voxelc4L
Joined 5 years ago
Joined 5 years ago
Section 1001(a) states: "[I.] Except as otherwise provided in this section, [II.] whoever [III.] in any matter within the jurisdiction of the executive, legislative, or judicial branch of the Government of the United States, [IV.] knowingly and willfully— [i] falsifies, conceals, or covers up by any trick, scheme, or device a material fact; [ii.] makes any materially false, fictitious, or fraudulent statement or representation; or [iii.] makes or uses any false writing or document knowing the same to contain any materially false, fictitious, or fraudulent statement or entry; [V.] shall be fined under this title, imprisoned not more than 5 years or, if the offense involves international or domestic terrorism (as defined in section 2331), imprisoned not more than 8 years, or both. If the matter relates to an offense under chapter 109A [sexual abuse], 109B [sex offender registration], 110 [sexual exploitation], or 117 [transportation for illicit sexual purposes], or section 1591 [sex trafficking], then the term of imprisonment imposed under this section shall be not more than 8 years."
Embeddings live a very biased existence. They are the product of a network (or some algorithm) that was trained (or built) with specific data (and/or code) and assume particular biases intrinsically (network structure/algorithm) or extrinsically (e.g., data used to train a network) which they impose on the translation of data into some n-dimensional space. Any engineered solution always lives with such limitations, but with the advent of more and more sophisticated methods for the generation of them, I feel like it's becoming more about the result than the process. This strikes me as problematic on a global scale... might be fine for local problems but could be not-so-great in an ever changing world.