Last updated: July 17, 2026

Application No. 18/827,108

ACCELERATING LANGUAGE MODEL INFERENCE WITH DYNAMIC MULTI-TOKEN SAMPLING

Non-Final OA

Filed

Sep 06, 2024

Priority

Sep 14, 2023 — provisional 63/538,413 +1 more

Examiner

SERROU, ABDELALI

Art Unit

2659

Tech Center

2600 — Communications

Assignee

Samsung Electronics Co., Ltd.

OA Round

1 (Non-Final)

Interview Optional

— +30.1% interview lift. Examiner has a relatively high allowance rate (74%); +30.1% interview lift. A written response may suffice.

Based on 593 resolved cases, 2023–2026

Examiner Intelligence

SERROU, ABDELALI View full profile →

Grants 74% — above average

Career Allowance Rate

441 granted / 593 resolved

+12.4% vs TC avg

Strong +30% interview lift

Without

With

+30.1%

Interview Lift

resolved cases with interview

Typical timeline

3y 5m

Avg Prosecution

23 currently pending

Career history

616

Total Applications

across all art units

Statute-Specific Performance

§101

4.9%

-35.1% vs TC avg

§103

81.1%

+41.1% vs TC avg

§102

8.7%

-31.3% vs TC avg

§112

1.2%

-38.8% vs TC avg

Black line = Tech Center average estimate • Based on career data from 593 resolved cases

Prosecution Timeline

Sep 06, 2024

Application Filed

Nov 15, 2024

Response after Non-Final Action

May 08, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

18/319,410

Patent 12651591

Streaming Speech-to-speech Model With Automatic Speaker Turn Detection

3y 0m to grant Granted Jun 09, 2026

17/312,496

Patent 12646504

NEURAL MODULATION CODES FOR MULTILINGUAL AND STYLE DEPENDENT SPEECH AND LANGUAGE PROCESSING

4y 11m to grant Granted Jun 02, 2026

18/038,156

Patent 12645894

SPEECH TRANSLATION PROCESSING APPARATUS

3y 0m to grant Granted Jun 02, 2026

18/311,439

Patent 12645889

INTELLIGENT SYSTEM AND METHOD OF OPTIMIZING NATURAL LANGUAGE PROCESSING MODELS

3y 1m to grant Granted Jun 02, 2026

18/883,463

Patent 12646518

METHOD AND SYSTEM FOR CONTEXTUAL DEVICE WAKE-UP IN MULTI-DEVICE MULTI-REALITY ENVIRONMENTS

1y 8m to grant Granted Jun 02, 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.

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Prosecution Projections

1-2

Expected OA Rounds

74%

Grant Probability

99%

With Interview (+30.1%)

3y 5m (~1y 7m remaining)

Median Time to Grant

Low

PTA Risk

Based on 593 resolved cases by this examiner. Grant probability derived from career allowance rate.