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Deep learning techniques further enhanced this, enabling sophisticated image and speech recognition. Systems like ChatGPT by OpenAI, BERT, and T5 have enabled breakthroughs in human-AI communication. AI Agents vs. ChatGPT Many advanced AI agents, such as Auto-GPT and BabyAGI, utilize the GPT architecture.
Moreover, LLMs continuouslylearn from customer interactions, allowing them to improve their responses and accuracy over time. In this section, we will provide an overview of two widely recognized LLMs, BERT and GPT, and introduce other notable models like T5, Pythia, Dolly, Bloom, Falcon, StarCoder, Orca, LLAMA, and Vicuna.
Two open-source libraries, Ragas (a library for RAG evaluation) and Auto-Instruct, used Amazon Bedrock to power a framework that evaluates and improves upon RAG. Generating improved instructions for each question-and-answer pair using an automatic prompt engineering technique based on the Auto-Instruct Repository.
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