Prosecution Insights
Last updated: July 17, 2026
Application No. 18/537,993

GENERATIVE LANGUAGE MODEL ENHANCED WITH A GENERATIVE ASSOCIATIVE MEMORY

Non-Final OA
Filed
Dec 13, 2023
Examiner
HICKS, AUSTIN JAMES
Art Unit
Tech Center
Assignee
International Business Machines Corporation
OA Round
1 (Non-Final)
75%
Grant Probability
Favorable
1-2
OA Rounds
7m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 75% — above average
75%
Career Allowance Rate
310 granted / 413 resolved
+15.1% vs TC avg
Strong +25% interview lift
Without
With
+25.2%
Interview Lift
resolved cases with interview
Typical timeline
3y 2m
Avg Prosecution
54 currently pending
Career history
467
Total Applications
across all art units

Statute-Specific Performance

§101
3.9%
-36.1% vs TC avg
§103
82.7%
+42.7% vs TC avg
§102
9.0%
-31.0% vs TC avg
§112
3.8%
-36.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 413 resolved cases

Prosecution Timeline

Dec 13, 2023
Application Filed
May 26, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12645389
COMPUTATIONAL STORAGE DEVICE FOR DEEP-LEARNING RECOMMENDATION SYSTEM AND METHOD OF OPERATING THE SAME
4y 0m to grant Granted Jun 02, 2026
Patent 12639558
NEURAL NETWORK PROCESSOR SYSTEM AND METHODS OF OPERATING AND FORMING THEREOF
4y 3m to grant Granted May 26, 2026
Patent 12626157
IDENTIFYING IDLE-CORES IN DATA CENTERS USING MACHINE-LEARNING (ML)
3y 7m to grant Granted May 12, 2026
Patent 12626178
QUANTUM COMPUTING BASED KERNEL ALIGNMENT FOR A SUPPORT VECTOR MACHINE TASK
3y 6m to grant Granted May 12, 2026
Patent 12608441
SCREENING FOR FLUCTUATING ENERGY RELAXATION TIMES
4y 1m to grant Granted Apr 21, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
75%
Grant Probability
99%
With Interview (+25.2%)
3y 2m (~7m remaining)
Median Time to Grant
Low
PTA Risk
Based on 413 resolved cases by this examiner. Grant probability derived from career allowance rate.

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