3 ms·
I don't think that is sufficient: - Perhaps the model can be improved by adding sentences, but which ones? There is a potentially infinite amount of sentences
by WJW 3y ago
I don't think that is sufficient:
- Perhaps the model can be improved by adding sentences, but which ones? There is a potentially infinite amount of sentences to add and no good way to select them
- Your proposed method handwaves the method of acquiring "many problem challenges that it hasn't seen before", which just moves the problem. Constructing a problem set containing the full range of potential problems to solve is again a Very Hard Problem.
The second problem is not just theoretical either: see https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology/ https://sitn.hms.harvard.edu/flash/2020/racial-discriminatio... for example, where a facial recognition algorithm performed much worse on non-white women because the training set didn't contain enough pictures of them. AI software is notorious for finding this kind of loophole and for overfitting itself for the training set rather than for the real world.