AxLaM: energy-efficient accelerator design for language models for edge computing.

Modern language models such as bidirectional encoder representations from transformers have revolutionized natural language processing (NLP) tasks but are computationally intensive, limiting their deployment on edge devices. This paper presents an energy-efficient accelerator design tailored for encoder-based language models, enabling their integration into mobile and edge computing environments. A data-flow-aware hardware accelerator design for language models inspired by Simba, makes use of approximate fixed-point POSIT-based multipliers and uses high bandwidth memory (HBM) in achieving significant improvements in computational efficiency, power consumption, area and latency compared to the hardware-realized scalable accelerator Simba.

Low Temperature Emissive Cyclometalated Cobalt(III) Complexes.

A series of Co complexes [Co(ImP)][PF], with HImP = 1,1'-(1,3-phenylene)bis(3-methyl-1-imidazole-2-ylidene)) and R = Me, Et, Pr, Bu, is presented in this work. The influence of the strong donor ligand on the ground and excited-state photophysical properties was investigated in the context of different alkyl substituents at the imidazole nitrogen. X-ray diffraction revealed no significant alterations of the structures and all differences in the series emerge from the electronic structures.

Vechur cow milk yoghurt: response surface methodology-based process optimization and storage studies.

In this research article, response surface methodology (RSM) based optimization of three production parameters namely temperature, time and amount of starter culture of Vechur cow milk yoghurt (VCMY) on the basis of sensory evaluation responses comparing cross-bred cow milk yoghurt (CCMY) as the control is reported. The optimized values of production parameters were 2.15 per cent rate of inoculation, 42°C incubation temperature and 4 h incubation period.

Country-specific key lifestyle factors and health outcomes for resource allocation in the general population: a network analysis across 29 countries.

Background: We aimed to identify the central lifestyle, the most impactful among lifestyle factor clusters; the central health outcome, the most impactful among health outcome clusters; and the bridge lifestyle, the most strongly connected to health outcome clusters, across 29 countries to optimise resource allocation for local holistic health improvements.

Methods: From July 2020 to August 2021, we surveyed 16 461 adults across 29 countries who self-reported changes in 18 lifestyle factors and 13 health outcomes due to the pandemic. Three networks were generated by network analysis for each country: lifestyle, health outcome, and bridge networks.

Clinical Features and Outcomes of Patients With COVID-19 Infection and Acute Kidney Injury Requiring Hemodialysis in an Intensive Care Unit: A Retrospective Study From a Tertiary Care Center in Eastern India.

Background: During the COVID-19 pandemic, it has been observed that acute kidney injury (AKI) especially requiring intervention support of hemodialysis has notably increased mortality rates among COVID-19-positive critically ill patients; however, comprehensive data regarding this from India, especially the eastern territory, remains sparse. This study aims to outline the demographic, clinical, and biochemical characteristics, along with the outcomes, of these patients.

Methods: A retrospective study was performed at the All India Institute of Medical Sciences (AIIMS), Patna, from March 1, 2020, to March 31, 2021.