Last updated: July 17, 2026

Application No. 18/471,802

ENSEMBLE OF REGULARIZED LOW RANK ADAPTERS FOR CALIBRATED LARGE LANGUAGE MODEL FINE-TUNING

Non-Final OA

Filed

Sep 21, 2023

Examiner

GALVIN-SIEBENALER, PAUL MICHAEL

Art Unit

2147

Tech Center

2100 — Computer Architecture & Software

Assignee

Robert Bosch GmbH

OA Round

1 (Non-Final)

Interview Optional

— +0.0% interview lift. Interview lift (+0.0%) is below the 15.0% threshold. A written response is recommended.

Based on 7 resolved cases, 2023–2026

Examiner Intelligence

GALVIN-SIEBENALER, PAUL MICHAEL View full profile →

Grants only 29% of cases

Career Allowance Rate

2 granted / 7 resolved

-26.4% vs TC avg

Minimal +0% lift

Without

With

+0.0%

Interview Lift

resolved cases with interview

Typical timeline

3y 9m

Avg Prosecution

26 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

2.2%

-37.8% vs TC avg

§103

96.4%

+56.4% vs TC avg

§102

1.5%

-38.5% vs TC avg

Black line = Tech Center average estimate • Based on career data from 7 resolved cases

Prosecution Timeline

Sep 21, 2023

Application Filed

May 07, 2026

Non-Final Rejection mailed (current)

Strategy Recommendation AI-generated — please review before filing

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

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Prosecution Projections

1-2

Expected OA Rounds

29%

Grant Probability

29%

With Interview (+0.0%)

3y 9m (~11m remaining)

Median Time to Grant

Low

PTA Risk

Based on 7 resolved cases by this examiner. Grant probability derived from career allowance rate.