Interpretable embeddings
US12400078B1 · kind B1 · utility
Assignee
Inventors
Key dates
| Filing date | Mar 28, 2022 |
| Grant date | Aug 26, 2025 |
| Priority date | — |
| Expiry date | Jun 5, 2043 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06V10/82
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
This specification is generally directed to techniques for creating reduced-dimensionality embeddings (e.g., embedding layers of neural networks) with dimensions that are interpretable by and/or are meaningful to humans. In various implementations, a datum may sampled from a document. A dimensionality reduction process may be performed based on the sampled datum to generate a semantically-interpretable embedding having a number of individually-interpretable dimensions. The dimensionality reduction process may include: analyzing the sampled datum according to a number of distinct semantic queries to determine respective numeric solutions. The number of distinct semantic queries may correspond to the number of individually-interpretable dimensions. Each numeric solution may offer an inconclusive clue about the sampled datum. The dimensionality reduction process may also include populating the dimensions of the semantically-interpretable embedding with respective numeric solutions.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.