Prosecution Insights
Prosecution Insights
Tech Center 2100 • Art Units: 2115 2154 2161 2166
This examiner grants 73% of resolved cases
Khanh B Pham has a substantial record of 853 resolved cases in Tech Center 2100 and Art Unit 2115. The examiner's allowance rate is 72.6 percent, reflecting a generally favorable approach to patentability in the computer-related arts. This 72.6 percent rate provides a clear baseline for applicants evaluating their prospects for success. The 853 resolved cases indicate that these metrics are based on a long history of examination activity. Practitioners can expect a consistent and predictable prosecution environment.
The interview lift of 15.2 percent suggests that verbal discussions provide a meaningful benefit to the prosecution process. This 15.2 percent lift confirms that interviews can help clarify technical nuances and resolve outstanding rejections. The median days to allowance is 1202, which indicates the time investment required to reach a final grant. Practitioners should factor this 1202-day timeline into their strategic planning when working with this examiner. The combination of a 72.6 percent allowance rate and a 15.2 percent interview lift supports the use of both written and oral advocacy.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18523229 | METHOD FOR GENERATING TIME SERIES DATA AND SYSTEM THEREFOR | Final Rejection | UIF (University Industry Foundation), Yonsei University |
| 18641091 | MACHINE LEARNING MODEL TRAINING METHOD AND APPARATUS | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 19018744 | COMBINED ACTIVITIES HISTORY ON A DEVICE | Final Rejection | GOOGLE LLC |
| 18651025 | PERSONALIZED FEDERATED LEARNING WITH VARIATIONAL INFERENCE | Non-Final OA | Google LLC |
| 18212501 | SIGNAL IDENTIFIER | Non-Final OA | Mitsubishi Electric Corporation |
| 19003686 | SYSTEM AND METHOD FOR PROVIDING A CONSOLIDATED DATA HUB | Non-Final OA | The PNC Financial Services Group, Inc. |
| 19003763 | SYSTEM AND METHOD FOR PROVIDING A CONSOLIDATED DATA HUB | Non-Final OA | The PNC Financial Services Group, Inc. |
| 18133197 | MERGED REFERENCE FINGERPRINT GENERATION FOR MACHINE-LEARNING DETECTION OF DEGRADED OPERATION | Final Rejection | ORACLE INTERNATIONAL CORPORATION |
| 19161830 | SNAPSHOT STORAGE METHOD AND SYSTEM, DEVICE, AND STORAGE MEDIUM | Non-Final OA | CLOUD INTELLIGENCE ASSETS HOLDING (SINGAPORE) PRIVATE LIMITED |
| 19031161 | REPLICATION OF DYNAMIC TABLES | Non-Final OA | Snowflake Inc. |
| 18279592 | LABELING SUPPORT DEVICE, LABELING SUPPORT METHOD, AND PROGRAM | Non-Final OA | NTT, INC. |
| 19307198 | DATABASE AND DATA STRUCTURE MANAGEMENT SYSTEMS | Non-Final OA | Truist Bank |
| 18043400 | LARGE-SCALE MATRIX OPERATIONS ON HARDWARE ACCELERATORS | Final Rejection | SIEMENS INDUSTRY, INC. |
| 18385957 | METHODS, SYSTEMS, AND APPARATUSES FOR RECOMMENDING CONTENT | Final Rejection | Comcast Cable Communications, LLC |
| 19074529 | DOCUMENT SEARCH SYSTEM | Final Rejection | Hitachi Vantara, Ltd. |
| 18670275 | WEIGHT ATTENTION FOR TRANSFORMERS IN MEDICAL DECISION MAKING MODELS | Non-Final OA | NEC Laboratories America, Inc. |
| 18650289 | ENSEMBLE LEARNING ENHANCED PROMPTING FOR OPEN RELATION EXTRACTION | Non-Final OA | NEC Laboratories America, Inc. |
| 19159756 | METHOD AND APPARATUS FOR MAKING RECOMMENDATION, AND ELECTRONIC DEVICE AND MEDIUM | Non-Final OA | Douyin Vision Co., Ltd. |
| 18535069 | Automated System for Detecting Likelihood of Falsified Outputs from Large Language Models (LLM) | Non-Final OA | Bank of America Corporation |
| 17972637 | TRANSACTION CLASSIFYING | Non-Final OA | Bank of America Corporation |
| 19259774 | System and Method for Auto-Provisioning AI-Based Dialog Service | Final Rejection | Nextiva, Inc. |
| 19258339 | System and Method for Auto-Provisioning AI-Based Dialog Service | Final Rejection | Nextiva, Inc. |
| 19252623 | System and Method for Auto-Provisioning AI-Based Dialog Service | Final Rejection | Nextiva, Inc. |
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