USPTO Examiner SERROU ABDELALI - Art Unit 2659

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18925261SYSTEM AND METHOD FOR GENERATING AND EXTRACTING DATA FROM MACHINE LEARNING MODEL OUTPUTSOctober 2024March 2025Allow510YesNo
18810148SYSTEMS AND METHODS FOR PRE-PROCESSING FOR A MULTI-MODEL MESSAGE GENERATION ARCHITECTUREAugust 2024March 2025Allow710YesNo
18755245Natural Language Processing Using Language Neutral Verb Expression PatternsJune 2024February 2025Allow711YesNo
18656983Generating Expressive Speech Audio From Text DataMay 2024May 2025Allow1210NoNo
18656197ON-DEVICE SPEECH SYNTHESIS OF TEXTUAL SEGMENTS FOR TRAINING OF ON-DEVICE SPEECH RECOGNITION MODELMay 2024May 2025Allow1210NoNo
18402878SYSTEM COMMAND PROCESSINGJanuary 2024June 2025Allow1720YesNo
18531671SYSTEMS AND METHODS FOR IMPLEMENTING AN ARTIFICIAL INTELLIGENCE-BASED SOLUTION FOR PROMPT ORCHESTRATION BY SEGREGATING PROCESSING REQUESTS INTO NON-SERIALIZED TASKSDecember 2023July 2024Allow710NoNo
18511495AUDIO ENCODER AND DECODER WITH DYNAMIC RANGE COMPRESSION METADATANovember 2023August 2024Allow910NoNo
18503689WEARABLE FOR SUPPRESSING SOUND OTHER THAN A WEARER'S VOICENovember 2023November 2024Allow1230YesNo
18387288METHOD AND SYSTEM FOR ENHANCING THE INTELLIGIBILITY OF INFORMATION FOR A USERNovember 2023February 2025Abandon1510NoNo
18381034APPARATUS AND METHOD FOR PERSONALIZATION OF MACHINE LEARNING MODELSOctober 2023October 2024Allow1230YesNo
18473939DATABASE QUERY GENERATION USING NATURAL LANGUAGE TEXTSeptember 2023July 2024Allow910YesNo
18367859SIMULTANEOUS ACOUSTIC EVENT DETECTION ACROSS MULTIPLE ASSISTANT DEVICESSeptember 2023September 2024Allow1210YesNo
18241731GENERATION OF NATURAL LANGUAGE (NL) BASED SUMMARIES USING A LARGE LANGUAGE MODEL (LLM) AND SUBSEQUENT MODIFICATION THEREOF FOR ATTRIBUTIONSeptember 2023February 2024Allow610YesNo
18362273PROPER NOUN RECOGNITION IN END-TO-END SPEECH RECOGNITIONJuly 2023May 2025Allow2200YesNo
18228170GENERAL INTELLIGENCE FOR TABULAR DATAJuly 2023November 2023Allow310YesNo
18226020CONFIDENCE GENERATION FOR MANAGING A GENERATIVE ARTIFICIAL INTELLIGENCE MODELJuly 2023October 2023Allow200YesNo
18341896SYSTEM AND METHOD FOR TERM DISAMBIGUATIONJune 2023January 2024Allow700YesNo
18204746ADVERSARIAL LEARNING FRAMEWORK FOR PERSONA-BASED DIALOGUE MODELINGJune 2023October 2024Allow1610YesNo
18204324ON-DEVICE SPEECH SYNTHESIS OF TEXTUAL SEGMENTS FOR TRAINING OF ON-DEVICE SPEECH RECOGNITION MODELMay 2023December 2023Allow700YesNo
18321876DECODING METHOD AND APPARATUS IN ARTIFICIAL NEURAL NETWORK FOR SPEECH RECOGNITIONMay 2023May 2024Allow1210YesNo
18195886Detecting AI-Generated Text by Measuring the Asserted Author's Understanding of Selected Words and/or Phrases in the TextMay 2023October 2023Allow520YesNo
18306028SCALABLE SYSTEMS AND METHODS FOR DISCOVERING AND SUMMARIZING TEST RESULT FACTSApril 2023April 2024Allow1220YesNo
