Recursively Autoregressive Autoencoder for Pyramidal Text Representation
Karlo Babić,
Ana Meštrović
Abstract:We introduce Pyramidal Recursive learning (PyRv), a novel method for text representation learning. This approach constructs a pyramidal hierarchy by recursively building representations of phrases, starting from tokens (characters, subwords, or words). At each level, N representations are recursively combined, resulting in N-1 representations on the level above, abstracting the input text from characters or subwords to words, phrases, and potentially sentences. The proposed method employs two learning approach… Show more
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