USPTO Examiner OPSASNICK MICHAEL N - Art Unit 2658

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19330670SYSTEMS AND METHODS FOR IMPROVED MACHINE LEARNING-BASED INBOUND CALL MONITORING AND RESPONSE GENERATIONSeptember 2025January 2026Allow410YesNo
18679525GENERATING A DISTILLED GENERATIVE RESPONSE ENGINE TRAINED ON DISTILLATION DATA GENERATED WITH A LANGUAGE MODEL PROGRAMMay 2024February 2026Allow2140YesNo
18640779SYSTEMS AND METHODS FOR COLLECTING AND PROCESSING MEMORY-RELATED DATA AND SYNTHESIZING MEMORY-BASED NARRATIVESApril 2024February 2025Allow1011NoNo
18613833METHODS AND SYSTEMS FOR CROSS-CORRELATING AND ALIGNING PARALLEL SPEECH UTTERANCES TO IMPROVE QUALITY ASSURANCEMarch 2024July 2025Allow1630NoNo
18691047INFORMATION PROCESSING APPARATUS AND METHOD THAT USE LEARNING MODELS TO ALTER WATERMARK INFORMATION BASED ON MIXED AUDIO SIGNALSMarch 2024February 2026Allow2310NoNo
18594440Applied Artificial Intelligence Technology for Narrative Generation Based on Explanation Communication GoalsMarch 2024May 2025Allow1410NoNo
18429781SYSTEMS AND METHODS FOR COMMUNICATION SYSTEM INTENT ANALYSISFebruary 2024August 2025Allow1920YesNo
18403041DYNAMIC SYSTEM RESPONSE CONFIGURATIONJanuary 2024October 2025Allow2110NoNo
18392813APPARATUS AND METHOD FOR SPEECH RECOGNITION USING USER PROMPTDecember 2023February 2026Allow2610NoNo
18571738INFORMATION PROCESSING APPARATUS, INFORMATION PROCESSING METHOD, AND PROGRAM FOR VOICE QUALITY CONVERSIONDecember 2023November 2025Allow2310NoNo
18532741PROFICIENCY AND NATIVE LANGUAGE-ADAPTED GRAMMATICAL ERROR CORRECTIONDecember 2023January 2025Allow1310NoNo
18530702Training and Testing Audio Voice FrameworksDecember 2023November 2025Allow2320YesNo
18520531Music Service SelectionNovember 2023October 2024Allow1110NoNo
18512723SYSTEMS AND METHODS FOR PRODUCING RELIABLE TRANSLATION IN NEAR REAL-TIMENovember 2023January 2026Allow2610NoNo
18512348ELECTRONIC DEVICE PROVIDING VARYING RESPONSE BASED ON CONTENTS INCLUDED IN INPUT, AND METHOD AND COMPUTER READABLE MEDIUM THEREOFNovember 2023July 2025Allow2020YesYes
18511324PERSONAL PRESENTATION OF PREVOCALIZATION TO IMPROVE ARTICULATIONNovember 2023February 2024Allow300NoNo
18511077DYNAMIC DOMAIN-ADAPTED AUTOMATIC SPEECH RECOGNITION SYSTEMNovember 2023March 2025Allow1620NoNo
18509976INTERPRETING WORDS PRIOR TO VOCALIZATIONNovember 2023January 2024Allow300NoNo
18507656AUDIO VISUAL SOUND SOURCE SEPARATION WITH CROSS-MODAL META CONSISTENCY LEARNINGNovember 2023October 2025Allow2310NoNo
18388694SYSTEM AND METHOD FOR GENERATING IMPULSE RESPONSES USING NEURAL NETWORKSNovember 2023November 2024Allow1220YesNo
18492377Audio Signal Enhancement with Recursive Restoration Employing Deterministic DegradationOctober 2023December 2025Allow2610NoNo
18273354VOICE SIGNAL ESTIMATION METHOD AND APPARATUS USING ATTENTION MECHANISMSeptember 2023October 2025Allow2710NoNo
18475599DIARIZATION USING ACOUSTIC LABELINGSeptember 2023August 2025Allow2310YesNo
18471635METHOD OF DETECTING A SPEECH IMPEDIMENT AND PROVIDING VISUAL FEEDBACK AS AN AVATAR TO A USERSeptember 2023December 2025Allow2710YesNo
18471866Extreme Language Model Compression with Optimal Sub-Words and Shared ProjectionsSeptember 2023July 2024Allow1010NoNo
18367779System For Recognizing and Responding to Environmental NoisesSeptember 2023November 2025Allow2640YesNo
