USPTO Group 2650 Prosecution Statistics

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19068482Method and System for Multi-Level Artificial Intelligence Supercomputer DesignMarch 2025May 2025Allow200NoNo
19057610Method and System for Multi-Level Artificial Intelligence Supercomputer Design Featuring Sequencing of Large Language ModelsFebruary 2025April 2025Allow200NoNo
19056496Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence ApplicationsFebruary 2025May 2025Allow210NoNo
19051820Method and System for Optimizing Use of Retrieval Augmented Generation Pipelines in Generative Artificial Intelligence ApplicationsFebruary 2025May 2025Allow310NoNo
19049554MULTIMODAL HUMAN-MACHINE COLLABORATIVE INTERACTION SYSTEM AND METHODFebruary 2025April 2025Allow200NoNo
19039743CUSTOMIZABLE VOICE MESSAGING PLATFORMJanuary 2025April 2025Allow200NoNo
19034853EFFICIENT CACHING AND RETRIEVAL OF RESPONSES IN CONVERSATION SERVICE APPLICATION COMMUNICATION SESSIONSJanuary 2025April 2025Allow200NoNo
19032030Interactive Neural-Symbolic Orchestration of Subjective Store ProceduresJanuary 2025June 2025Allow510YesNo
19031223METHOD AND SYSTEM FOR GENERATING ABSTRACT OF SMART CONTRACT BASED ON LARGE LANGUAGE MODEL AND SEMANTIC ENHANCEMENTJanuary 2025March 2025Allow200NoNo
19027799SYSTEMS AND METHODS FOR REAL-TIME ACCENT MIMICKINGJanuary 2025June 2025Allow510NoNo
19018528Smart Device SystemJanuary 2025April 2025Allow300NoNo
18999918Pitch-Based Speech Conversion Model Training Method and Speech Conversion SystemDecember 2024March 2025Allow300NoNo
19000557ADAPTIVE THEME EXTRACTION FROM COMMUNICATION DATA IN A COMMUNICATION CENTER ENVIRONMENTDecember 2024February 2025Allow200YesNo
18999619MEDICAL EXAMINATION SUPPORT SYSTEM, AND NON-TRANSITORY COMPUTER-READABLE MEDIUM THEREFORDecember 2024February 2025Allow200YesNo
18983969BACKWARD-COMPATIBLE INTEGRATION OF HARMONIC TRANSPOSER FOR HIGH FREQUENCY RECONSTRUCTION OF AUDIO SIGNALSDecember 2024March 2025Allow310NoNo
18982478BACKWARD-COMPATIBLE INTEGRATION OF HIGH FREQUENCY RECONSTRUCTION TECHNIQUES FOR AUDIO SIGNALSDecember 2024March 2025Allow300NoNo
18982382BACKWARD-COMPATIBLE INTEGRATION OF HIGH FREQUENCY RECONSTRUCTION TECHNIQUES FOR AUDIO SIGNALSDecember 2024March 2025Allow300NoNo
18982303INTEGRATION OF HIGH FREQUENCY RECONSTRUCTION TECHNIQUES WITH REDUCED POST-PROCESSING DELAYDecember 2024February 2025Allow200NoNo
18982254INTEGRATION OF HIGH FREQUENCY RECONSTRUCTION TECHNIQUES WITH REDUCED POST-PROCESSING DELAYDecember 2024February 2025Allow200NoNo
18973338METHOD OF TRAINING LANGUAGE MODEL FOR CYBERSECURITY AND SYSTEM PERFORMING THE SAMEDecember 2024May 2025Allow610NoNo
18971687Method and System for Protecting and Removing Private Information Used in Large Language ModelsDecember 2024March 2025Allow300NoNo
18967472System and method for speech-enabled adaptive training for human pilot verbal data capture and reporting for flight operations quality assuranceDecember 2024May 2025Allow610YesNo
18961216CHAT INTEGRATION WITH GRID-BASED DATA STRUCTURENovember 2024February 2025Allow200NoNo
18961174Automated System and Method That Services Inquiring VesselsNovember 2024March 2025Allow410NoNo
18961316ROBUST METHODS FOR AUTOMATED AUDIO SIGNAL TO TEXT SIGNAL PROCESSING SYSTEMSNovember 2024February 2025Allow200NoNo