18187253SYSTEMS AND METHODS FOR CONSTRUCTION, MAINTENANCE, AND IMPROVEMENT OF KNOWLEDGE REPRESENTATIONSMarch 2023February 2024Allow1110NoNo
18166806SOFT KNOWLEDGE PROMPTS FOR LANGUAGE MODELSFebruary 2023February 2025Allow2410YesNo
18147960MODEL-BASED SEMANTIC TEXT SEARCHINGDecember 2022June 2024Allow1820YesNo
18073815DATABASE QUERY GENERATION USING NATURAL LANGUAGE TEXTDecember 2022June 2023Allow710YesNo
18071950ELECTRONIC DEVICE AND METHOD FOR PROVIDING LIST OF SUGGESTED UTTERANCESNovember 2022June 2025Allow3010YesNo
17984694OPEN INPUT CLASSIFIER WITH ENTAILMENTNovember 2022January 2024Allow1410YesNo
17981399METHOD AND ELECTRONIC DEVICE FOR ENHANCED INTERACTION WITH VOICE ASSISTANT USING USER ACCESSORIES DATANovember 2022March 2025Allow2810YesNo
17966908MACHINE LEARNING METHOD AND NAMED ENTITY RECOGNITION APPARATUSOctober 2022May 2025Allow3110YesNo
17959099SYSTEM AND METHOD FOR TERM DISAMBIGUATIONOctober 2022March 2023Allow600YesNo
17947249METHOD AND DEVICE FOR QUANTIZATION OF LINEAR PREDICTION COEFFICIENT AND METHOD AND DEVICE FOR INVERSE QUANTIZATIONSeptember 2022August 2023Allow1110NoNo
17886785METHOD AND SYSTEM FOR ENHANCING THE INTELLIGIBILITY OF INFORMATION FOR A USERAugust 2022August 2023Allow1211YesNo
17878410AUDIO ENCODER AND DECODER WITH DYNAMIC RANGE COMPRESSION METADATAAugust 2022July 2023Allow1110NoNo
17877365DATABASE QUERY GENERATION USING NATURAL LANGUAGE TEXTJuly 2022September 2022Allow200YesNo
17871711ELECTRONIC DEVICE AND OPERATION METHODJuly 2022February 2025Allow3110YesNo
17869269CONVERSION OF MESSAGES INTO AUDIO FORMATJuly 2022March 2025Allow3210YesNo
17834404SYSTEM COMMAND PROCESSINGJune 2022September 2023Allow1610YesNo
17782731A SYSTEM AND METHOD FOR PROVIDING CONTEXTUAL INFORMATION AND ACTIONS TO MAKE A CONVERSATION MEANINGFUL AND ENGAGINGJune 2022April 2025Abandon3510NoNo
17832323System and Method for Secure Transcription GenerationJune 2022March 2025Allow3310YesNo
17825778FACILITATING COMMUNICATIONS WITH AUTOMATED ASSISTANTS IN MULTIPLE LANGUAGESMay 2022November 2023Allow1710YesNo
17774991SYSTEM AND METHOD FOR COLLECTING BEHAVIOURAL DATA TO ASSIST INTERPERSONAL INTERACTIONMay 2022April 2025Abandon3610NoNo
17735297OUTPUT METHOD AND ELECTRONIC DEVICEMay 2022September 2023Allow1710YesNo
17735300Ontology Driven Contextual Automated Speech RecognitionMay 2022February 2025Allow3310NoNo
17726113Data-Informed Decision Making Through a Domain-General Artificial Intelligence PlatformApril 2022April 2025Abandon3610NoNo
17726226HIERARCHICAL MULTI-TIER LANGUAGE PROCESSING PLATFORMApril 2022June 2023Allow1410NoNo
17713546ELECTRONIC APPARATUS AND CONTROLLING METHOD THEREOFApril 2022September 2024Allow2910NoNo
17702925CURATING KNOWLEDGE OF A KNOWLEDGE DATABASEMarch 2022September 2024Allow3010NoNo
17702473AUDIO ENCODING DEVICE, METHOD AND PROGRAM, AND AUDIO DECODING DEVICE, METHOD AND PROGRAMMarch 2022May 2023Allow1410YesNo
17694034MODEL TRAININGMarch 2022March 2025Allow3620NoNo
