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This is indeed fairly a achieve, but it is a double-edged sword: it is puzzling to create code for it since the BPE encoding of a text is unfamiliar & unpredictable (incorporating a letter can improve the remaining BPEs totally), and the implications of obscuring the actual characters from GPT are unclear. A 3rd notion is "BPE dropout": randomize the BPE encoding, sometimes dropping down to character-level & alternate sub-phrase BPE encodings, averaging about all attainable encodings to drive the design to find out that they are all equivalent without the need of dropping much too considerably context window when training any offered sequence. seventeen For instance, consider puns: BPEs suggest that GPT-3 cannot study puns since it doesn’t see the phonetic or spelling that drives verbal humor in dropping down to a reduce stage of abstraction & then again up but the schooling knowledge will even now be stuffed with verbal humor-so what does GPT-3 learn from all that? I assume that BPEs bias the model and might make rhyming & puns particularly difficult because they obscure the phonetics of terms GPT-3 can nonetheless do it, but it is compelled to rely on brute drive, by noticing that a unique seize-bag of BPEs (all of the diverse BPEs which may encode a distinct audio in its various terms) correlates with a different seize-bag of BPEs, and it will have to do so for each pairwise likelihood

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