Prosecution Insights
Prosecution Insights
Tech Center 2600 • Art Units: 2129 2653 2654 2656 2657 2659
This examiner grants 89% of resolved cases
Shreyans A. Patel works within Tech Center 2600 and Art Unit 2129. With 415 resolved cases, the examiner has an allowance rate of 88.7%. This 88.7% rate indicates a high frequency of patent grants compared to examiners with lower percentages. The median days to allowance is 752, which is an efficient timeline for the prosecution process. These 415 cases provide a robust data set for understanding the examiner's typical workflow and decision-making patterns.
The interview lift for this examiner is 8.5%. While the overall allowance rate is already 88.7%, the 8.5% lift shows that interviews still provide a measurable benefit in securing an allowance. Practitioners should consider the 752-day median pendency when planning their filing and response schedules. The combination of a high allowance rate and a positive interview lift suggests that the examiner is open to both written and verbal arguments. These metrics from Art Unit 2129 help applicants set realistic expectations for their interactions with the patent office.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18987906 | ELECTRONIC DEVICES AND METHODS FOR DETERMINING TEXT-TO-SPEECH OUTPUT IN TRANSLATION | Non-Final OA | Samsung Electronics Co., Ltd. |
| 18951572 | Injecting Text in Self-Supervised Speech Pre-training | Non-Final OA | Google LLC |
| 18796738 | Variational Embedding Capacity in Expressive End-to-End Speech Synthesis | Non-Final OA | Google LLC |
| 18766442 | GENERATING EXPLANATIONS OF CONTENT RECOMMENDATIONS USING LANGUAGE MODEL NEURAL NETWORKS | Final Rejection | Google LLC |
| 18926883 | RESAMPLING OUTPUT SIGNALS OF QMF BASED AUDIO CODEC | Non-Final OA | Fraunhofer-Gesellschaft zur Foerderung der angewandten Forschung e.V. |
| 18899446 | NATURAL LANGUAGE BASED CHAT INTERFACE FOR TASKS | Non-Final OA | Amazon Technologies, Inc. |
| 18823176 | USER-CUSTOMIZED SYNTHETIC VOICE | Final Rejection | Amazon Technologies, Inc. |
| 18817443 | SYNTHETIC SPEECH PROCESSING | Final Rejection | Amazon Technologies, Inc. |
| 18916682 | IMPROVED RETRIEVAL AUGMENTED GENERATION LANGUAGE MODEL SYSTEM | Non-Final OA | Intuit Inc. |
| 18767899 | END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT | Final Rejection | INTUIT INC. |
| 18680127 | METHOD AND APPARATUS FOR EXTRACTING TO-DO ITEM, DEVICE, AND STORAGE MEDIUM | Non-Final OA | Beijing Zitiao Network Technology Co., Ltd. |
| 18748642 | METHOD AND APPARATUS FOR INVOKING A PLUGIN OF A LARGE LANGUAGE MODEL, DEVICE, AND STORAGE MEDIUM | Non-Final OA | Beijing Baidu Netcom Science Technology Co., Ltd. |
| 18121053 | METHOD AND APPARATUS FOR PROCESSING DIALOGUE, ELECTRONIC DEVICE, AND STORAGE MEDIUM | Final Rejection | BEIJING BAIDU NETCOM SCIENCE TECHNOLOGY CO., LTD. |
| 19005596 | TEXT NORMALIZATION AND INVERSE TEXT NORMALIZATION USING WEIGHTED FINITE-STATE TRANSDUCERS AND NEURAL LANGUAGE MODELS | Non-Final OA | Nvidia Corporation |
| 18618788 | PRESERVING STATIC CONTENT IN GENERATIVE AI APPLICATIONS USING LARGE LANGUAGE MODELS | Final Rejection | NVIDIA Corporation |
| 18457221 | UNSUPERVISED ALIGNMENT FOR TEXT TO SPEECH SYNTHESIS USING NEURAL NETWORKS | Non-Final OA | Nvidia Corporation |
| 18678111 | INFERENCE MODEL TRAINING AND TUNING USING AUGMENTED QUESTIONS AND ANSWERS | Non-Final OA | Dell Products L.P. |
| 18810567 | Persona Knowledge-Aligned Prompt Tuning Method for Online Debate | Final Rejection | The Hong Kong University of Science and Technology |
| 18652452 | SYSTEM AND METHOD FOR SUGGESTING ANSWERS ON AGENT PERFORMANCE EVALUATION FORMS USING GENERATIVE ARTIFICIAL INTELLIGENCE | Final Rejection | NICE LTD. |
| 18404568 | METHOD AND APPARATUS FOR SYNTHESIZING UNIFIED VOICE WAVE BASED ON SELF-SUPERVISED LEARNING | Non-Final OA | Supertone Inc. |
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