17694243Deep Learning Systems and Methods to Disambiguate False Positives in Natural Language Processing AnalyticsMarch 2022September 2024Allow3010YesNo
17693896INTELLIGENT QUESTION ANSWERING METHOD, APPARATUS, AND DEVICE, AND COMPUTER-READABLE STORAGE MEDIUMMarch 2022December 2024Allow3310YesNo
17693414HIERARCHICAL STRUCTURE LEARNING WITH CONTEXT ATTENTION FROM MULTI-TURN NATURAL LANGUAGE CONVERSATIONSMarch 2022April 2025Abandon3701NoNo
17693285LANGUAGE-AGNOSTIC COMPUTER PROGRAM REPAIR ENGINE GENERATORMarch 2022November 2024Allow3210YesNo
17653332APPARATUS AND METHOD FOR ENCODING OR DECODING AN AUDIO SIGNAL WITH INTELLIGENT GAP FILLING IN THE SPECTRAL DOMAINMarch 2022October 2023Allow2010NoNo
17682206Generating Expressive Speech Audio From Text DataFebruary 2022February 2024Allow2410NoNo
17583612APPARATUS AND METHOD FOR DECODING OR ENCODING AN AUDIO SIGNAL USING ENERGY INFORMATION VALUES FOR A RECONSTRUCTION BANDJanuary 2022May 2023Allow1510NoNo
17582881CONTEXT-BASED NATURAL LANGUAGE PROCESSINGJanuary 2022January 2024Allow2420YesNo
17581498SYSTEM AND METHOD FOR TERM DISAMBIGUATIONJanuary 2022June 2022Allow510YesNo
17561581PERFORMING MACHINE LEARNING TASKS USING INSTRUCTION-TUNED NEURAL NETWORKSDecember 2021March 2025Allow3911YesNo
17616129TWO-PASS END TO END SPEECH RECOGNITIONDecember 2021June 2025Allow4230NoNo
17455211Speech Synthesis Apparatus and Method ThereofNovember 2021December 2024Allow3710YesNo
17510430METHOD AND APPARATUS FOR TARGET EXAGGERATION FOR DEEP LEARNING-BASED SPEECH ENHANCEMENTOctober 2021July 2024Allow3210NoNo
17510454ELECTRONIC APPARATUS AND CONTROLLING METHOD THEREOFOctober 2021December 2023Allow2600YesNo
17603690VOICE RECOGNITION METHOD AND DEVICEOctober 2021May 2024Allow3110NoNo
17487281CONTEXT-SENSITIVE ACTIONS WITHIN CLIENT DEVICESeptember 2021December 2024Allow3921YesNo
17479285ON-DEVICE SPEECH SYNTHESIS OF TEXTUAL SEGMENTS FOR TRAINING OF ON-DEVICE SPEECH RECOGNITION MODELSeptember 2021February 2023Allow1710NoNo
17476961GEOMETRIC SHAPE BASED EVENT COMPONENT PERSONALIZATIONSeptember 2021December 2024Allow3920YesNo
17463176STORAGE MEDIUM, SPEAKER IDENTIFICATION METHOD, AND SPEAKER IDENTIFICATION DEVICEAugust 2021December 2024Abandon3920NoNo
17433096ANSWER GENERATING DEVICE, ANSWER LEARNING DEVICE, ANSWER GENERATING METHOD, AND ANSWER GENERATING PROGRAMAugust 2021January 2025Allow4120YesNo
17401060VOICE INTERFACE TRANSACTION SYSTEM USING AUDIO SIGNALSAugust 2021July 2024Allow3530YesNo
17363223METHOD FOR RECOMMENDING AND IMPLEMENTING COMMUNICATION OPTIMIZATIONSJune 2021September 2024Allow3911YesNo
17344165AUTOMATIC SPEECH RECOGNITION WITH FILLER MODEL PROCESSINGJune 2021July 2023Allow2520YesNo
17331056MAN-MACHINE DIALOGUE METHOD AND SYSTEM, COMPUTER DEVICE AND MEDIUMMay 2021November 2023Allow3000YesNo
17296159Item Recall Method and System, Electronic Device and Readable Storage MediumMay 2021October 2023Allow2810YesNo
