Prosecution Insights
Last updated: July 17, 2026
Application No. 18/526,373

OVERCOMING MAXIMUM TOKEN LIMITATIONS OF LARGE LANGUAGE MODELS

Non-Final OA
Filed
Dec 01, 2023
Examiner
RIFKIN, BEN M
Art Unit
Tech Center
Assignee
International Business Machines Corporation
OA Round
1 (Non-Final)
44%
Grant Probability
Moderate
1-2
OA Rounds
2y 4m
Est. Remaining
60%
With Interview

Examiner Intelligence

Grants 44% of resolved cases
44%
Career Allowance Rate
142 granted / 321 resolved
-15.8% vs TC avg
Strong +16% interview lift
Without
With
+16.2%
Interview Lift
resolved cases with interview
Typical timeline
4y 12m
Avg Prosecution
22 currently pending
Career history
357
Total Applications
across all art units

Statute-Specific Performance

§101
12.6%
-27.4% vs TC avg
§103
76.1%
+36.1% vs TC avg
§102
3.3%
-36.7% vs TC avg
§112
6.4%
-33.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 321 resolved cases

Prosecution Timeline

Dec 01, 2023
Application Filed
Jun 05, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12619865
DECOUPLING MEMORY AND COMPUTATION TO ENABLE PRIVACY ACROSS MULTIPLE KNOWLEDGE BASES OF USER DATA
5y 8m to grant Granted May 05, 2026
Patent 12608641
INFORMATION PROCESSING APPARATUS AND INFORMATION PROCESSING METHOD
4y 11m to grant Granted Apr 21, 2026
Patent 12541685
SEMI-SUPERVISED LEARNING OF TRAINING GRADIENTS VIA TASK GENERATION
5y 1m to grant Granted Feb 03, 2026
Patent 12455778
SYSTEMS AND METHODS FOR DATA STREAM SIMULATION
7y 0m to grant Granted Oct 28, 2025
Patent 12236335
SYSTEM AND METHOD FOR TIME-DEPENDENT MACHINE LEARNING ARCHITECTURE
5y 1m to grant Granted Feb 25, 2025
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
44%
Grant Probability
60%
With Interview (+16.2%)
4y 12m (~2y 4m remaining)
Median Time to Grant
Low
PTA Risk
Based on 321 resolved cases by this examiner. Grant probability derived from career allowance rate.

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