13 posts found
Explainable artificial intelligence (XAI): how open data can help understand algorithms
The increasing adoption of artificial intelligence (AI) systems in critical areas such as public administration, financial services or healthcare has brought the need for algorithmic transparency to the forefront. The complexity of AI models used to make decisions such as granting credit or making a…
The role of open data in the evolution of SLM and LLM: efficiency vs. power
Language models are at the epicentre of the technological paradigm shift that has been taking place in generative artificial intelligence (AI) over the last two years. From the tools with which we interact in natural language to generate text, images or videos and which we use to create creativ…
GeoPackage in INSPIRE: efficiency and usability for geospatial data geospatial data.
In the field of geospatial data, encoding and standardisation play a key role in ensuring interoperability between systems and improving accessibility to information.
The INSPIRE Directive (Infrastructure for Spatial Information in Europe) determines the general rules for the establishment of an Inf…
The Interoperable Europe Act
One of the main requirements of the digital transformation of the public sector concerns the existence of optimal interoperability conditions for data sharing. This is an essential premise from a number of points of view, in particular as regards multi-entity actions and procedures. In particular, i…
Common European public sector data spaces
The strong commitment to common data spaces at European level is one of the main axes of the European Data Strategy adopted in 2020. This approach was already announced in that document as a basis, on the one hand, to support public policy momentum and, on the other hand, to facilitate the developme…
SLM, LLM, RAG and Fine-tuning: Pillars of Modern Generative AI
In the fast-paced world of Generative Artificial Intelligence (AI), there are several concepts that have become fundamental to understanding and harnessing the potential of this technology. Today we focus on four: Small Language Models(SLM), Large Language Models(LLM), Retrieval Augmented Generation…
Safe rooms in Spain: What kind of data can researchers access?
There are a number of data that are very valuable, but which by their nature cannot be opened to the public at large. These are confidential data which are subject to third party rights that prevent them from being made available through open platforms, but which may be essential for research that p…
Towards an Open Government: A Guide to Transforming Public Administrations
The Open Government Guide for Public Employees is a manual to guide the staff of public administrations at all levels (local, regional and state) on the concept and conditions necessary to achieve an "inclusive open government in a digital environment". Specifically, the document seeks for the admin…
The European data space for public procurement: possibilities, difficulties and challenges
The regulatory approach in the European Union has taken a major turn since the first regulation on the reuse of public sector information was promoted in 2003. Specifically, as a consequence of the European Data Strategy approved in 2020, the regulatory approach is being expanded from at least two p…
A common language to enable interoperability between open dataset catalogs
Open data plays a relevant role in technological development for many reasons. For example, it is a fundamental component in informed decision making, in process evaluation or even in driving technological innovation. Provided they are of the highest quality, up-to-date and ethically sound, data can…