18957799SYSTEM AND METHOD FOR GENERATING AN UPDATED TERMINAL NODE PROJECTIONNovember 2024January 2025Allow200NoNo
18957623EXPLORATION OF RELEVANT INFORMATION FOR AUTOMATED WORKFLOWSNovember 2024March 2025Allow400NoNo
18953247Method and System for Multi-Level Artificial Intelligence Supercomputer DesignNovember 2024April 2025Allow510NoNo
18951670GENERATING SYNTHETIC USER DATA FOR TRAINING AND EVALUATION OF MACHINE LEARNING-BASED LANGUAGE MODELSNovember 2024May 2025Allow610NoNo
18945524MULTI-SPEAKER SPEECH SIGNAL TO TEXT SIGNAL VALIDATIONNovember 2024March 2025Allow400NoNo
18940483LOW BITRATE AUDIO ENCODING/DECODING SCHEME HAVING CASCADED SWITCHESNovember 2024May 2025Allow610NoNo
18940536LOW BITRATE AUDIO ENCODING/DECODING SCHEME HAVING CASCADED SWITCHESNovember 2024April 2025Allow510YesNo
18934453NATURAL LANGUAGE SURVEY SYSTEMNovember 2024January 2025Allow300NoNo
18934384Method and System for Multi-Level Artificial Intelligence Supercomputer DesignNovember 2024December 2024Allow100NoNo
18935017ACCURACY AND PROVIDING EXPLAINABILITY AND TRANSPARENCY FOR QUERY RESPONSE USING MACHINE LEARNING MODELSNovember 2024May 2025Allow710YesNo
18935039ADVANCED MAXIMAL ENTROPY MEDIA COMPRESSION PROCESSINGNovember 2024April 2025Allow510NoNo
18935013BAYESIAN GRAPH-BASED RETRIEVAL-AUGMENTED GENERATION WITH SYNTHETIC FEEDBACK LOOP (BG-RAG-SFL)November 2024June 2025Allow711YesNo
18934983Audio Compression With Generative Adversarial NetworksNovember 2024April 2025Allow610YesNo
18934298Method and System for Multi-Level Artificial Intelligence Supercomputer DesignNovember 2024April 2025Allow510NoNo
18933483CONVERSATION DIALOGUE ORCHESTRATION IN VIRTUAL ASSISTANT COMMUNICATION SESSIONSOctober 2024April 2025Allow510YesNo
18931573SYSTEMS AND METHODS FOR TARGETED INTERACTIONS WITH COMPUTATIONAL MODELSOctober 2024June 2025Allow811YesNo
18927212INTENT RECOGNITION METHOD, APPARATUS AND STORAGE MEDIUMOctober 2024January 2025Allow300YesNo
18926097AI-GENERATED MUSIC DERIVATIVE WORKSOctober 2024February 2025Allow310YesNo
18925261SYSTEM AND METHOD FOR GENERATING AND EXTRACTING DATA FROM MACHINE LEARNING MODEL OUTPUTSOctober 2024March 2025Allow510YesNo
18923851COMPUTER IMPLEMENTED METHODS FOR THE AUTOMATED ANALYSIS OR USE OF DATA, INCLUDING USE OF A LARGE LANGUAGE MODELOctober 2024April 2025Allow510NoNo
18923078NETWORK THREAT INTELLIGENCE RELATIONAL TRIPLE COMBINED EXTRACTION METHOD BASED ON DEEP LEARNINGOctober 2024January 2025Allow300NoNo
18921923Method and System for Multi-Level Artificial Intelligence Supercomputer DesignOctober 2024May 2025Allow610NoNo
18921715METHOD, APPARATUS AND ELECTRONIC DEVICE FOR DISPLAYINGOctober 2024March 2025Allow510NoNo
18919419INTELLIGENT MANAGEMENT SYSTEMS FOR DIGITAL PERSON DIALOGUE BASED ON INTERNET OF THINGSOctober 2024January 2025Allow300YesNo
18914537COMPUTER IMPLEMENTED METHODS FOR THE AUTOMATED ANALYSIS OR USE OF DATA, INCLUDING USE OF A LARGE LANGUAGE MODELOctober 2024March 2025Allow510NoNo
18914717COMPUTER IMPLEMENTED METHODS FOR THE AUTOMATED ANALYSIS OR USE OF DATA, INCLUDING USE OF A LARGE LANGUAGE MODELOctober 2024June 2025Allow810NoNo
18914686COMPUTER IMPLEMENTED METHODS FOR THE AUTOMATED ANALYSIS OR USE OF DATA, INCLUDING USE OF A LARGE LANGUAGE MODELOctober 2024June 2025Allow810NoNo
