USPTO Examiner HWA SHYUE JIUNN - Art Unit 2156

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19183464SYSTEMS AND METHODS OF FACILITATING AN INFORMED CONSENSUS-DRIVEN DISCUSSIONApril 2025November 2025Allow710NoNo
19000321UTILIZING LANGUAGE MACHINE LEARNING MODELS FOR AUTONOMOUS EXECUTIONS OF COMPUTERIZED TECH-BIO EXPLORATION TOOLSDecember 2024March 2026Allow1510YesNo
18991813ENTITY RECORD FILTERING TECHNIQUESDecember 2024August 2025Allow810YesNo
18985146ENTITY RECORD FILTERING TECHNIQUESDecember 2024August 2025Allow810YesNo
18982645Web Browser with Integrated Vector DatabaseDecember 2024March 2026Allow1510YesNo
18979332VECTOR RETRIEVAL METHODS AND APPARATUSES, DEVICES, AND STORAGE MEDIADecember 2024February 2026Allow1410YesNo
18975424TRAINING CONTENT LABELING MODELSDecember 2024October 2025Allow1010YesNo
18964762MAINTAINING CONSISTENT UNIQUE IDENTIFIERS IN ASSET MANAGEMENT SYSTEMSDecember 2024May 2025Allow510YesNo
18960741SYSTEMS AND METHODS FOR MANAGING DATANovember 2024March 2026Allow1510YesNo
18939140LLM-POWERED MICROSERVICE REGISTRATION AND DISCOVERYNovember 2024January 2026Allow1410YesNo
18928982CONCURRENT OPTIMISTIC TRANSACTIONS FOR TABLES WITH DELETION VECTORSOctober 2024November 2025Allow1310YesNo
18924937SYSTEMS AND METHODS FOR DETERMINING DATA-ORIGIN LINKS BETWEEN NAMED ENTITIESOctober 2024February 2026Allow1510NoNo
18912985Detection of Susceptibility of Membership Inference Attacks on Synthetic DataOctober 2024August 2025Allow1010NoNo
18827186SYSTEMS AND METHODS FOR ELECTRONICALLY MATCHING ONLINE USER PROFILESSeptember 2024February 2026Allow1710YesNo
18819789LOG-STRUCTURED FILE SYSTEM FOR A ZONED BLOCK MEMORY DEVICEAugust 2024November 2025Allow1510NoNo
18806127MUSIC DISCOVERYAugust 2024October 2025Allow1410YesNo
18787830Waypoint Prediction Engine(s) For Compressing Geographical Information System DataJuly 2024August 2025Allow1310YesNo
18778054APPARATUS AND METHOD FOR DETERMINING CLUSTER PAIRSJuly 2024February 2026Allow1920NoNo
18776965APPARATUS AND METHODS FOR GENERATING AN INSTRUCTION SETJuly 2024August 2025Allow1310YesNo
18773407Reconfigurable Model for Auto-Classification System and MethodJuly 2024September 2025Allow1410YesNo
18771157COMPUTER-BASED DATA COLLECTION, MANAGEMENT, AND FORECASTINGJuly 2024September 2025Allow1410NoNo
18767109SYSTEMS AND METHODS FOR GROUPING DATA AND DETERMINING ANOMALIES WITHIN DATAJuly 2024August 2025Allow1310YesNo
18646100MEASURING POLARITY OF INTERACTIVE CONTENTApril 2024September 2025Allow1710YesNo
18611572GENERATIVE ARTIFICIAL INTELLIGENCE MODEL STREAMINGMarch 2024August 2025Allow1710YesNo
18608779COMPILE TIME PROCESSING OF EXTRACT, TRANSFORM, LOAD PROCESSMarch 2024September 2025Allow1810NoNo
18605318VISUAL FILTERING SYSTEM AND METHODMarch 2024April 2025Allow1300NoNo
18603385System, Method, and Computer Program Product for Generating Code to Retrieve Aggregation Data for Machine Learning ModelsMarch 2024October 2025Allow1910YesNo
18597755SUPPORT DEVICE AND METHODMarch 2024July 2025Allow1610NoNo
18590114CONFIGURING A LARGE LANGUAGE MODEL TO CONVERT NATURAL LANGUAGE QUERIES TO STRUCTURED QUERIESFebruary 2024July 2025Allow1710YesNo
18686021INFORMATION PROCESSING DEVICEFebruary 2024June 2025Allow1610NoNo
18423725Synthetic Data Generation for Query PlansJanuary 2024May 2025Allow1610YesNo
18418718Compilation Techniques For Algorithmic Graph Processing In A Relational DatabaseJanuary 2024March 2025Allow1410YesNo
18415327METHOD, APPARATUS, ELECTRONIC DEVICE AND MEDIUM FOR EVENT EXTRACTIONJanuary 2024April 2025Allow1510NoNo
