Projects

 

Manifesto: Unraveling the Complexity of Language through AI and complex systems

Welcome to the forefront of an intellectual revolution that unites the realms of Artificial Intelligence, Complexity Theory, and the intricacies of language. Our research lab is embarking on an ambitious journey that seeks to understand the very fabric of communication and meaning – the essence of language – using cutting-edge tools such as deep learning, Transformers, and attention mechanisms like ChatGPT and BERT, which are just a few examples. We invite all like-minded researchers to join us in this endeavor as we push the boundaries of knowledge and unlock the secrets of language as a complex system.

At the heart of our vision lies the profound realization that language, in all its forms and complexities, is an intricate web of interconnected elements. Just as a complex system exhibits emergent properties from the interactions of its constituents, so does language manifest its meaning through the dynamic interplay of words, phrases, and contexts. Inspired by Wittgenstein's linguistic breakthrough, we assert that the true meaning of a word resides not in isolated definitions but rather in its practical use within the context of the language and the broader world.

Through the lens of Artificial Intelligence, specifically leveraging the transformative power of deep learning and models built on Transformers and attention mechanisms, we aim to decipher the hidden patterns and structures within language. These models form the bedrock upon which we construct our journey, serving as the platform for studying the sense and meaning of text from a compositional perspective – an approach firmly rooted in the distributional hypothesis.

Our quest extends beyond the confines of algorithms and machine learning. We are equally fascinated by the human mind, exploring the cognitive and linguistic developments that shape our understanding of language. By drawing parallels between information representation in artificial systems and cerebral neuronal networks, we seek to bridge the gap between artificial and biological intelligence.

Collaboration and interdisciplinary research are at the core of our philosophy. We embrace the diverse perspectives and insights that scholars from various domains can bring to the table. Our manifesto recognizes the intellectual contributions of esteemed authors like Wittgenstein, Geoffrey Hinton, Yann LeCun, Joshua Bengio, Albert-László Barabási, Melanie Mitchell and stands on the shoulders of giants in Complexity Theory, AI, and cognitive science.

In this research program, we are not content with merely scratching the surface of language's mysteries. Instead, we strive to break new ground, unearthing novel and profound interdisciplinary connections that enrich our understanding of this profound human phenomenon.

Our lab's web page is more than just a repository of research – it is an invitation to embark on a journey of discovery together. We extend our hands to researchers from all walks of life, inviting you to join us in unraveling the complexity of language through AI and cognitive systems. Together, we will shape the future of communication, transforming our insights into practical applications that enhance how we interact, learn, and understand the world.

Are you ready to be a part of this intellectual odyssey? Join us now, and let's make history together in the ever-expanding universe of AI, Complexity Theory, and language exploration. The potential is limitless, and the adventure has just begun.


The application and engineering component 

Beyond the theoretical quest for unraveling the complexity of language, our research program embraces a strong applicative aspect that harnesses the power of Natural Language Processing (NLP), text mining, and text classification. We recognize that understanding language is not an academic pursuit alone but a transformative force with far-reaching real-world applications. By leveraging advanced NLP techniques, we aim to create intelligent systems capable of extracting valuable insights from vast amounts of textual data. Text mining methodologies will enable us to discover patterns, relationships, and trends hidden within unstructured information, empowering industries ranging from healthcare and finance to social media and beyond.

Text classification, a vital component of our endeavors, empowers us to categorize and organize textual content efficiently. Our vision extends beyond conventional classifications, seeking to build models that grasp the nuances of language, contextual subtleties, and even emotions conveyed through the written word. These classifiers will find applications in sentiment analysis, information retrieval, recommendation systems, and numerous other fields that rely on understanding and processing human language.

Our goal is to bridge the gap between foundational research and practical implementation, ensuring that the insights gained from our theoretical explorations enrich the NLP landscape with tangible advancements. By fostering a holistic approach that intertwines theory and application, we aim to propel the field of NLP forward and, in turn, drive progress in various industries that leverage language as a critical asset. Together, we will forge a future where intelligent language technologies not only comprehend but also empathize with human expression, revolutionizing how we interact with information and each other. Embrace the opportunity to be part of this transformative journey and join us in shaping the future of language understanding and its boundless applications.