18914659COMPUTER IMPLEMENTED METHODS FOR THE AUTOMATED ANALYSIS OR USE OF DATA, INCLUDING USE OF A LARGE LANGUAGE MODELOctober 2024May 2025Allow810NoNo
18908209SYSTEM THAT CONDUCTS AND EVALUATES ORAL QUESTION-AND-ANSWER SESSIONS USING ARTIFICIAL INTELLIGENCEOctober 2024December 2024Allow210NoNo
18900253LOW-LATENCY CONVERSATIONAL ARTIFICIAL INTELLIGENCE (AI) ARCHITECTURE WITH A PARALLELIZED IN-DEPTH ANALYSIS FEEDBACK LOOPSeptember 2024March 2025Allow620YesNo
18900278AUDIO TURN UNDERSTANDING SYSTEMSeptember 2024February 2025Allow510YesNo
18896230Flight Compliance System Integration of ATC Transcription and ADS-B DataSeptember 2024December 2024Allow300NoNo
18889954SYSTEM AND METHOD FOR DYNAMICALLY-GENERATED GUIDED DIALOGUE USING ARTIFICIAL INTELLIGENCESeptember 2024April 2025Allow710NoNo
18883629TELECOMMUNICATION AND MULTIMEDIA MANAGEMENT METHOD AND APPARATUSSeptember 2024January 2025Abandon410NoNo
18883658TELECOMMUNICATION AND MULTIMEDIA MANAGEMENT METHOD AND APPARATUSSeptember 2024January 2025Abandon420NoNo
18882352SYSTEMS AND METHODS FOR PERFORMING TEMPORAL ANALYSISSeptember 2024March 2025Allow610NoNo
18826342METHOD AND SYSTEM FOR MULTI-LEVEL ARTIFICIAL INTELLIGENCE SUPERCOMPUTER DESIGNSeptember 2024January 2025Allow510NoNo
18827005SYSTEMS AND METHODS FOR MACHINE LEARNING MODELS TO ASSESS AND EXTRACT DATA FROM USER INPUTSSeptember 2024February 2025Allow610NoNo
18823584PARTNER MANAGEMENT RUNTIME ENFORCEMENTSeptember 2024December 2024Allow300NoNo
18819680AUDIO ENCODER, AUDIO DECODER, METHODS FOR ENCODING AND DECODING AN AUDIO SIGNAL, AUDIO STREAM AND A COMPUTER PROGRAMAugust 2024February 2025Allow510NoNo
18819866AUDIO ENCODER, AUDIO DECODER, METHODS FOR ENCODING AND DECODING AN AUDIO SIGNAL, AUDIO STREAM AND A COMPUTER PROGRAMAugust 2024March 2025Allow610NoNo
18819733AUDIO ENCODER, AUDIO DECODER, METHODS FOR ENCODING AND DECODING AN AUDIO SIGNAL, AUDIO STREAM AND A COMPUTER PROGRAMAugust 2024March 2025Allow610NoNo
18819804AUDIO ENCODER, AUDIO DECODER, METHODS FOR ENCODING AND DECODING AN AUDIO SIGNAL, AUDIO STREAM AND A COMPUTER PROGRAMAugust 2024March 2025Allow610NoNo
18815598METHOD, APPARATUS, COMPUTER READABLE MEDIUM, AND ELECTRONIC DEVICE OF SPEECH SYNTHESISAugust 2024May 2025Allow920YesNo
18813903GENERATING AND OPERATING PERSONALIZED ARTIFICIAL ENTITIESAugust 2024February 2025Allow610NoNo
18812707METHOD AND SYSTEM FOR OPTIMIZING USE OF RETRIEVAL AUGMENTED GENERATION PIPELINES IN GENERATIVE ARTIFICIAL INTELLIGENCE APPLICATIONSAugust 2024May 2025Allow910NoNo
18810148SYSTEMS AND METHODS FOR PRE-PROCESSING FOR A MULTI-MODEL MESSAGE GENERATION ARCHITECTUREAugust 2024March 2025Allow710YesNo
18807592Conversational Device for Generating a Specific Personnel�s Virtual Personality Using Large Language ModelAugust 2024February 2025Allow600NoNo
18801421Method and System for Multi-Level Artificial Intelligence Supercomputer Design Featuring Sequencing of Large Language ModelsAugust 2024January 2025Allow610YesNo
18798929SPEECH CONVERSION METHOD AND APPARATUS, STORAGE MEDIUM, AND ELECTRONIC DEVICEAugust 2024September 2024Allow200YesNo
18799635ADVANCED TRANSFORMER ARCHITECTURE WITH EPISTEMIC EMBEDDING FOR ENHANCED NATURAL LANGUAGE PROCESSINGAugust 2024October 2024Allow200YesNo
18798014METHOD AND APPARATUS FOR CONTEXTUALLY INTELLIGENT GRAPH GENERATIONAugust 2024November 2024Allow300NoNo
