Last updated: July 17, 2026

Application No. 18/896,830

Mixture Model Attention for Flexible Streaming and Non-Streaming Automatic Speech Recognition

Non-Final OA

Filed

Sep 25, 2024

Priority

Mar 26, 2021 — provisional 63/166,347 +1 more

Examiner

NEWAY, SAMUEL G

Art Unit

2657

Tech Center

2600 — Communications

Assignee

Google LLC

OA Round

1 (Non-Final)

Interview Optional

— +7.5% interview lift. Interview lift (+7.5%) is below the 15.0% threshold. A written response is recommended.

Based on 693 resolved cases, 2023–2026

Examiner Intelligence

NEWAY, SAMUEL G View full profile →

Grants 75% — above average

Career Allowance Rate

521 granted / 693 resolved

+13.2% vs TC avg

Moderate +8% lift

Without

With

+7.5%

Interview Lift

resolved cases with interview

Typical timeline

3y 0m

Avg Prosecution

22 currently pending

Career history

723

Total Applications

across all art units

Statute-Specific Performance

§101

9.8%

-30.2% vs TC avg

§103

66.1%

+26.1% vs TC avg

§102

7.5%

-32.5% vs TC avg

§112

12.4%

-27.6% vs TC avg

Black line = Tech Center average estimate • Based on career data from 693 resolved cases

Prosecution Timeline

Sep 25, 2024

Application Filed

Apr 21, 2026

Non-Final Rejection mailed

Jun 16, 2026

Response Filed

Precedent Cases

Applications granted by this same examiner with similar technology

18/396,788

Patent 12682920

Multichannel Audio Speech Classification

2y 6m to grant Granted Jul 14, 2026

18/843,723

Patent 12682917

IMPRESSION FORMATION CONTROL DEVICE, METHOD AND PROGRAM

1y 10m to grant Granted Jul 14, 2026

18/161,767

Patent 12619834

SYSTEMS AND METHODS FOR INTENT CLASSIFICATION IN A NATURAL LANGUAGE PROCESSING AGENT

3y 3m to grant Granted May 05, 2026

18/489,772

Patent 12613789

ARTIFICIAL INTELLIGENCE BASED GENERATION OF DATA CONNECTORS

2y 6m to grant Granted Apr 28, 2026

18/441,889

Patent 12608561

STRUCTURED DOCUMENT GENERATION USING DOCUMENT-SCALE EMBEDDINGS

2y 2m to grant Granted Apr 21, 2026

Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.

Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

1-2

Expected OA Rounds

75%

Grant Probability

83%

With Interview (+7.5%)

3y 0m (~1y 3m remaining)

Median Time to Grant

Low

PTA Risk

Based on 693 resolved cases by this examiner. Grant probability derived from career allowance rate.