18412860DATA INTEGRATION IN AN INFORMATION PROCESSING SYSTEMJanuary 2024March 2025Allow1410NoNo
18409306REAL TIME PROCESSING WITH DATA AGGREGATION AND VALIDATIONJanuary 2024December 2024Allow1110YesNo
18408269APPARATUS AND METHODS FOR GENERATING AN INSTRUCTION SETJanuary 2024May 2024Allow410YesNo
18403980APPARATUS AND METHOD FOR DETERMINING CLUSTER PAIRSJanuary 2024May 2024Allow420YesNo
18402210MINIMAL ENTROPY RESOURCE ALLOCATORJanuary 2024February 2025Allow1410YesNo
18394265Event-Based Customized Recommendations in a Distributed NetworkDecember 2023January 2025Allow1310YesNo
18393110Generative Machine-Learned Models for Identifying Optimal User-Generated Representation ImagesDecember 2023May 2025Allow1710NoNo
18543550METHOD, APPARATUS, AND COMPUTER-READABLE MEDIUM FOR EFFICIENTLY CLASSIFYING A DATA OBJECT OF UNKNOWN TYPEDecember 2023July 2025Allow1910NoNo
18543813INTENT GRAPH MODEL GENERATION USING DIFFERENCE INFORMATIONDecember 2023November 2024Allow1110YesNo
18544175UNIFIED QUERY ENGINE FOR GRAPH AND RELATIONAL DATADecember 2023July 2025Allow1910YesNo
18542024SYNCHRONOUS CROSS-REGION REPLICATION FOR A MULTI-WRITER DATABASEDecember 2023April 2025Allow1610NoNo
18540732Information Monitoring System and MethodDecember 2023November 2025Abandon2320NoNo
18536418ANOMALY DETECTION IN RELATIONAL DATABASESDecember 2023February 2025Allow1410NoNo
18530226DATA PIPELINE RECONFIGURATIONDecember 2023February 2025Allow1410YesNo
18515826Generating and Distributing Playlists with Related Music and StoriesNovember 2023February 2026Abandon2720NoNo
18516885HANDLING CASE SENSITIVITY OF FILENAMESNovember 2023January 2025Allow1410NoNo
18510195AUTOMATICALLY ESTIMATING PLACE DATA ACCURACYNovember 2023February 2025Allow1510NoNo
18386193SYSTEM AND METHOD FOR AUTOMATING CLOUD FINANCIAL OPERATIONS MANAGEMENT OPTIMIZATIONSNovember 2023February 2025Allow1510NoNo
18495756GENERATIVE CONTENT REGISTRATION SYSTEM AND METHOD OF USEOctober 2023May 2025Allow1910NoNo
18496341HIGH-PERFORMANCE RESOURCE AND JOB SCHEDULINGOctober 2023February 2025Allow1610YesNo
18492887IMPROVING DATA RESTORATION USING DYNAMIC OPTIMIZATIONOctober 2023July 2025Allow2020YesNo
18382994RELATIONAL SUBTREE MATCHING FOR IMPROVED QUERY PERFORMANCEOctober 2023September 2024Allow1110YesNo
18487312SYSTEM AND METHOD FOR OPTIMIZING TRANSMISSION OF REQUESTS FOR UPDATED CONTENT FROM EXTERNAL DATA SOURCESOctober 2023November 2024Allow1310NoNo
18487132Automatic classification of data loss eventsOctober 2023December 2024Allow1410YesNo
18487009GENERATIVE ARTIFICIAL INTELLIGENCE FORM BUILDEROctober 2023October 2025Abandon2420YesNo
18378948DOCUMENT CLASSIFICATIONOctober 2023November 2024Allow1310YesNo
18483846SYSTEMS AND METHODS FOR GENERATING MULTIDIMENSIONAL DATA STRUCTURES BASED ON FANTASY SPORTS ACCOUNT ACTIVITYOctober 2023January 2025Allow1510YesNo
18469273SYSTEM AND METHODS FOR DATA MODEL DETECTION AND SURVEILLANCESeptember 2023October 2024Allow1310YesNo
18549570METAGENOMIC ANALYSIS OF MICROBIAL FLORASeptember 2023January 2025Allow1610NoNo
18241302DOCUMENT CONTENT SEARCH INDEXSeptember 2023April 2025Allow2020YesNo
18548456INFORMATION PROCESSING METHOD AND APPARATUS, DEVICE, AND MEDIUMAugust 2023January 2025Allow1710NoNo
18458066SYSTEMS AND METHODS FOR DOCUMENT PARTITIONING AND PARTITION LABELINGAugust 2023November 2024Allow1510NoNo
18278306QUERY-BASED DATABASE LINKAGE DISTRIBUTED DEEP LEARNING SYSTEM, AND METHOD THEREFORAugust 2023August 2024Allow1210NoNo
18230568EXECUTING AGGREGATE COMPUTING OPERATIONS IN COMPLEX COMPUTING NETWORKSAugust 2023February 2025Allow1810YesNo