18795345METHOD AND SYSTEM FOR MULTI-LEVEL ARTIFICIAL INTELLIGENCE SUPERCOMPUTER DESIGNAugust 2024January 2025Allow510NoNo
18791465SYSTEM AND METHOD FOR TRAINING AND OPERATING LARGE LANGUAGE MODELS USING CODEWORDSAugust 2024January 2025Allow610NoNo
18790474SYSTEMS AND METHODS FOR AUTOMATIC GENERATION OF ELECTRONIC ACTIVITY CONTENT FOR RECORD OBJECTS USING MACHINE LEARNING ARCHITECTURESJuly 2024September 2024Allow200YesNo
18790538SPEAKER CONTROL BASED ON SIGNAL SOURCEJuly 2024December 2024Allow410NoNo
18790740METHOD AND SYSTEM FOR MULTI-LEVEL ARTIFICIAL INTELLIGENCE SUPERCOMPUTER DESIGNJuly 2024January 2025Allow510NoNo
18787514FOUNDATIONAL AI MODEL FOR CAPTURING AND ENCODING AUDIO WITH ARTIFICIAL INTELLIGENCE SEMANTIC ANALYSIS AND WITHOUT LOW PASS OR HIGH PASS FILTERSJuly 2024November 2024Allow401NoNo
18786402ADAPTATION TO DETECTED FLUCTUATIONS IN OUTPUTS FROM ARTIFICIAL INTELLIGENCE MODELS OVER TIMEJuly 2024October 2024Allow200NoNo
18786130METHOD AND SYSTEM FOR MULTI-LEVEL ARTIFICIAL INTELLIGENCE SUPERCOMPUTER DESIGNJuly 2024September 2024Allow200NoNo
18780385A SYSTEM, METHOD AND APPARATUS FOR TWO-WAY LANGUAGE TRANSLATION IN A HEALTHCARE ENVIRONMENTJuly 2024January 2025Allow610NoNo
18777134MULTIPLE DIGITAL ASSISTANT COORDINATION IN VEHICULAR ENVIRONMENTSJuly 2024January 2025Allow610NoNo
18775199GENERATING PARALLEL DATA FOR REAL-TIME SPEECH FORM CONVERSIONJuly 2024November 2024Allow410NoNo
18770316MULTIPLE CONCURRENT VOICE ASSISTANTSJuly 2024February 2025Allow700YesNo
18767905DEVICES FOR NON-AUDIBLE SPEECH DETECTIONJuly 2024November 2024Allow6010YesNo
18690896VOICE CONVERSION METHOD, MODEL TRAINING METHOD, DEVICE, MEDIUM, AND PROGRAM PRODUCTJuly 2024April 2025Allow1300YesNo
18760571PERSONALIZING USER INTERFACE DISPLAYS IN REAL-TIMEJuly 2024January 2025Allow700NoNo
18758444SYSTEMS AND METHODS FOR REDUCING INPUT TO AND INCREASING PROCESSING SPEEDS OF NATURAL LANGUAGE PROCESSING MODELSJune 2024May 2025Allow1000NoNo
18754280SYSTEM AND METHOD FOR AUTOMATIC ALIGNMENT OF PHONETIC CONTENT FOR REAL-TIME ACCENT CONVERSIONJune 2024September 2024Allow300NoNo
18755245Natural Language Processing Using Language Neutral Verb Expression PatternsJune 2024February 2025Allow711YesNo
18754146SPEECH BRAIN-COMPUTER INTERFACE NEURAL DECODING SYSTEMS BASED ON CHINESE LANGUAGE AND IMPLEMENTATION METHODS THEREOFJune 2024September 2024Allow300NoNo
18751972DYNAMIC ADAPTATION OF PARAMETER SET USED IN HOT WORD FREE ADAPTATION OF AUTOMATED ASSISTANTJune 2024June 2025Allow1110NoNo
18752273TRAINING METHOD AND APPARATUS FOR SPEECH TRANSLATION MODEL, SPEECH TRANSLATION METHOD AND APPARATUS, AND DEVICEJune 2024January 2025Allow710NoNo
18748873IMPLEMENTING USER INPUT AND DERIVED IMAGE AND TEXT FROM ENGINEERING DRAWINGS TO MAP MANUFACTURING REQUIREMENTS TO A SUBSET OF MANUFACTURERS VIA NATURAL LANGUAGE AGENT PROGRAMSJune 2024January 2025Allow710NoNo
18746439METHODS FOR NATURAL LANGUAGE MODEL TRAINING IN NATURAL LANGUAGE UNDERSTANDING (NLU) SYSTEMSJune 2024June 2025Allow1210NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for group 2650.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
1017
Examiner Affirmed
745
(73.3%)
Examiner Reversed
272
(26.7%)
Reversal Percentile
13.0%
Lower than average