18241138SYSTEMS AND METHODS FOR AUDIO SOURCE SEPARATION USING BAND-SPLIT TRANSFORMERSAugust 2023October 2025Allow2510NoNo
18446798ADAPTIVE SENDING OR RENDERING OF AUDIO WITH TEXT MESSAGES SENT VIA AUTOMATED ASSISTANTAugust 2023September 2025Allow2510NoNo
18351370Video Integration with Home AssistantJuly 2023July 2024Allow1210YesNo
18217955Method and System for Bridging a Gap Between Disparate Platforms That Remove the Need for a User to Switch Between the Disparate PlatformsJuly 2023March 2024Allow900YesNo
18217888UNIFIED SPEECH REPRESENTATION LEARNINGJuly 2023September 2024Allow1510YesNo
18346177SYSTEMS AND METHODS FOR GENERATING DYNAMIC CONVERSATIONAL RESPONSES THROUGH AGGREGATED OUTPUTS OF MACHINE LEARNING MODELSJune 2023February 2024Allow710NoNo
18344007Automatic Speech Recognition Accuracy With Multimodal Embeddings SearchJune 2023December 2025Allow2910NoNo
18334442System and Method for Modulation Domain-Based Audio Signal EncodingJune 2023March 2026Allow3320YesNo
18256967METHOD AND APPARATUS FOR PROCESSING OF AUDIO DATA USING A PRE-CONFIGURED GENERATORJune 2023September 2025Allow2710YesNo
18204901WEARABLE VIBROTACTILE SPEECH AIDJune 2023August 2024Abandon1410NoNo
18323576SYSTEM AND METHOD USING MACHINE LEARNED VOICEPRINT SETS FOR EFFICIENT DETERMINATION OF VOICE MEMBERSHIP USING ENHANCED SCORE NORMALIZATION AND LOCALITY SENSITIVE HASHINGMay 2023July 2025Allow2600NoNo
18195789SYSTEMS AND METHODS TO UTILIZE TEXT REPRESENTATIONS OF CONVERSATIONSMay 2023August 2024Allow1510YesNo
18309108TASK DECOMPOSITION FOR LLM INTEGRATIONS WITH SPREADSHEET ENVIRONMENTSApril 2023September 2025Allow2910YesNo
18033018SOUND SIGNAL HIGH FREQUENCY COMPENSATION METHOD, SOUND SIGNAL POST PROCESSING METHOD, SOUND SIGNAL DECODE METHOD, APPARATUS THEREOF, PROGRAM, AND STORAGE MEDIUMApril 2023August 2025Allow2810YesNo
18032536SOUND SIGNAL REFINEMENT METHOD, SOUND SIGNAL DECODE METHOD, APPARATUS THEREOF, PROGRAM, AND STORAGE MEDIUMApril 2023June 2025Allow2610YesNo
18135658SYSTEM AND METHOD FOR DETECTING COGNITIVE DECLINE USING SPEECH ANALYSISApril 2023September 2024Allow1720NoNo
18031579SOUND SIGNAL REFINEMENT METHOD, SOUND SIGNAL DECODE METHOD, APPARATUS THEREOF, PROGRAM, AND STORAGE MEDIUMApril 2023July 2025Allow2710NoNo
18194251VOICE ENCODING AND DECODING USING TRANSFORM COEFFICIENTS ADJUSTED BY SPECTRAL MODEL AND SPECTRAL SHAPERMarch 2023June 2025Allow2730NoNo
18171411Speech Enhancement Model for Automatic Speech RecognitionFebruary 2023April 2025Allow2510NoNo
18145193Applied Artificial Intelligence Technology for Narrative Generation Based on Explanation Communication GoalsDecember 2022December 2023Allow1110NoNo
18074758Generating Additional Synthesized Voice Output Based On Prior Utterance and Synthesized Voice Output Provided In Response to The Prior UtteranceDecember 2022September 2023Allow1000NoNo
18071884MACHINE LEARNING BASED EMOTION PREDICTION AND FORECASTING IN CONVERSATIONNovember 2022May 2025Allow3010NoNo
18056615SYSTEMS AND METHODS FOR GENERALIZED STRUCTURED DATA DISCOVERY UTILIZING CONTEXTUAL METADATA DISAMBIGUATION VIA MACHINE LEARNING TECHNIQUESNovember 2022April 2025Allow2810YesNo
18055211SYSTEMS AND METHODS FOR SEMANTIC SEPARATION OF MULTIPLE INTENTIONS IN TEXT DATA USING REINFORCEMENT LEARNINGNovember 2022April 2025Allow2900NoNo
