Patents
US 12682916 B1: Methods and systems for using machine learning models to detect anomalies and predict trends in speech data
- Granted
- 2026-07-14
- Filed
- 2025-04-04 application 19170611
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
A non-transitory processor-readable medium stores instructions that, when executed by a processor, cause the processor to receive audio data and provide the audio data as input to a first machine learning model to generate (1) transcription data, (2) timestamp data associated with the transcription data, and (3) a confidence metric associated with the transcription data. A speaking metric is calculated based on the transcription data and the timestamp data. The speaking metric and the confidence metric are provided as input to a second machine learning model to predict a listener effort metric.
Source: PTBLXML, file of 2026-07-14 (ipgb20260714.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Peter Cohen Foundation 3 patents | US company or organization | Seattle, WA | PETER COHEN FOUNDATION Nonprofit EXACT high confidence: identical full name and state | PTBLXML, file of 2026-07-14 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Indu Navar Bingham | Los Altos, CA | 3 | Person page FUZZY high confidence | PTBLXML, file of 2026-07-14 |
| Julián Peller | Buenos Aires, AR | 3 | PTBLXML, file of 2026-07-14 | |
| Esteban Gabriel Roitberg | Provincia de Buenos Aires, AR | 3 | PTBLXML, file of 2026-07-14 | |
| Ernest Samuel Fraenkel | Newton, MA | PTBLXML, file of 2026-07-14 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G10L | Speech analysis techniques or speech synthesis; speech recognition; speech or voice processing techniques; speech or audio coding or decoding | G10L25/48 | PTBLXML, file of 2026-07-14 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2025-04-08 | Assignment Assignment of assignor's interest | BINGHAM, INDU NAVAR signed 2024-05-01 PELLER, JULIÁN signed 2024-05-01 ROITBERG, ESTEBAN GABRIEL signed 2024-05-02 FRAENKEL, ERNEST SAMUEL signed 2024-05-05 | PETER COHEN FOUNDATION DBA EVERYTHINGALS SEATTLE, WA | 70773/341 | PASDL, file of 2026-10-15 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.