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What is BigBird: Sparse Attention for NLP Tasks about?

Big Bird introduces a sparse attention mechanism that reduces the quadratic dependency of BERT on sequence length to linear, enabling it to handle longer sequences effectively. It achieves state-of-the-art results in question answering and summarization tasks, as well as applications in genomics. The architecture incorporates global, local, and random attention mechanisms to optimize performance across various natural language processing tasks.

Author

minh đức

Language

EN