Low-resource MobileBERT for emotion recognition in imbalanced text datasets mitigating challenges with limited resources.

Modern dialogue systems rely on emotion recognition in conversation (ERC) as a core element enabling empathetic and human-like interactions. However, the weak correlation between emotions and semantics poses significant challenges to emotion recognition in dialogue. Semantically similar utterances can express different types of emotions, depending on the context or speaker.

Xylooligosaccharides: A comprehensive review of production, purification, characterization, and quantification.

Xylooligosaccharides (XOS), short-chain polymers with prebiotic properties, have gained significant commercial attention over the past few decades due to their potential as nutraceutical components. Derived from lignocellulosic biomass (LCB), XOS serve as health promoting compounds with applications across multiple sectors, including food pharmaceutical and cosmetic. This comprehensive review provides an overview of XOS production, purification, characterization, and quantification, highlighting their derivation from various sources such as agricultural waste, agro-economical forest residues, and nutrient-dense energy crops.

Endosymbionts as hidden players in tripartite pathosystem of interactions and potential candidates for sustainable viral disease management.

The convoluted relationships between plants, viruses, and arthropod vectors housing bacterial endosymbionts are pivotal in the spread of harmful plant viral diseases. Endosymbionts play key roles in: manipulating host responses, influencing insect resistance to pesticides, shaping insect evolution, and bolstering virus acquisition, retention, and transmission. This interplay presents an innovative approach for developing sustainable strategies to manage plant diseases.

A Review of Potentials of Carica Papaya Leaves in Dengue Viral Infection - Insights of Clinical and Preclinical Studies.

One of the most widespread arboviral diseases in the world, dengue virus disease (DVD) is primarily found in tropical and subtropical regions, affecting 129 countries. The main way that the dengue virus (DENV) spreads is through the bite of a female mosquito. Symptomatic therapy and supportive care are the primary methods of managing patients with DENV infection as there is currently no approved antiviral medication for this condition.

Rational engineering of strain for stable and enhanced biosynthesis of pinene.

Monoterpene -pinene exhibits significant potential as an alternative fuel, widely recognized for its affordability and eco-friendly nature. It demonstrates multiple biological activities and has a wide range of applications. However, the limited supply of pinene extracted from plants poses a challenge in meeting the needs of the aviation industry and other sectors.