Our Services
At Parallia, we leverage cutting-edge research and a decade of experience in Natural Language Processing to deliver unparalleled services designed to enhance your AI capabilities in the healthcare domain and beyond. Our focus is on developing innovative solutions that meet the specific needs of our clients, utilizing state-of-the-art models and techniques. Here are the key services we offer:
Foundational Models for Healthcare
Our flagship offering includes foundational multilingual models specifically designed for the healthcare sector, such as the BioLORD-2023-M model. This state-of-the-art resource fuses insights from large language models with clinical knowledge graphs, empowering healthcare researchers and professionals to navigate data in a multilingual context effectively. This offering positions you at the forefront of bioinformatics research and practical application.
🤗 Explore our HuggingFace library! 🤗
Multilingual Adaptation of Custom LLMs and VLMs
We also specialize in adapting custom Large Language Models (LLMs) and Vision-Language Models (VLMs) to support multiple languages. Our method enhances inference efficiency across all languages by employing per-language tokenizers, ensuring better performance and accessibility. This service is particularly beneficial for organizations seeking to broaden their linguistic reach and improve user experiences.
Fine-tuning for Enhanced Retrieval and Search
We provide tailored fine-tuning services for existing multilingual models, optimizing them for targeted retrieval and search within electronic health records (EHR) and biomedical literature. Our approach is informed by extensive research, including the development of tools and models that significantly improve the accuracy and efficiency of data retrieval in medical and clinical contexts.
Our services are anchored in robust academic research, with notable publications including:
- Trans-Tokenization and Cross-lingual Vocabulary Transfers: A novel approach facilitating language adaptation of LLMs for low-resource NLP.
- BioLORD-2023: A new state-of-the-art biomedical model providing semantic textual representations that combine LLMs and clinical knowledge graph insights.
- BioDEX: An innovative framework for large-scale biomedical adverse drug event extraction aimed at improving pharmacovigilance.
- Automatic Glossary of Clinical Terminology: A comprehensive biomedical dictionary generated from ontological knowledge, enhancing clinical data understanding.
We are committed to driving innovation in the field of NLP and are eager to collaborate with you on your next project. Together, we can harness the power of artificial intelligence to transform healthcare and other sectors.