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You are probably very aware of it, but just to highlight the importance of this for people who aren't aware: data duplication degrades the training and makes me
by ijk 4y ago
You are probably very aware of it, but just to highlight the importance of this for people who aren't aware: data duplication degrades the training and makes memorization (and therefore plagiarism, in the technical sense) more likely. For language models, this includes near-similarities, which I'd guess would extend to images.
Quantifying Memorization Across Neural Language Models
https://arxiv.org/abs/2202.07646 https://arxiv.org/abs/2202.07646
Deduplicating Training Data Makes Language Models Better
https://arxiv.org/abs/2107.06499 https://arxiv.org/abs/2107.06499
https://twitter.com/arankomatsuzaki/status/1415472192100339714 https://twitter.com/arankomatsuzaki/status/14154721921003397...
https://twitter.com/katherine1ee/status/1415496898241339400 https://twitter.com/katherine1ee/status/1415496898241339400