What This Means

With a 26.7% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is in the bottom 25% across the USPTO, indicating that appeals face significant challenges here.

Strategic Value of Filing an Appeal

Total Appeal Filings
3074
Allowed After Appeal Filing
1208
(39.3%)
Not Allowed After Appeal Filing
1866
(60.7%)
Filing Benefit Percentile
89.9%
Higher than average

Understanding Appeal Filing Strategy

Filing a Notice of Appeal can sometimes lead to allowance even before the appeal is fully briefed or decided by the PTAB. This occurs when the examiner or their supervisor reconsiders the rejection during the mandatory appeal conference (MPEP § 1207.01) after the appeal is filed.

In this dataset, 39.3% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is in the top 25% across the USPTO, indicating that filing appeals is particularly effective here. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Strategic Recommendations

Appeals to PTAB face challenges. Ensure your case has strong merit before committing to full Board review.

Filing a Notice of Appeal is strategically valuable. The act of filing often prompts favorable reconsideration during the mandatory appeal conference.

Group 2650 - Prosecution Statistics Summary

Executive Summary

Group 2650 is part of Technology Center 2600. This group has examined 71,565 patent applications in our dataset, with an overall allowance rate of 83.2%. Applications typically reach final disposition in approximately 25 months.

Prosecution Patterns

Applications in Group 2650 receive an average of 1.68 office actions before reaching final disposition. The median prosecution time is 25 months.

Strategic Overview

This group-level data aggregates statistics across multiple art units. For more targeted prosecution strategies, review the individual art unit and examiner statistics within this group.

Important Disclaimer

Not Legal Advice: The information provided in this report is for informational purposes only and does not constitute legal advice. You should consult with a qualified patent attorney or agent for advice specific to your situation.

No Guarantees: We do not provide any guarantees as to the accuracy, completeness, or timeliness of the statistics presented above. Patent prosecution statistics are derived from publicly available USPTO data and are subject to data quality limitations, processing errors, and changes in USPTO practices over time.

Limitation of Liability: Under no circumstances will IronCrow AI be liable for any outcome, decision, or action resulting from your reliance on the statistics, analysis, or recommendations presented in this report. Past prosecution patterns do not guarantee future results.

Use at Your Own Risk: While we strive to provide accurate and useful prosecution statistics, you should independently verify any information that is material to your prosecution strategy and use your professional judgment in all patent prosecution matters.