17319607WAKE ON VOICE KEY PHRASE SEGMENTATIONMay 2021March 2024Abandon3420NoNo
17234745DIALOGUE ACT CLASSIFICATION IN GROUP CHATS WITH DAG-LSTMSApril 2021July 2023Allow2610YesNo
17232842METHOD AND SYSTEM FOR INFERRING ANSWERS FROM KNOWLEDGE GRAPHSApril 2021September 2023Allow2910YesNo
17228158ADVERSARIAL LEARNING FRAMEWORK FOR PERSONA-BASED DIALOGUE MODELINGApril 2021February 2023Allow2210NoNo
17217533APPARATUS AND METHOD FOR DECODING AND ENCODING AN AUDIO SIGNAL USING ADAPTIVE SPECTRAL TILE SELECTIONMarch 2021May 2023Allow2511NoNo
17211488FACILITATING END-TO-END COMMUNICATIONS WITH AUTOMATED ASSISTANTS IN MULTIPLE LANGUAGESMarch 2021May 2023Allow2610YesNo
17209041SPEECH-TO-TEXT TRANSCRIPTION WITH MULTIPLE LANGUAGESMarch 2021November 2022Allow2010YesNo
17207733VOICE DATA PROCESSING BASED ON DEEP LEARNINGMarch 2021February 2023Allow2310NoNo
17190218METHOD, INTERACTION DEVICE, SERVER, AND SYSTEM FOR SPEECH RECOGNITIONMarch 2021January 2023Allow2310YesNo
17272325SPEECH WAVEFORM GENERATIONFebruary 2021September 2023Allow3110YesNo
17164149MULTI-PORTION SPOKEN COMMAND FRAMEWORKFebruary 2021July 2023Allow3020YesNo
17264379AUTOMATIC SELECTION OF LANGUAGE FOR GRAPHICAL USER INTERFACE OF NETWORK DEVICEJanuary 2021October 2024Abandon4420NoNo
17158052SYSTEMS AND METHODS FOR AUTOMATICALLY CATEGORIZING UNSTRUCTURED DATA AND IMPROVING A MACHINE LEARNING-BASED DIALOGUE SYSTEMJanuary 2021January 2023Abandon2410YesNo
17146239AUTOMATIC LEARNING OF ENTITIES, WORDS, PRONUNCIATIONS, AND PARTS OF SPEECHJanuary 2021May 2024Allow4021YesNo
17140619SERVER, CLIENT DEVICE, AND OPERATION METHODS THEREOF FOR TRAINING NATURAL LANGUAGE UNDERSTANDING MODELJanuary 2021August 2023Allow3220NoNo
17135384FACILITATING MAPPING OF CONTROL POLICIES TO REGULATORY DOCUMENTSDecember 2020August 2023Allow3130YesNo
17135218SYSTEMS AND METHODS FOR CONSTRUCTION, MAINTENANCE, AND IMPROVEMENT OF KNOWLEDGE REPRESENTATIONSDecember 2020October 2022Allow2210NoNo
17134494ENTITY RECOGNITION METHOD AND APPARATUSDecember 2020August 2023Allow3220YesNo
17133965FACILITATING AUTOMATIC DETECTION OF RELATIONSHIPS BETWEEN SENTENCES IN CONVERSATIONSDecember 2020July 2022Allow1810YesNo
17251958METHOD AND DEVICE FOR LOGGING AN ITEM OF INFORMATION RELATING TO A RAIL VEHICLEDecember 2020December 2022Allow2430YesNo
17120201MAINTENANCE OF A DATA GLOSSARYDecember 2020June 2024Allow4220YesNo
17108593SYSTEMS AND METHODS INVOLVING SEMANTIC DETERMINATION OF JOB TITLESDecember 2020February 2023Allow2620YesNo
17085926SIMULTANEOUS ACOUSTIC EVENT DETECTION ACROSS MULTIPLE ASSISTANT DEVICESOctober 2020June 2023Allow3220YesNo
17048040IMAGES GENERATED BASED ON EMOTIONSOctober 2020April 2024Abandon4210NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner SERROU, ABDELALI.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
10
Examiner Affirmed
6
(60.0%)
Examiner Reversed
4
(40.0%)
Reversal Percentile
61.5%
Higher than average

