Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2124 2126 2141 2173 2179 4100
This examiner grants 79% of resolved cases
Pei Yong Weng has resolved 646 cases in Tech Center 4100, achieving a strong allowance rate of 79.4 percent. The median days to allowance is 1136, reflecting a timeline of 1136 days in Art Unit 2124. This examiner shows a high level of receptivity to patent applications, with many cases resulting in a grant. The 79.4 percent allowance rate is a very positive indicator for applicants.
The interview lift of 22.8 percent is a substantial benefit. It indicates that interviews are very effective at improving the 79.4 percent baseline allowance rate. Applicants should consider early interviews as a primary strategy to secure a grant and potentially navigate the 1136-day pendency more efficiently. The 22.8 percent lift suggests that the examiner is highly open to resolving issues through direct dialogue. Given the large volume of 646 cases, this examiner's approach is well-established and predictable. Practitioners can use the interview process to bridge any gaps in understanding and move toward a favorable resolution. The combination of a high allowance rate and a strong interview lift makes this a very favorable docket for prosecution in Art Unit 2124 across the 646 resolved cases.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18456777 | DATA MODEL DEVELOPMENT STANDARDIZATION | Non-Final OA | Wells Fargo Bank, N.A. |
| 18481934 | SPECIALIZED AND SELF-LEARNING NODES | Final Rejection | TOYOTA MOTOR NORTH AMERICA, INC. |
| 18832227 | INFERENCE APPARATUS, INFERENCE METHOD, AND STORAGE MEDIUM | Non-Final OA | NEC Corporation |
| 18724528 | Method for Obfuscating Device Functionality | Non-Final OA | Google LLC |
| 18732926 | Generating a Snippet Packet Based on a Selection of a Portion of a Web Page | Final Rejection | Google LLC |
| 18681763 | System and Methods for Training Machine-Learned Models for Use in Computing Environments with Limited Resources | Non-Final OA | Google LLC |
| 18366273 | MACHINE LEARNING BASED UPDATES OF DOMAIN SPECIFIC LANGUAGE PARAMETERS | Final Rejection | Capital One Services, LLC |
| 18732251 | AUTOMATED SELF-SUPERVISED MACHINE LEARNING SERVICES THROUGH UNIFIED MACHINE LEARNING ENABLERS | Non-Final OA | STRIPE, INC. |
| 18658147 | Camera Sensor with Shared Pixel Weighting | Non-Final OA | Wisconsin Alumni Research Foundation |
| 18238337 | CONTROL DEVICE, CONTROL SYSTEM, CONTROL METHOD, AND COMPUTER READABLE MEDIUM STORING CONTROL PROGRAM | Final Rejection | Mitsubishi Electric Corporation |
| 18538230 | PREDICTIVE CONTROL OF ROBOTIC MANIPULATOR FOR A CATHETER | Final Rejection | Siemens Medical Solutions USA, Inc. |
| 18629917 | ENSURING THAT LANGUAGE MODELS FOLLOW INSTRUCTIONS INDICATED IN PROMPTS | Non-Final OA | Oracle International Corporation |
| 18724926 | METHODS AND SYSTEMS FOR PREDICTING PHENOTYPE | Non-Final OA | PIONEER HI-BRED INTERNATIONAL, INC. |
| 18755797 | COMPUTER-READABLE RECORDING MEDIUM STORING ACTIVE LEARNING PROGRAM, METHOD, AND APPARATUS | Non-Final OA | Fujitsu Limited |
| 18590724 | NON-TRANSITORY COMPUTER-READABLE RECORDING MEDIUM STORING MACHINE LEARNING PROGRAM, MACHINE LEARNING METHOD, AND MACHINE LEARNING APPARATUS | Non-Final OA | FUJITSU LIMITED |
| 18733226 | GENERATING SMALL LANGUAGE MODEL VIA TWO-PHASE TRAINING | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18538271 | FINE-TUNING AN AI MODEL | Final Rejection | International Business Machines Corporation |
| 18536390 | CONTINUAL NEURAL NETWORK TRAINING IN AN EDGE COMPUTING ENVIRONMENT | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18526120 | REINFORCEMENT LEARNING BASED TRANSPILATION OF QUANTUM CIRCUITS | Final Rejection | International Business Machines Corporation |
| 18509395 | DATA AUGMENTATION USING DIFFERENT IN-DOMAIN DATA | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18681193 | Method and Apparatus for Training a Model | Non-Final OA | Siemens Aktiengesellschaft |
| 18142966 | GENERATIVE MACHINE LEARNING FRAMEWORK | Non-Final OA | ServiceNow, Inc. |
| 18589947 | INFORMATION PROCESSING METHOD, INFORMATION PROCESSING APPARATUS, AND INFORMATION PROCESSING SYSTEM | Non-Final OA | Tokyo Electron Limited |
| 18775085 | Predicting Rates of Hypoglycemia by a Machine Learning System | Non-Final OA | Sanofi |
| 18775116 | Predicting Rates of Hypoglycemia by a Machine Learning System | Non-Final OA | Sanofi |
| 18780911 | REINFORCEMENT LEARNING METHOD APPLYING TODDLER-INSPIRED SEQUENTIAL REWARD TRANSITION, AND REINFORCEMENT LEARNING APPARATUS PERFORMING THE SAME | Non-Final OA | SEOUL NATIONAL UNIVERSITY R&DB FOUNDATION |
| 18604891 | Data Center Monitoring And Management Operation Including An Asset Utilization Forecast Operation Including a Feature Clustering Operation | Non-Final OA | Dell Products L.P. |
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