Prosecution Insights
Last updated: July 05, 2026
Application No. 18/243,348

NEURAL NETWORK PROMPT TUNING

Non-Final OA
Filed
Sep 07, 2023
Priority
Sep 09, 2022 — provisional 63/405,355
Examiner
CHUANG, SU-TING
Art Unit
2146
Tech Center
2100 — Computer Architecture & Software
Assignee
NVIDIA Corporation
OA Round
1 (Non-Final)
50%
Grant Probability
Moderate
1-2
OA Rounds
1y 8m
Est. Remaining
89%
With Interview

Examiner Intelligence

Grants 50% of resolved cases
50%
Career Allowance Rate
54 granted / 107 resolved
-4.5% vs TC avg
Strong +39% interview lift
Without
With
+38.9%
Interview Lift
resolved cases with interview
Typical timeline
4y 6m
Avg Prosecution
22 currently pending
Career history
135
Total Applications
across all art units

Statute-Specific Performance

§101
13.2%
-26.8% vs TC avg
§103
74.8%
+34.8% vs TC avg
§102
8.4%
-31.6% vs TC avg
§112
1.9%
-38.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 107 resolved cases

Prosecution Timeline

Sep 07, 2023
Application Filed
Apr 01, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12645997
INDIVIDUALIZED CLASSIFICATION THRESHOLDS FOR MACHINE LEARNING MODELS
3y 3m to grant Granted Jun 02, 2026
Patent 12626164
SYSTEM AND METHOD FOR REDUCTION OF DATA TRANSMISSION BY DATA RECONSTRUCTION
4y 0m to grant Granted May 12, 2026
Patent 12626106
MACHINE LEARNING MODELS FOR BEHAVIOR UNDERSTANDING
3y 11m to grant Granted May 12, 2026
Patent 12626140
SYSTEMS AND METHODS FOR ONLINE TIME SERIES FORCASTING
3y 9m to grant Granted May 12, 2026
Patent 12619890
LEARNING PATTERN DICTIONARY FROM NOISY NUMERICAL DATA IN DISTRIBUTED NETWORKS
6y 6m 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

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Prosecution Projections

1-2
Expected OA Rounds
50%
Grant Probability
89%
With Interview (+38.9%)
4y 6m (~1y 8m remaining)
Median Time to Grant
Low
PTA Risk
Based on 107 resolved cases by this examiner. Grant probability derived from career allowance rate.

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