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Nostalgebraist discussed the extraordinary weirdness of BPEs and how they alter chaotically primarily based on whitespace, capitalization, and context for GPT-2, with a followup post for GPT-3 on the even weirder encoding of figures sans commas.15 I read through Nostalgebraist’s at the time, but I didn’t know if that was truly an concern for GPT-2, due to the fact troubles like deficiency of rhyming could just be GPT-2 currently being stupid, as it was somewhat silly in a lot of approaches, and examples like the spaceless GPT-2-tunes model have been ambiguous I stored it in thoughts even though assessing GPT-3, nevertheless. This is certainly really a attain, but it is a double-edged sword: it is confusing to produce code for it mainly because the BPE encoding of a text is unfamiliar & unpredictable (introducing a letter can adjust the final BPEs wholly), and the repercussions of obscuring the true figures from GPT are unclear. I have additional noticed that GPT-3’s anagram abilities appear to strengthen substantially if you individual just about every letter in an anagram with a place (guaranteeing that the letter will have the same BPE in the two the scrambled & unscrambled versions). The finetuning seems to have very seriously degraded the model, in addition to the censoring & filtering now completed

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