Last updated: July 17, 2026

Application No. 18/787,752

ATTENTION NEURAL NETWORKS WITH PARALLEL ATTENTION AND FEED-FORWARD LAYERS

Non-Final OA

Filed

Jul 29, 2024

Priority

Apr 01, 2022 — provisional 63/326,764 +1 more

Examiner

BEJCEK II, ROBERT H

Art Unit

2148

Tech Center

2100 — Computer Architecture & Software

Assignee

Google LLC

OA Round

1 (Non-Final)

This examiner grants 64% of cases after interview

— +22.7% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 255 resolved cases, 2023–2026

Examiner Intelligence

BEJCEK II, ROBERT H View full profile →

Grants 64% of resolved cases

Career Allowance Rate

162 granted / 255 resolved

+8.5% vs TC avg

Strong +23% interview lift

Without

With

+22.7%

Interview Lift

resolved cases with interview

Typical timeline

3y 9m

Avg Prosecution

17 currently pending

Career history

280

Total Applications

across all art units

Statute-Specific Performance

§101

7.2%

-32.8% vs TC avg

§103

79.3%

+39.3% vs TC avg

§102

8.5%

-31.5% vs TC avg

§112

4.8%

-35.2% vs TC avg

Black line = Tech Center average estimate • Based on career data from 255 resolved cases

Prosecution Timeline

Jul 29, 2024

Application Filed

Sep 26, 2024

Response after Non-Final Action

Apr 29, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/460,698

Patent 12651203

SYSTEM AND METHOD FOR TRAINING TEACHER MODEL BASED ON STRUCTURE OF STUDENT MODEL

4y 9m to grant Granted Jun 09, 2026

18/046,666

Patent 12639600

DATABASE UTILIZING SPATIAL PROBABILITY MODELS FOR DATA COMPRESSION

3y 7m to grant Granted May 26, 2026

17/681,555

Patent 12619909

STUDENT PERFORMANCE EVALUATION METHOD AND SYSTEM BASED ON AI IDENTIFICATION DATA

4y 2m to grant Granted May 05, 2026

15/941,985

Patent 12554961

BLOCK TRANSFER OF NEURON OUTPUT VALUES THROUGH DATA MEMORY FOR NEUROSYNAPTIC PROCESSORS

7y 10m to grant Granted Feb 17, 2026

18/738,895

Patent 12530563

PROVIDING ARTIFICAL INTELLIGENCE BASED MODEL TO NODE BASED ON REPRESENTATION OF TASK PERFORMED BY ARTIFICAL INTELLIGENCE BASED MODEL

1y 7m to grant Granted Jan 20, 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

64%

Grant Probability

86%

With Interview (+22.7%)

3y 9m (~1y 10m remaining)

Median Time to Grant

Low

PTA Risk

Based on 255 resolved cases by this examiner. Grant probability derived from career allowance rate.