17985016AUTOMATIC DUBBING METHOD AND APPARATUSNovember 2022October 2023Allow1110YesNo
18051860DEEP LEARNING SEGMENTATION OF AUDIO USING MAGNITUDE SPECTROGRAMNovember 2022August 2023Allow910NoNo
17977496PHONEME RECOGNITION-BASED SPEECH RECOGNITION METHOD AND APPARATUS, COMPUTER DEVICE, AND STORAGE MEDIUMOctober 2022March 2025Allow2910YesNo
17973403SYSTEMS AND METHODS FOR REFLEXIVE QUESTIONNAIRE GENERATION USING A SPREADSHEETOctober 2022December 2023Allow1420NoNo
17937765RELAXED INSTANCE FREQUENCY NORMALIZATION FOR NEURAL-NETWORK-BASED AUDIO PROCESSINGOctober 2022December 2024Allow2610NoNo
17936822SYSTEM AND METHOD FOR EXTRACTING ISSUES BASED ON TROUBLE TICKET MININGSeptember 2022February 2025Allow2810NoNo
17956017NOISE REDUCTION AND RESIDUAL ECHO SUPPRESSIONSeptember 2022October 2025Allow3630YesNo
17949717Processing Apparatus, Processing Multiple ConvolutionsSeptember 2022September 2025Abandon3620YesNo
17939049SYSTEMS AND METHODS FOR COMMUNICATION SYSTEM INTENT ANALYSISSeptember 2022November 2023Allow1410NoNo
17891967DEVICE AND METHOD FOR GENERATING A HIGH-BAND SIGNAL FROM NON-LINEARLY PROCESSED SUB-RANGESAugust 2022February 2024Allow1820YesNo
17882457TASK FLOW IDENTIFICATION BASED ON USER INTENTAugust 2022May 2025Allow3420YesNo
17794227CONVERSION LEARNING APPARATUS, CONVERSION LEARNING METHOD, CONVERSION LEARNING PROGRAM AND CONVERSION APPARATUSJuly 2022March 2024Allow2020YesNo
17810765IMAGE DESCRIPTION GENERATION FOR A SCREEN READER BASED ON A SETTING INDICATING A LEVEL OF VERBOSITYJuly 2022September 2025Allow3930YesNo
17845689METHODS AND SYSTEMS FOR PREPARING UNSTRUCTURED DATA FOR STATISTICAL ANALYSIS USING ELECTRONIC CHARACTERSJune 2022June 2025Allow3620YesNo
17845388SYSTEMS AND METHODS FOR TRAINING A VIRTUAL ASSISTANTJune 2022September 2025Allow3930YesNo
17784090SYSTEM FOR SETTING VOICE RECOGNITION RCU BY USING CLOUD SERVER, AND METHOD THEREFORJune 2022September 2024Allow2810NoNo
17834871SYSTEM FOR FACILITATING IN-PERSON INTERACTION BETWEEN MULTI-USER VIRTUAL ENVIRONMENT USERS WHOSE AVATARS HAVE INTERACTED VIRTUALLYJune 2022September 2023Abandon1520YesYes
17779528SYNTHESIZED SPEECH DURATION MODIFICATION BASED ON DETECTED EMOTION IN A DIALOGUE SESSIONMay 2022January 2025Allow3210NoNo
17741874Method and System for Encoding and Wirelessly Transmitting Stereo Audio Content for Audio CommunicationMay 2022August 2025Allow3930YesNo
17662418DEEP LEARNING SEGMENTATION OF AUDIO USING MAGNITUDE SPECTROGRAMMay 2022April 2024Allow2330NoNo
17661832Speaker Embeddings for Improved Automatic Speech RecognitionMay 2022July 2024Allow2610NoNo
17661837MIXED LANGUAGE MODEL SPEECH RECOGNITIONMay 2022January 2025Allow3240YesYes
17732011INTELLIGENT AUTOMATED ASSISTANTApril 2022July 2024Allow2620YesNo
17728449METHODS, SYSTEMS, AND MEDIA FOR CONNECTING AN IoT DEVICE TO A CALLApril 2022June 2023Allow1310YesNo
17713919SOUND EVENT DETECTION BASED ON CONDITIONAL PROBABILITIES ASSOCIATED WITH THE SOUND EVENTApril 2022August 2025Abandon4130YesNo
17657600APPARATUS AND METHOD FOR ACQUIRING A PLURALITY OF AUDIO SIGNALS ASSOCIATED WITH DIFFERENT SOUND SOURCESMarch 2022August 2024Allow2900NoNo
