Last updated: July 17, 2026

Application No. 19/056,152

CONTROLLED INFORMATION FLOW FROM TEACHER MODEL TO STUDENT MODEL FOR KNOWLEDGE DISTILLATION AND TRANSFER

Non-Final OA

Filed

Feb 18, 2025

Priority

Feb 27, 2024 — provisional 63/558,424

Examiner

ZAMAN, SADARUZ

Art Unit

3715

Tech Center

3700 — Mechanical Engineering & Manufacturing

Assignee

Samsung Electronics Co., Ltd.

OA Round

1 (Non-Final)

This examiner grants 45% of cases after interview

— +34.2% interview lift. A telephonic interview to clarify the technical implementation could significantly improve the outcome.

Based on 494 resolved cases, 2023–2026

Examiner Intelligence

ZAMAN, SADARUZ View full profile →

Grants 45% of resolved cases

Career Allowance Rate

223 granted / 494 resolved

-24.9% vs TC avg

Strong +34% interview lift

Without

With

+34.2%

Interview Lift

resolved cases with interview

Typical timeline

3y 8m

Avg Prosecution

22 currently pending

Career history

539

Total Applications

across all art units

Statute-Specific Performance

§101

13.3%

-26.7% vs TC avg

§103

70.1%

+30.1% vs TC avg

§102

8.9%

-31.1% vs TC avg

§112

4.6%

-35.4% vs TC avg

Black line = Tech Center average estimate • Based on career data from 494 resolved cases

Prosecution Timeline

Feb 18, 2025

Application Filed

Jun 01, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/268,514

Patent 12682780

MOTION PLATFORM APPARATUS AND METHOD OF SUPPORTING A PAYLOAD PLATFORM

3y 0m to grant Granted Jul 14, 2026

18/487,713

Patent 12651535

EFFICIENT MODEL SELECTION FOR PROCESSING RESPONSES TO PROMPTS IN CONTEXT OF EDUCATIONAL APPLICATION

2y 7m to grant Granted Jun 09, 2026

18/222,878

Patent 12646422

METHOD AND SYSTEM FOR SIMULATING HANDLING OF RADIOACTIVE MATERIAL SAFETY DURING TRAINING

2y 10m to grant Granted Jun 02, 2026

18/515,941

Patent 12586479

APPARATUS AND METHOD FOR ENHANCING MEMORY BASED ON ELECTROENCEPHALOGRAM

2y 4m to grant Granted Mar 24, 2026

18/768,980

Patent 12505757

VIRTUAL REALITY TRAINING AND EVALUATION SYSTEM

1y 5m to grant Granted Dec 23, 2025

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

45%

Grant Probability

79%

With Interview (+34.2%)

3y 8m (~2y 3m remaining)

Median Time to Grant

Low

PTA Risk

Based on 494 resolved cases by this examiner. Grant probability derived from career allowance rate.