An AI Model (or simply model) represents a program that has been trained on a set of data to recognize certain patterns or make certain decisions without further human intervention. You handle the models in Administration >...
Training AI models is a computationally intensive and time-consuming process, often requiring specialized hardware and large datasets. For this reason, not all models can be trained directly within LogicalDOC. To simplify adoption, the system allows...
The Zero-Shot model enables automatic classification of documents into user-defined categories without requiring prior training on those specific labels. This allows the system to dynamically assign tags based on the semantic meaning of the content,...
Embedding Schemes The process of calculating an embedding of a document is not unique, but depends on what embedding model you use. In Administration > Artificial Intelligence > Embeddings, you can handle different embedding schemes, each one telling...
with a Threshold value that defines the minimum confidence required to accept a result. The available strategies are: AI Model and Semantic Similarity. Additionally, the selected strategy affects which additional fields are required. AI Model...
to benefit from all the potential of a Document Management System to manage large volumes of data necessary for training. Models AI models are programs that implement an algorithm designed to solve a problem in the same way it would do a human brain,...
The Language Detection model automatically identifies the language of a document based on its textual content. This enables the system to classify documents by language and support language-specific processing workflows. The model is based on a...
A neural network is an AI model that teaches computers to process data by modeling it on how the human brain works. It is a type of machine learning (ML) process, called deep learning, that uses interconnected nodes or...
Natural Language Processing, or simply NLP, is a class of AI model designed to process naturally written texts. NLP enables computers to understand, interpret, and generate human language. It bridges the gap between human communication and machine...
using labeled examples, where each line includes a category and a sentence that reflects that category. This builds a model that can later compare new inputs against what it has learned. To train the model, the system expects a CSV file containing only...
directly from LogicalDOC. Users can create and generate reports, defining what statistics they want to compute. The report models are based on BIRT report files that have been imported in LogicalDOC. All the parameters defined in the BIRT report file...
The Embedder class models enable the mapping of entire documents to fixed-length vectors, making it possible their representation in a continuous vector space. This facilitates efficient comparison and manipulation of textual data in natural language...
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Set up billing OpenAI implements a pay-per-use model for its API services. Therefore, it's essential to establish a payment method for billing purposes. Without this setup, the newly-created API...
The Tokens Detector is a specialized natural language model designed to identify and extract specific pieces of information, called tokens, from within a sentence. It is used to detect structured data like IDs, names, dates, or codes embedded in...
answers. Robots act as an interface between the user and the Natural Language Processing (NLP) engine, using trained models to classify queries and extract key information. The platform provides a default robot is named Coach, but you may create your...
A sampler is an object used to retrieve and prepare a dataset for the training of a model. You handle the samplers in Administration > Artificial Intelligence > Models > Samplers You can count on different types of samplers with different settings:...
have tabs of different type, but the most important one is the Sign Here that collects the signature. In LogicalDOC a tab is modeled with an annotation of a special type. In order to prepare the documents, click on the Edit the tabs icons. [lightbox...
(the vectorial representation of documents) for fast retrieval and semantic search. Embeddings are generated by AI models, in the context of machine learning these features represent different dimensions of the data that are essential for understanding...
size="h3" style="underline"] Permissions inheritance[/heading] The security model implemented by the system allows you to express security policies for various permissions. These security policies are expressed in...
The product provides a completely web-based designer that can be used to visually model your business processes (workflow templates) without having to install additional software. The workflow designer is available in Administration > Document metadata...