17702382SYSTEM FOR FACILITATING IN-PERSON INTERACTION BETWEEN MULTIUSER VIRTUAL ENVIRONMENT USERS WHOSE AVATARS HAVE INTERACTED VIRTUALLYMarch 2022September 2023Abandon1820YesYes
17698029SYSTEM AND METHOD FOR EXTRACTING HIDDEN CUES IN INTERACTIVE COMMUNICATIONSMarch 2022December 2025Allow4540NoNo
17697823Techniques For Retrieving Document DataMarch 2022October 2024Abandon3110NoNo
17697781Techniques For Performing Subject Word Classification Of Document DataMarch 2022October 2024Abandon3110NoNo
17689633ARTIFICIAL INTELLIGENCE (AI) SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING BROWSER ACTIONS USING GRAPH NEURAL NETWORKSMarch 2022October 2024Abandon3110NoNo
17689270VISUAL SPEECH RECOGNITION BASED ON CONNECTIONIST TEMPORAL CLASSIFICATION LOSSMarch 2022March 2025Allow3630NoNo
17682399TRAINING METHOD AND DEVICE FOR AUDIO SEPARATION NETWORK, AUDIO SEPARATION METHOD AND DEVICE, AND MEDIUMFebruary 2022September 2024Allow3120YesNo
17682568SOFT DECISION AUDIO DECODING SYSTEMFebruary 2022July 2023Allow1620NoNo
17427157DATA CONVERSION LEARNING DEVICE, DATA CONVERSION DEVICE, METHOD, AND PROGRAMFebruary 2022July 2025Abandon4830NoNo
17677976COMPUTING SYSTEM FOR UNSUPERVISED EMOTIONAL TEXT TO SPEECH TRAININGFebruary 2022February 2026Allow4840YesYes
17674752SPEECH CODING USING CONTENT LATENT EMBEDDING VECTORS AND SPEAKER LATENT EMBEDDING VECTORSFebruary 2022April 2023Allow1410NoNo
17672364Natural Language Processing with an N-Gram MachineFebruary 2022November 2023Allow2120YesNo
17666439Predictive Injection of Conversation Fillers for Assistant SystemsFebruary 2022February 2023Allow1210NoNo
17630090AUDIO DEVICE WITH SOUND DETERMINATIONJanuary 2022September 2024Allow3230NoNo
17580443COMPUTER-BASED SYSTEMS PROGRAMMED FOR AUTOMATIC ADAPTIVE CONTENT-BASED PROCESSING OF ELECTRONIC MESSAGES AND METHODS OF USE THEREOFJanuary 2022August 2024Allow3110NoNo
17577238SYSTEM AND METHOD OF VIDEO CAPTURE AND SEARCH OPTIMIZATION FOR CREATING AN ACOUSTIC VOICEPRINTJanuary 2022May 2023Allow1610YesNo
17616091VOICE INTERACTIVE WAKEUP ELECTRONIC DEVICE AND METHOD BASED ON MICROPHONE SIGNAL, AND MEDIUMDecember 2021July 2024Allow3110YesNo
17539398ELECTRONIC DEVICE AND OPERATING METHOD FOR GENERATING RESPONSE TO USER INPUTDecember 2021September 2025Abandon4640YesNo
17614646PARAMETER LEARNING APPARATUS, PARAMETER LEARNING METHOD, AND COMPUTER READABLE RECORDING MEDIUMNovember 2021June 2024Allow3110YesNo
17532276TRANSFERRING DIALOG DATA FROM AN INITIALLY INVOKED AUTOMATED ASSISTANT TO A SUBSEQUENTLY INVOKED AUTOMATED ASSISTANTNovember 2021November 2024Allow3620YesNo
17532674Music Service SelectionNovember 2021February 2023Allow1510NoNo
17532199DYNAMIC ADAPTATION OF GRAPHICAL USER INTERFACE ELEMENTS BY AN AUTOMATED ASSISTANT AS A USER ITERATIVELY PROVIDES A SPOKEN UTTERANCE, OR SEQUENCE OF SPOKEN UTTERANCESNovember 2021March 2024Allow2810YesNo
17613357INFORMATION PROCESSING DEVICE, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING PROGRAMNovember 2021August 2024Abandon3210NoNo
17531371RECEIVING A NATURAL LANGUAGE REQUEST AND RETRIEVING A PERSONAL VOICE MEMONovember 2021April 2023Abandon1710NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner OPSASNICK, MICHAEL N.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
28
Examiner Affirmed
16
(57.1%)
Examiner Reversed
12
(42.9%)
Reversal Percentile
65.7%
Higher than average

