Prosecution Insights
Last updated: July 17, 2026
Application No. 18/849,307

INTERPRETABLE DEBIASING OF VECTORIZED LANGUAGE REPRESENTATIONS WITH ITERATIVE ORTHOGONALIZATION

Non-Final OA
Filed
Sep 20, 2024
Priority
Jun 22, 2022 — provisional 63/354,554 +1 more
Examiner
PASHA, ATHAR N
Art Unit
2657
Tech Center
2600 — Communications
Assignee
Visa International Service Association
OA Round
1 (Non-Final)
89%
Grant Probability
Favorable
1-2
OA Rounds
8m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 89% — above average
89%
Career Allowance Rate
142 granted / 159 resolved
+27.3% vs TC avg
Strong +17% interview lift
Without
With
+17.3%
Interview Lift
resolved cases with interview
Typical timeline
2y 6m
Avg Prosecution
22 currently pending
Career history
182
Total Applications
across all art units

Statute-Specific Performance

§101
3.7%
-36.3% vs TC avg
§103
91.2%
+51.2% vs TC avg
§102
2.6%
-37.4% vs TC avg
§112
1.1%
-38.9% vs TC avg
Black line = Tech Center average estimate • Based on career data from 159 resolved cases

Prosecution Timeline

Sep 20, 2024
Application Filed
Apr 24, 2026
Non-Final Rejection mailed
Jun 30, 2026
Interview Requested
Jul 07, 2026
Examiner Interview Summary
Jul 07, 2026
Applicant Interview (Telephonic)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12639516
CLASSIFICATION AND AUGMENTATION OF UNSTRUCTURED DATA FOR AUTOFILL
2y 5m to grant Granted May 26, 2026
Patent 12632445
Applied Artificial Intelligence Technology for Natural Language Generation Using a Story Graph and Configurable Structurer Code
4y 0m to grant Granted May 19, 2026
Patent 12614040
SIMULTANEOUS TRANSLATION DEVICE AND COMPUTER PROGRAM
2y 8m to grant Granted Apr 28, 2026
Patent 12608556
INTENTION RECOGNITION METHOD, DEVICE, ELECTRONIC DEVICE AND STORAGE MEDIUM BASED ON LARGE MODEL
1y 10m to grant Granted Apr 21, 2026
Patent 12608557
CHINESE DIALOGUE SYSTEM FOR COGNITIVELY IMPAIRED ADULTS BASED ON COGNITIVE STIMULATION THERAPY PRINCIPLES
1y 10m to grant Granted Apr 21, 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
89%
Grant Probability
99%
With Interview (+17.3%)
2y 6m (~8m remaining)
Median Time to Grant
Low
PTA Risk
Based on 159 resolved cases by this examiner. Grant probability derived from career allowance rate.

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