Prosecution Insights
Last updated: July 17, 2026
Application No. 18/405,935

Content Generation With Machine Learning-Augmented Summarization

Non-Final OA §102
Filed
Jan 05, 2024
Examiner
ROBINSON, GRETA LEE
Art Unit
Tech Center
Assignee
ORACLE INTERNATIONAL Corporation
OA Round
1 (Non-Final)
81%
Grant Probability
Favorable
1-2
OA Rounds
5m
Est. Remaining
97%
With Interview

Examiner Intelligence

Grants 81% — above average
81%
Career Allowance Rate
793 granted / 984 resolved
+20.6% vs TC avg
Strong +17% interview lift
Without
With
+16.8%
Interview Lift
resolved cases with interview
Typical timeline
3y 0m
Avg Prosecution
17 currently pending
Career history
1003
Total Applications
across all art units

Statute-Specific Performance

§101
2.3%
-37.7% vs TC avg
§103
52.2%
+12.2% vs TC avg
§102
11.0%
-29.0% vs TC avg
§112
25.4%
-14.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 984 resolved cases

Office Action

§102
DETAILED ACTION Claims 1-20 are pending in the present application. Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Claim Rejections - 35 USC § 102 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of the appropriate paragraphs of 35 U.S.C. 102 that form the basis for the rejections under this section made in this Office action: A person shall be entitled to a patent unless – (a)(1) the claimed invention was patented, described in a printed publication, or in public use, on sale, or otherwise available to the public before the effective filing date of the claimed invention. Claim(s) 1, 8, and 15 is/are rejected under 35 U.S.C. 102(a)(1) as being anticipated by Oliveira et al. US Patent 12,536,157 B2. Regarding claim 1, Oliveira et al. teaches the following: One or more non-transitory machine-readable media storing instructions which, when executed by one or more processors, [note: Figure 2, (200) Report Management Environment; column 13 lines 1-27 ] cause performance of operations comprising: training a machine learning model to select data components in base reports for inclusion in summary reports, the training comprising: accessing training data sets, each training data set comprising: a particular base report comprising a particular set of data components; and an identification of a subset of the particular set of data components, comprised in the particular base report, that are to be included in a particular summary report associated with the particular base report [note: column 6 lines 35-47, “Machine learning is used to train the artificial intelligence system … and comprises modeling 218 for training a set of artificial intelligence models”; column 6 lines 52-67 ; column 7 lines 30-45 ]; and training the machine learning model based on the training data sets; receiving a request to generate a first target summary report from a first set of base reports, the first set of base reports comprising one or more base reports [note: column 11 lines 5-44 creating reports; column 12 lines 11-26 generating and suggesting reports ]; applying the machine learning model to the first set of base reports to select a first subset of data components from the first set of base reports to include in the first target summary report [note: column 11 lines 5-44 creating reports; column 12 lines 11-26 generating and suggesting reports ]; and generating the first target summary report to include the selected, first subset of data components from the first set of base reports without including a non-selected, second subset of data components from the first set of base reports [note: Figure 4 (406) present and suggest reports in a graphical user interface; column 11 lines 5-44 creating reports; column 12 lines 11-26 generating and suggesting reports; column 11 lines 5-44 creating reports; column 12 lines 11-26 generating and suggesting reports ]. The limitations of claims 8 and 15 parallel claim 1; therefore they are rejected under the same rationale. Allowable Subject Matter Claims 2-7, 9-14, and 16-20 are objected to as being dependent upon a rejected base claim, but would be allowable if rewritten in independent form including all of the limitations of the base claim and any intervening claims. Conclusion The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. Note attached form PTO-892. Any inquiry concerning this communication or earlier communications from the examiner should be directed to GRETA ROBINSON whose telephone number is (571)272-4118. The examiner can normally be reached Mon.-Fri. 9:30AM-6:00PM. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Hassan Mahmoudi can be reached at 571-272-4078. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /GRETA L ROBINSON/Primary Examiner, Art Unit 2163
Read full office action

Prosecution Timeline

Jan 05, 2024
Application Filed
Jun 29, 2026
Non-Final Rejection mailed — §102 (current)

Precedent Cases

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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
81%
Grant Probability
97%
With Interview (+16.8%)
3y 0m (~5m remaining)
Median Time to Grant
Low
PTA Risk
Based on 984 resolved cases by this examiner. Grant probability derived from career allowance rate.

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