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BGE (BAAI General Embedding) is a large-scale pre-trained embedding model developed by the Beijing Academy of Artificial Intelligence (BAAI) designed to generate high-quality vector representations for various data types. It serves as a foundational model for natural language processing and other AI applications.
AI research at Microsoft encompasses the company’s extensive efforts to develop and advance artificial intelligence technologies across various domains. It involves foundational research, applied projects, and collaborations aimed at integrating AI into Microsoft products and services.
Dense passage retrieval (DPR) is a neural information retrieval technique that uses dense vector representations to find relevant text passages. It improves over traditional sparse retrieval methods by encoding queries and documents into continuous embeddings, enabling efficient and accurate retrieval in large-scale text collections.
GPT-3 is a state-of-the-art language model developed by OpenAI, known for its ability to generate human-like text based on input prompts.
Task arithmetic for LLMs refers to the method of combining multiple tasks to optimize the performance of large language models. It enhances task management and efficiency.
A large language model (LLM) is an advanced type of artificial intelligence designed to understand, generate, and interact using human language. These models are trained on vast amounts of text data and utilize deep learning techniques to perform a wide range of language-related tasks.
BigBird is a transformer-based neural network architecture designed to efficiently process long sequences by extending the standard attention mechanism with sparse attention patterns. It enables scalable natural language processing and other sequence modeling tasks.
A virtual assistant is a software agent that can perform tasks or services for an individual based on commands or questions. These assistants use artificial intelligence, voice recognition, and natural language processing to provide user interaction.
The Allen Institute for AI (AI2) is a research institute founded to contribute to artificial intelligence through high-impact projects and open research. It focuses on advancing AI technologies and making scientific knowledge more accessible.
Frozen in time is a video-language model that integrates visual and textual data for enhanced understanding and generation of content.