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Large language models (LLMs) have revolutionized natural language processing and artificial intelligence, enabling a variety of downstream tasks. However, most advanced models focus predominantly on English and a limited set…
In-context learning (ICL) enables LLMs to adapt to new tasks by including a few examples directly in the input without updating their parameters. However, selecting appropriate in-context examples (ICEs) is…
Speech and audio processing is crucial in models involving speech data, particularly in handling complex tasks such as speech recognition, text-to-speech synthesis, speaker recognition, and speech enhancement. The key challenge…
Dentons has done plenty with genAI already, such as developing one of the first internal LLM-based tools for general legal use, Fleet AI, but where …
Language models have made significant strides in mathematical reasoning, with synthetic data playing a crucial role in their development. However, the field faces significant challenges due to the closed-source nature…
Modern machine learning (ML) phenomena such as double descent and benign overfitting have challenged long-standing statistical intuitions, confusing many classically trained statisticians. These phenomena contradict fundamental principles taught in introductory…
The development of AI language models has largely been dominated by English, leaving many European languages underrepresented. This has created a significant imbalance in how AI technologies understand and respond…
Recurrent neural networks (RNNs) have been foundational in machine learning for addressing various sequence-based problems, including time series forecasting and natural language processing. RNNs are designed to handle sequences of…
In today’s rapidly evolving landscape, enterprise chatbots are becoming essential tools to enhance employee productivity by providing quick access to organizational knowledge. However, the journey to build effective, scalable, and…
Amazon’s Alexa, Apple’s Siri, Microsoft’s Cortana, and Samsung’s Bixby are prime voice assistant examples (VAs), but the technology itself is no longer limited to megacorporations. Instead, these intelligent systems are…