Prosecution Insights
Last updated: August 17, 2026

Examiner: CHUANG, SU-TING

Tech Center 2600 • Art Units: 2122 2125 2146 2625

This examiner grants 51% of resolved cases

Performance Statistics

50.9%
Allow Rate
-11.1% vs TC avg
135
Total Applications
+39.5%
Interview Lift
1660
Avg Prosecution Days
Based on 108 resolved cases, 2023–2026

Rejection Statute Breakdown

26.3%
§101 Eligibility
11.4%
§102 Novelty
47.6%
§103 Obviousness
12.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
17496474 ELECTRONIC DEVICE AND CONTROL METHOD THEREOF Non-Final OA SAMSUNG ELECTRONICS CO., LTD.
18455546 METHODS AND SYSTEMS FOR MITIGATING NEGATIVE TRANSFER IN MULTI-TASK LEARNING Non-Final OA MASTERCARD INTERNATIONAL INCORPORATED
17944892 Automated thresholding of binary classification ML models Final Rejection Google LLC
17337376 STABLE AND EFFICIENT TRAINING OF ADVERSARIAL MODELS BY AN ITERATED UPDATE OPERATION OF SECOND ORDER OR HIGHER Non-Final OA GDM Holding LLC
18075825 INTERACTION INFORMATION DETERMINING METHOD, INTERACTION INFORMATION PREDICTION MODEL TRAINING METHOD, DEVICE, AND MEDIUM Non-Final OA TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
18285307 PREDICTION MODEL GENERATION APPARATUS, PREDICTION MODEL GENERATION METHOD, AND NON-TRANSITORY COMPUTER READABLE MEDIUM Non-Final OA NEC Corporation
18103559 DEEP LEARNING ENTITY MATCHING SYSTEM USING WEAK SUPERVISION Final Rejection Walmart Apollo, LLC
18518925 OPTIMIZING PLACEMENT OF FINE-TUNED MACHINE LEARNING MODELS AT HOST SYSTEMS Non-Final OA Amazon Technologies, Inc.
18318436 SPARSE ENCODING AND DECODING AT MIXTURE-OF-EXPERTS LAYER Final Rejection Microsoft Technology Licensing, LLC
18143430 LEARNING GRAPH REPRESENTATIONS USING HIERARCHICAL TRANSFORMERS FOR CONTENT RECOMMENDATION Non-Final OA Microsoft Technology Licensing, LLC
18234458 CHATBOT TO TRANSLATE FOR INSURANCE CUSTOMERS Non-Final OA STATE FARM MUTUAL AUTOMOBILE INSURANCE COMPANY
18393040 SYSTEMS AND METHODS FOR AUTOMATED CORRECTION OF GIS DATA FOR LOADS AND DISTRIBUTED ENERGY RESOURCES IN SECONDARY DISTRIBUTION NETWORKS Non-Final OA ARIZONA BOARD OF REGENTS ON BEHALF OF ARIZONA STATE UNIVERSITY
17946365 SYSTEMS AND METHODS FOR TIME SERIES FORECASTING Final Rejection Salesforce, Inc.
17190724 SELECTING A NEURAL NETWORK BASED ON AN AMOUNT OF MEMORY Non-Final OA NVIDIA Corporation
17968174 PROCESS FOR DETECTION OF EVENTS OR ELEMENTS IN PHYSICAL SIGNALS BY IMPLEMENTING AN ARTIFICIAL NEURON NETWORK Non-Final OA STMicroelectronics (Rousset) SAS
18142591 MACHINE LEARNING INTELLIGENT DISPATCHING SYSTEM AND INTELLIGENT DISPATCHING METHOD THROUGH MACHINE LEARNING Final Rejection United Semiconductor (Xiamen) Co., Ltd.

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