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First up, we have **BART**. The name stands for Bidirectional and Auto-Regressive Transformer. It is a powerful model developed by Facebook. Think of BART as a master of both understanding and generating text. It uses a sequence-to-sequence framework, meaning it can take an input sequence and generate an output sequence. What sets BART apart is its bidirectional nature. It considers the context of words on both sides of a given word, which makes it more accurate at understanding the overall meaning of a sentence. It uses a denoising strategy during pre-training, which means it learns to reconstruct corrupted text. This helps it to understand the relationships between words, sentences, and paragraphs.
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