What This Means

With a 40.0% 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
28
Allowed After Appeal Filing
11
(39.3%)
Not Allowed After Appeal Filing
17
(60.7%)
Filing Benefit Percentile
62.1%
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 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 SERROU, ABDELALI - Prosecution Strategy Guide

Executive Summary

Examiner SERROU, ABDELALI works in Art Unit 2659 and has examined 473 patent applications in our dataset. With an allowance rate of 80.5%, this examiner has a below-average tendency to allow applications. Applications typically reach final disposition in approximately 31 months.

Allowance Patterns

Examiner SERROU, ABDELALI's allowance rate of 80.5% places them in the 44% percentile among all USPTO examiners. This examiner has a below-average tendency to allow applications.

Office Action Patterns

On average, applications examined by SERROU, ABDELALI receive 2.34 office actions before reaching final disposition. This places the examiner in the 80% percentile for office actions issued. This examiner issues more office actions than most examiners, which may indicate thorough examination or difficulty in reaching agreement with applicants.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by SERROU, ABDELALI is 31 months. This places the examiner in the 36% percentile for prosecution speed. Prosecution timelines are slightly slower than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +35.9% benefit to allowance rate for applications examined by SERROU, ABDELALI. This interview benefit is in the 86% percentile among all examiners. Recommendation: Interviews are highly effective with this examiner and should be strongly considered as a prosecution strategy. Per MPEP § 713.10, interviews are available at any time before the Notice of Allowance is mailed or jurisdiction transfers to the PTAB.

Request for Continued Examination (RCE) Effectiveness

When applicants file an RCE with this examiner, 22.6% of applications are subsequently allowed. This success rate is in the 20% percentile among all examiners. Strategic Insight: RCEs show lower effectiveness with this examiner compared to others. Consider whether a continuation application might be more strategic, especially if you need to add new matter or significantly broaden claims.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 22.8% of cases where such amendments are filed. This entry rate is in the 22% percentile among all examiners. Strategic Recommendation: This examiner rarely enters after-final amendments compared to other examiners. You should generally plan to file an RCE or appeal rather than relying on after-final amendment entry. Per MPEP § 714.12, primary examiners have discretion in entering after-final amendments, and this examiner exercises that discretion conservatively.

Pre-Appeal Conference Effectiveness

When applicants request a pre-appeal conference (PAC) with this examiner, 66.7% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 52% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences show above-average effectiveness with this examiner. If you have strong arguments, a PAC request may result in favorable reconsideration.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 66.7% of appeals filed. This is in the 44% percentile among all examiners. Of these withdrawals, 35.0% 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, 20.9% are granted (fully or in part). This grant rate is in the 12% percentile among all examiners. Strategic Note: Petitions are rarely granted regarding this examiner's actions compared to other examiners. Ensure you have a strong procedural basis before filing a petition, as the Technology Center Director typically upholds this examiner's decisions.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 1.9% of allowed cases (in the 76% percentile). Per MPEP § 1302.04, examiner's amendments are used to place applications in condition for allowance when only minor changes are needed. This examiner frequently uses this tool compared to other examiners, indicating a cooperative approach to getting applications allowed. Strategic Insight: If you are close to allowance but minor claim amendments are needed, this examiner may be willing to make an examiner's amendment rather than requiring another round of prosecution.

Quayle Actions: This examiner issues Ex Parte Quayle actions in 1.6% of allowed cases (in the 62% percentile). This examiner issues Quayle actions more often than average when claims are allowable but formal matters remain (MPEP § 714.14).

Prosecution Strategy Recommendations

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

  • Expect multiple rounds of prosecution: This examiner issues more office actions than average. Address potential issues proactively in your initial response and consider requesting an interview early in prosecution.
  • Prioritize examiner interviews: Interviews are highly effective with this examiner. Request an interview after the first office action to clarify issues and potentially expedite allowance.
  • Plan for RCE after final rejection: This examiner rarely enters after-final amendments. Budget for an RCE in your prosecution strategy if you receive a final rejection.
  • Examiner cooperation: This examiner frequently makes examiner's amendments to place applications in condition for allowance. If you are close to allowance, the examiner may help finalize the claims.

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.