18358546System and Method for Duplicating Structured Data in DatabaseJuly 2023March 2025Allow2010YesNo
18334842SEARCH QUERIES MATCHING SYSTEMJune 2023September 2024Allow1510YesNo
18335029METHODS AND APPARATUS FOR KEYWORD ASSIGNMENT PREDICTIVE INTELLIGENCE MODELINGJune 2023March 2025Allow2120NoNo
18202137CLOUD SERVICE VALIDATION FOR MULTIPLE PROGRAMMING STACKSMay 2023August 2024Allow1510YesNo
18302255ANNOTATING CUSTOMER DATAApril 2023September 2024Allow1710YesNo
18301827SYSTEMS AND METHODS FOR DATA VERIFICATIONApril 2023May 2024Allow1310YesNo
18135078RETRIEVAL AND CACHING OF OBJECT METADATA ACROSS DATA SOURCES AND STORAGE SYSTEMSApril 2023September 2024Allow1710YesNo
18133462Method of Improving Processing Efficiency Decision Making Within a Computer SystemApril 2023August 2024Abandon1620YesNo
18297201MUSIC DISCOVERYApril 2023March 2024Allow1210YesNo
18122667MULTI-LEVEL RICH AUTOSUGGESTIONS FOR MULTI-INTENT SEARCH QUERYMarch 2023August 2024Allow1710YesNo
18184064DATA ANALYSIS ACCELERATION ARCHITECTUREMarch 2023October 2024Allow1910YesNo
18183666CONTENT TRACKING SYSTEM AND METHOD OF USEMarch 2023January 2025Allow2210YesNo
18180928INCREMENTAL CLUSTERING OF CONTINUOUS FLOW DATA STREAMS TO PRESERVE DATA CONTINUITYMarch 2023July 2024Allow1610YesNo
18164008SYSTEMS AND METHODS FOR MANAGING DATAFebruary 2023August 2024Allow1910YesNo
18040467FILE SHARING METHOD, DEVICE, AND SYSTEMFebruary 2023February 2025Allow2510NoNo
18163107RULE-BASED QUERY CONTROLFebruary 2023August 2024Allow1810YesNo
18162987Session-Based Processing Method and SystemFebruary 2023October 2024Allow2110NoNo
18103870DATA MANAGEMENT SYSTEM FOR MANAGING INFERENCESJanuary 2023April 2024Allow1510YesNo
18161592METHOD AND SYSTEM FOR IMPROVING EFFICIENCY IN THE MANAGEMENT OF DATA REFERENCESJanuary 2023January 2024Allow1210YesNo
18103081NATURAL LANGUAGE WEB BROWSERJanuary 2023November 2024Abandon2110NoNo
18157206SYSTEMS AND METHODS FOR ELECTRONICALLY MATCHING ONLINE USER PROFILESJanuary 2023July 2024Allow1820YesNo
18156140SYSTEMS AND METHODS FOR MAINTAINING BIFURCATED DATA MANAGEMENT WHILE LABELING DATA FOR ARTIFICIAL INTELLIGENCE MODEL DEVELOPMENTJanuary 2023July 2024Allow1810NoNo
18156109CONCURRENT OPTIMISTIC TRANSACTIONS FOR TABLES WITH DELETION VECTORSJanuary 2023July 2024Allow1810YesNo
18069505STORAGE MEDIUM, SEARCH DEVICE, AND SEARCH METHODDecember 2022September 2024Abandon2110NoNo
18083469SYSTEMS AND METHODS FOR DETECTION AND CORRECTION OF ANOMALIES PRIORITYDecember 2022October 2024Allow2210YesNo
18066335Client-Side Personalization of Search ResultsDecember 2022April 2024Allow1620YesNo
18070787MASTER DATA INCONSISTENCY EVALUATOR (MICE)November 2022September 2023Allow1010YesNo
18071331EVENT LOGGING PROTOCOL CONNECTOR SYSTEMS AND METHODSNovember 2022July 2025Allow3220NoNo
17989139SYSTEM AND METHOD FOR DATA COMMUNITY DETECTION VIA DATA NETWORK TELEMETRYNovember 2022March 2024Allow1610NoNo
17984937NARROWING INFORMATION SEARCH RESULTS FOR PRESENTATION TO A USERNovember 2022January 2025Allow2640YesNo
17984717NAMED ENTITY BIAS DETECTION AND MITIGATION TECHNIQUES FOR SENTENCE SENTIMENT ANALYSISNovember 2022January 2026Allow3810NoNo
17981242AUTOMATIC FEEDBACK LOOP FOR INCREMENTAL DATA SET PROCESSINGNovember 2022October 2023Allow1210NoNo
18049138Providing unlabelled training data for training a computational modelOctober 2022December 2025Allow3710NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner HWA, SHYUE JIUNN.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
8
Examiner Affirmed
7
(87.5%)
Examiner Reversed
1
(12.5%)
Reversal Percentile
24.8%
Lower than average

