2 ms·
Could it be that model just uses latent space for thinking while generating almost garbage? Interesting to check if adding repeating something at the end of pr
by MoonGhost 2y ago
Could it be that model just uses latent space for thinking while generating almost garbage? Interesting to check if adding repeating something at the end of prompt helps. I.e. model uses it for 'thinking'.
- refulgentis 2y agoLatent space has a certain shape, which may mean I'm missing a technical distinction.* There's been publications with a pause token (https://arxiv.org/abs/2310.02226 https://arxiv.org/abs/2310.02226), backspace token (https://arxiv.org/abs/2306.05426 https://arxiv.org/abs/2306.05426), or a think token (https://arxiv.org/html/2405.08644v1#Ch0.S4 https://arxiv.org/html/2405.08644v1#Ch0.S4), all of them based on the theory that a generic token can sort of act a placeholder for manipulating attention further without further meaningful output. However, in practice, those approaches haven't been used in the training of a large scale model, i.e. I haven't seen it at all, the most adventurous people have gotten at scale is doing Mamba. (and RL) * It had a particular technical meaning. The first round of the telephone game was when it came to mean "a 3 spatial dimensions-like space, with N dimensions, in an image diffusion model, that contains all possible image styles, that is navigated by a prompt." We're many iterations afield of it now, I'm afraid. Now, you sort of have to interpret it like you would negative space, defined by what it is around it.