by allowing coordination of multiple chains (or actors) across multiple computation steps in a cyclic manner".
cs:LangChain rdf:type schema:CreativeWork , rdfs:Resource , cs:Framework;
schema:description "designed for building applications that leverage large language models (LLMs)";
schema:description "serves as the backbone of an application’s cognitive architecture. It encompasses chains, agents, and retrieval strategies";
schema:description "offers various functionalities such as memory, indexing, retriever agents, and so on which can be used in combination with other libraries like HuggingFace Transformers or PyTorch";
schema:use cs:LCEL.
cs:LangChainExpressionLanguage schema:abbreviation cs:LCEL;
schema:description "stream tokens straight from an LLM to a streaming output parser, and you get back parsed, incremental chunks of output at the same rate as the LLM provider outputs the raw tokens".
cs:Model rdf:type rdfs:Resource , rdfs:Class , rdf:Class;
rdfs:subClassOf rdfs:Resource , cs:Model , schema:CreativeWork .
cs:LLM rdf:type schema:CreativeWork , cs:Algorithm , rdfs:Resource , rdfs:Class , rdf:Class , cs:AiAlgorithm .
cs:SearchEngine rdf:type rdfs:Resource , rdfs:Class .
cs:ImageGenerator rdf:type rdfs:Resource , rdfs:Class , rdf:Class;
rdfs:subClassOf rdfs:Resource , cs:ImageGenerator , schema:CreativeWork .
cs:HuggingFace rdf:type cs:Database;
schema:contains cs:LLM .
cs:SemanticKernel rdf:type cs:SDK, cs:Software; schema:creator cs:Microsoft;
schema:description "allows developers to integrate AI/LLM services using programming languages C# and Python",
"an open-source SDK that lets you easily build agents that can call your existing code.";
schema:documentation <https://learn.microsoft.com/en-us/semantic-kernel/overview/>.
cs:DSPy rdf:type cs:Framework;
schema:description "algorithmically optimizes LM prompts and weights";
schema:description "finds use for Named Entity Recognition";
schema:includes cs:Signatures;
schema:keywords "metadata extraction".
cs:Docker rdf:type cs:Software.
cs:OpenDevin rdf:type cs:Software; schema:description "code generator";
schema:documentation <https://www.youtube.com/watch?v=dKD4a_sv69o>;
schema:using cs:Docker.
cs:Phi-3-mini rdf:type cs:LLM, cs:OpenSource;
schema:creator cs:Microsoft.
cs:Phi-3-small rdf:type cs:LLM, cs:OpenSource;
cs:description "can run on cell phones, not need GPU chips";
schema:creator cs:Microsoft.
cs:G42 rdf:type schema:Company;
cs:owner cs:China;
schema:products "AI, biotech, surveillance";
schema:description "Microsoft signed agreement to share and invest; concern by US government".
cs:Groq rdf:type cs:InferenceEngine;
schema:description "provides an LPU (Language Processing Unit) interface engine, fastest inference for computationally intensive applications with a sequential component to them, as in LLMs";
cs:mediumRef <https://medium.com/towards-artificial-intelligence/llama-3-groq-is-the-ai-heaven-337b6afeced3>.
cs:ReWOO cs:standsFor "Reasoning Without Observation";
schema:description "decouples the reasoning process from tool interactions; involves a planning module that anticipates the reasoning paths and prepares all required queries in advance; reduces the token usage and computational overhead typically associated with dynamic tool calls in traditional ALM systems; also matches or surpasses the performance of existing prompting paradigms like ReAct, which are based on more traditional, step-by-step tool interactions".
cs:Azure rdf:type cs:Software;
schema:description "Azure is a cloud computing platform developed by Microsoft; offers a free tier that provides free use of certain services for the first 12 months";
schema:owner cs:Microsoft.
cs:VertexAI schema:description "A machine learning (ML) platform offered by Google Cloud, supports build, deploy, and scale machine learning models".
cs:AIOverview rdf:type cs:Software; schema:creator cs:Google;
schema:description "chatbot to augment Google search combining results from Gemini with snippets from the web";
schema:uses cs:Gemini;
schema:negativeNotes "told users to clean their washing machines with a mixture of chlorine bleach and vinegar which can create harmful chlorine gas; mix non-toxic glue into their pizza sauce (from Reddit post) and to eat one rock a day for vitamins and minerals (Onion post)".