Prosecution Insights
Last updated: October 01, 2026

Examiner: DETERDING, GWYNEVERE AMELIA

Tech Center 4100 • Art Units: 2124 2125 2144 2147 2148 2182 4100

This examiner grants 71% of resolved cases

Analysis

Gwynevere Amelia Deterding is an examiner in Art Unit 2124 of Tech Center 4100. Her current data includes 7 resolved cases, which results in an allowance rate of 71.4 percent. The median days to allowance is 1229, suggesting the time commitment for a grant. This timeline and the Tech Center 4100 designation provide a baseline for applicants entering prosecution and managing their expectations.

The data shows a 35.7 percent interview lift, indicating that interviews are a tool for applicants working with this examiner. This lift suggests that direct communication can enhance the 71.4 percent allowance rate. Practitioners should consider the 1229-day median pendency and the 35.7 percent lift when planning their approach for the 7 resolved cases handled by this examiner. These metrics are key for navigating the specific environment of Art Unit 2124 and achieving a successful outcome.

Written from this page's own data; every figure is computed from USPTO records and verified before publication.

Performance Statistics

71.4%
Allow Rate
+11.4% vs TC avg
27
Total Applications
+35.7%
Interview Lift
1229
Avg Prosecution Days
Based on 7 resolved cases, 2023–2026

Rejection Statute Breakdown

29.7%
§101 Eligibility
13.2%
§102 Novelty
37.4%
§103 Obviousness
14.3%
§112 Clarity

Currently Pending Office Actions

App #TitleStatusAssignee
18176216 DEEP NEURAL NETWORK MODEL COMPRESSION Non-Final OA NXP B.V.
18327952 MODEL TRAINING METHOD, DATA PROCESSING METHOD, AND APPARATUS Non-Final OA HUAWEI TECHNOLOGIES CO., LTD.
18126808 ANOMALY ANALYSIS USING A BLOCKCHAIN, AND APPLICATIONS THEREOF Final Rejection Capital One Services, LLC
17504282 DEEP NEURAL NETWORK OPTIMIZATION SYSTEM FOR MACHINE LEARNING MODEL SCALING Non-Final OA Intel Corporation
18491048 METHOD AND APPARATUS FOR PROCESSING PREDICTIVE SPATIOTEMPORAL QUERY BASED ON SYNTHETIC DATA Final Rejection ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE
18636481 METHOD OF TRAINING MACHINE LEARING MODEL FOR MANAGING PROMPTS Non-Final OA International Business Machines Corporation
18584099 ACCELERATED MACHINE LEARNING Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18464336 MODULAR HYPERVECTOR FACTORIZATION Non-Final OA INTERNATIONAL BUSINESS MACHINES CORPORATION
18452969 LEARNING RELATIONS IN MULTI-RELATIONAL GRAPHS IN GRAPH NEURAL NETWORKS Non-Final OA International Business Machines Corporation
18651403 SYSTEM AND METHOD FOR TRAINING A RESPONSE-GENERATING MODEL Non-Final OA State Farm Mutual Automobile Insurance Company
18615835 EVALUATING LABELED SENSOR REPRESENTATIONS FOR MACHINE LEARNING SYSTEMS AND APPLICATIONS Non-Final OA NVIDIA Corporation
18378508 TECHNIQUES FOR ENERGY USAGE ESTIMATION IN COMPUTING SYSTEMS Non-Final OA Red Hat, Inc.
17860019 SYSTEMS AND METHODS FOR MEDIA DISCOVERY Non-Final OA Spotify AB
17378844 AUTONOMIC DETECTION AND CORRECTION OF ARTIFICIAL INTELLIGENCE MODEL DRIFT Final Rejection DELL PRODUCTS L.P.
18209477 MACHINE LEARNING DEVICE, ROBOT SYSTEM, AND MACHINE LEARNING METHOD FOR LEARNING OBJECT PICKING OPERATION Final Rejection Preferred Networks, Inc.
18323364 TRANSFORMER-BASED SURROGATE MODEL MODULE FOR ELECTRIC CIRCUIT PERFORMANCE MODELING Final Rejection NEW JERSEY INSTITUTE OF TECHNOLOGY

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