Brief

Researchers have introduced MIDI, a new dataset designed to evaluate how well multilingual NLP models understand idiomatic expressions. This dataset includes idioms in sentence and conversational contexts across high-, medium-, and low-resource languages. Benchmarking current models revealed significant performance degradation in low-resource languages and a general difficulty with literal interpretations, even with conversational context. AI

Data center developers are increasingly turning to on-site power generation, primarily natural gas-based microgrids, as a solution to significant interconnection delays with the main power grid. This shift is driven by the urgent need for reliable electricity to support the rapid expansion of AI infrastructure, with data centers' power consumption expected to more than double in the US by 2028. Unison Energy, an Energy-as-a-Service provider, is capitalizing on this trend by offering behind-the-meter generation systems under long-term contracts, moving on-site power from a workaround to a primary design choice. AI

EchoSight is an open-source mobile application designed to provide real-time visual-to-audio sensory substitution. This framework aims to assist individuals, particularly those with blindness, by converting visual information into auditory signals. The project utilizes technologies like YOLOv3 for object detection and MIDI for audio output, and is associated with the ARVO 2026 conference. AI