4 papers
CUSUM-Shaped Inference-Time Monitoring and Targeted Re-Decoding for Quantized Small Language Model Reasoning
El Hassane Ettifouri, Ayoub Belfatmi, Mahaman Sanoussi Yahaya Alassan +1
Quantized small autoregressive reasoning models can enter long, repetitive, or unproductive trajectories, yet inference-time compute is usually allocated without observing how a tr…
Visual Grounding Methods for Efficient Interaction with Desktop Graphical User Interfaces
El Hassane Ettifouri, Jessica López Espejel, Laura Minkova +2
Most visual grounding solutions primarily focus on realistic images. However, applications involving synthetic images, such as Graphical User Interfaces (GUIs), remain limited. Thi…
Comparison of Open-Source and Proprietary LLMs for Machine Reading Comprehension: A Practical Analysis for Industrial Applications
Mahaman Sanoussi Yahaya Alassan, Jessica López Espejel, Merieme Bouhandi +2
Large Language Models (LLMs) have recently demonstrated remarkable performance in various Natural Language Processing (NLP) applications, such as sentiment analysis, content genera…
From Words to Workflows: Automating Business Processes
Laura Minkova, Jessica López Espejel, Taki Eddine Toufik Djaidja +2
As businesses increasingly rely on automation to streamline operations, the limitations of Robotic Process Automation (RPA) have become apparent, particularly its dependence on exp…