Last updated: July 17, 2026

Application No. 18/451,959

LARGE LANGUAGE MODEL ASSISTED SEMANTIC WEB KNOWLEDGE BASE

Non-Final OA

Filed

Aug 18, 2023

Examiner

GIROUX, GEORGE

Art Unit

2128

Tech Center

2100 — Computer Architecture & Software

Assignee

Halliburton Energy Services Inc.

OA Round

1 (Non-Final)

Interview Optional

— +26.7% interview lift. Examiner has a relatively high allowance rate (66%); +26.7% interview lift. A written response may suffice.

Based on 614 resolved cases, 2023–2026

Examiner Intelligence

GIROUX, GEORGE View full profile →

Grants 66% — above average

Career Allowance Rate

402 granted / 614 resolved

+10.5% vs TC avg

Strong +27% interview lift

Without

With

+26.7%

Interview Lift

resolved cases with interview

Typical timeline

4y 4m

Avg Prosecution

24 currently pending

Career history

646

Total Applications

across all art units

Statute-Specific Performance

§101

4.7%

-35.3% vs TC avg

§103

76.4%

+36.4% vs TC avg

§102

9.6%

-30.4% vs TC avg

§112

7.0%

-33.0% vs TC avg

Black line = Tech Center average estimate • Based on career data from 614 resolved cases

Prosecution Timeline

Aug 18, 2023

Application Filed

Mar 31, 2026

Non-Final Rejection (signed)

May 07, 2026

Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

17/493,064

Patent 12651657

SYSTEMS AND METHODS FOR INITIATING AN UPDATED USER AMELIORATIVE PLAN

4y 8m to grant Granted Jun 09, 2026

17/970,509

Patent 12646590

DEEP LEARNING-BASED SPLICE SITE CLASSIFICATION

3y 7m to grant Granted Jun 02, 2026

17/351,425

Patent 12632257

SYSTEM AND ARCHITECTURE NEURAL NETWORK ACCELERATOR INCLUDING FILTER CIRCUIT

4y 11m to grant Granted May 19, 2026

17/591,897

Patent 12626104

METHODS OF TRAINING VARIATIONAL AUTOENCODERS TO RECOGNIZE ANOMALOUS DATA IN DISTRIBUTED SYSTEMS

4y 3m to grant Granted May 12, 2026

17/597,223

Patent 12619863

DEEP NEURAL NETWORK BASED ON FLASH ANALOG FLASH COMPUTING ARRAY

4y 4m to grant Granted May 05, 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

66%

Grant Probability

92%

With Interview (+26.7%)

4y 4m (~1y 5m remaining)

Median Time to Grant

Low

PTA Risk

Based on 614 resolved cases by this examiner. Grant probability derived from career allowance rate.