You can include multimodal data like images. There’s something strange about including images when going back to Roman times or 1700 because while they had texts, they didn’t have digital images. However, this is acceptable for some purposes. You’d want to avoid leaking information that could only be known in the present. You could include things people at the time could see and experience themselves. For example, there may be no anatomically accurate painting in Roman times of a bee or an egg cracking, but you can include such images because people could see such things, even if they weren’t part of their recorded media. You could also have pictures of buildings and artifacts that we still have from the past.
随后，他似乎被一名位于其身后、未出现在画面中的警员击中并当场击毙。
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For example, as models improve at understanding semantic meaning and context, exact keyword matching will matter even less than it does now. Conversely, models might become better at assessing content quality through subtle signals like writing sophistication, logical coherence, and comprehensive coverage. This evolution favors creators focused on genuine quality over those trying to game systems through technical tricks.