What This Means

With a 42.9% reversal rate, the PTAB reverses the examiner's rejections in a meaningful percentage of cases. This reversal rate is above the USPTO average, indicating that appeals have better success here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
57
Allowed After Appeal Filing
22
(38.6%)
Not Allowed After Appeal Filing
35
(61.4%)
Filing Benefit Percentile
63.7%
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, 38.6% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is above the USPTO average, suggesting that filing an appeal can be an effective strategy for prompting reconsideration.

Strategic Recommendations

✓ Appeals to PTAB show good success rates. If you have a strong case on the merits, consider fully prosecuting the appeal to a Board decision.

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

Examiner OPSASNICK, MICHAEL N - Prosecution Strategy Guide

Executive Summary

Examiner OPSASNICK, MICHAEL N works in Art Unit 2658 and has examined 659 patent applications in our dataset. With an allowance rate of 82.4%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 32 months.

Allowance Patterns

Examiner OPSASNICK, MICHAEL N's allowance rate of 82.4% places them in the 55% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by OPSASNICK, MICHAEL N receive 2.40 office actions before reaching final disposition. This places the examiner in the 69% percentile for office actions issued. This examiner issues a slightly above-average number of office actions.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by OPSASNICK, MICHAEL N is 32 months. This places the examiner in the 51% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +3.1% benefit to allowance rate for applications examined by OPSASNICK, MICHAEL N. This interview benefit is in the 25% percentile among all examiners. Note: Interviews show limited statistical benefit with this examiner compared to others, though they may still be valuable for clarifying issues.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 24.0% of applications are subsequently allowed. This success rate is in the 34% percentile among all examiners. Strategic Insight: RCEs show below-average effectiveness with this examiner. Carefully evaluate whether an RCE or continuation is the better strategy.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 37.7% of cases where such amendments are filed. This entry rate is in the 57% percentile among all examiners. Strategic Recommendation: This examiner shows above-average receptiveness to after-final amendments. If your amendments clearly overcome the rejections and do not raise new issues, consider filing after-final amendments before resorting to an RCE.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 20.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 27% percentile among all examiners. Note: Pre-appeal conferences show below-average success with this examiner. Consider whether your arguments are strong enough to warrant a PAC request.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 58.8% of appeals filed. This is in the 33% percentile among all examiners. Of these withdrawals, 22.5% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows below-average willingness to reconsider rejections during appeals. Be prepared to fully prosecute appeals if filed.

Petition Practice

When applicants file petitions regarding this examiner's actions, 38.3% are granted (fully or in part). This grant rate is in the 27% percentile among all examiners. Strategic Note: Petitions show below-average success regarding this examiner's actions. Ensure you have a strong procedural basis before filing.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 0.2% of allowed cases (in the 51% percentile). This examiner makes examiner's amendments more often than average to place applications in condition for allowance (MPEP § 1302.04).

Quayle Actions: This examiner issues Ex Parte Quayle actions in 14.7% of allowed cases (in the 91% percentile). Per MPEP § 714.14, a Quayle action indicates that all claims are allowable but formal matters remain. This examiner frequently uses Quayle actions compared to other examiners, which is a positive indicator that once substantive issues are resolved, allowance follows quickly.

Prosecution Strategy Recommendations

Based on the statistical analysis of this examiner's prosecution patterns, here are tailored strategic recommendations:

    Relevant MPEP Sections for Prosecution Strategy

    • MPEP § 713.10: Examiner interviews - available before Notice of Allowance or transfer to PTAB
    • MPEP § 714.12: After-final amendments - may be entered "under justifiable circumstances"
    • MPEP § 1002.02(c): Petitionable matters to Technology Center Director
    • MPEP § 1004: Actions requiring primary examiner signature (allowances, final rejections, examiner's answers)
    • MPEP § 1207.01: Appeal conferences - mandatory for all appeals
    • MPEP § 1214.07: Reopening prosecution after appeal

    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.