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Office Actions › Nokia Corporation › 17946443
Last updated: July 17, 2026
Application No. 17/946,443

MACHINE LEARNING MODEL EVALUATION FRAMEWORKS

Final Rejection
Filed
Sep 16, 2022
Priority
Sep 24, 2021 — provisional 63/248,008
Examiner
BENOURAIDA, AMINA MORENO
Art Unit
2129
Tech Center
2100 — Computer Architecture & Software
Assignee
Nokia Corporation
OA Round
2 (Final)
0%
Grant Probability
At Risk
3-4
OA Rounds
5m
Est. Remaining
0%
With Interview

Interview Optional

— +0.0% interview lift. Interview lift (+0.0%) is below the 15.0% threshold. A written response is recommended.
Based on 4 resolved cases, 2023–2026

Examiner Intelligence

BENOURAIDA, AMINA MORENO View full profile →
Grants only 0% of cases
0%
Career Allowance Rate
0 granted / 4 resolved
-55.0% vs TC avg
Minimal +0% lift
Without
With
+0.0%
Interview Lift
resolved cases with interview
Typical timeline
4y 3m
Avg Prosecution
10 currently pending
Career history
22
Total Applications
across all art units

Statute-Specific Performance

§101
2.0%
-38.0% vs TC avg
§103
94.0%
+54.0% vs TC avg
§102
2.0%
-38.0% vs TC avg
§112
2.0%
-38.0% vs TC avg
Black line = Tech Center average estimate • Based on career data from 4 resolved cases

Prosecution Timeline

Sep 16, 2022
Application Filed
Oct 27, 2025
Non-Final Rejection mailed
Feb 26, 2026
Response Filed
Jun 22, 2026
Final Rejection mailed
Jun 22, 2026
Interview Requested

Strategy Recommendation AI-generated — please review before filing

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Prosecution Projections

3-4
Expected OA Rounds
0%
Grant Probability
0%
With Interview (+0.0%)
4y 3m (~5m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 4 resolved cases by this examiner. Grant probability derived from career allowance rate.

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Data sourced from USPTO Patent File Wrapper (daily) and Office Action Archive (weekly). Analysis generated by IP Author.

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