What This Means

With a 12.5% 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
30
Allowed After Appeal Filing
8
(26.7%)
Not Allowed After Appeal Filing
22
(73.3%)
Filing Benefit Percentile
38.7%
Lower 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, 26.7% of applications that filed an appeal were subsequently allowed. This appeal filing benefit rate is below the USPTO average, suggesting that filing an appeal has limited effectiveness in prompting favorable reconsideration.

Strategic Recommendations

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

Filing a Notice of Appeal shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner HWA, SHYUE JIUNN - Prosecution Strategy Guide

Executive Summary

Examiner HWA, SHYUE JIUNN works in Art Unit 2156 and has examined 355 patent applications in our dataset. With an allowance rate of 86.5%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 30 months.

Allowance Patterns

Examiner HWA, SHYUE JIUNN's allowance rate of 86.5% places them in the 64% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by HWA, SHYUE JIUNN receive 1.87 office actions before reaching final disposition. This places the examiner in the 44% percentile for office actions issued. This examiner issues fewer office actions than average, which may indicate efficient prosecution or a more lenient examination style.

Prosecution Timeline

The median time to disposition (half-life) for applications examined by HWA, SHYUE JIUNN is 30 months. This places the examiner in the 59% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +31.6% benefit to allowance rate for applications examined by HWA, SHYUE JIUNN. This interview benefit is in the 79% 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, 34.4% of applications are subsequently allowed. This success rate is in the 76% percentile among all examiners. Strategic Insight: RCEs are highly effective with this examiner compared to others. If you receive a final rejection, filing an RCE with substantive amendments or arguments has a strong likelihood of success.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 16.2% of cases where such amendments are filed. This entry rate is in the 18% 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, 110.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 79% percentile among all examiners. Strategic Recommendation: Pre-appeal conferences are highly effective with this examiner compared to others. Before filing a full appeal brief, strongly consider requesting a PAC. The PAC provides an opportunity for the examiner and supervisory personnel to reconsider the rejection before the case proceeds to the PTAB.

Appeal Withdrawal and Reconsideration

This examiner withdraws rejections or reopens prosecution in 74.2% of appeals filed. This is in the 63% percentile among all examiners. Of these withdrawals, 56.5% occur early in the appeal process (after Notice of Appeal but before Appeal Brief). Strategic Insight: This examiner shows above-average willingness to reconsider rejections during appeals. The mandatory appeal conference (MPEP § 1207.01) provides an opportunity for reconsideration.

Petition Practice

When applicants file petitions regarding this examiner's actions, 72.3% are granted (fully or in part). This grant rate is in the 79% percentile among all examiners. Strategic Note: Petitions are frequently granted regarding this examiner's actions compared to other examiners. Per MPEP § 1002.02(c), various examiner actions are petitionable to the Technology Center Director, including prematureness of final rejection, refusal to enter amendments, and requirement for information. If you believe an examiner action is improper, consider filing a petition.

Examiner Cooperation and Flexibility

Examiner's Amendments: This examiner makes examiner's amendments in 1.7% of allowed cases (in the 73% 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 0.0% of allowed cases (in the 12% percentile). This examiner rarely issues Quayle actions compared to other examiners. Allowances typically come directly without a separate action for formal matters.

Prosecution Strategy Recommendations

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

  • 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.
  • RCEs are effective: This examiner has a high allowance rate after RCE compared to others. If you receive a final rejection and have substantive amendments or arguments, an RCE is likely to be successful.
  • Request pre-appeal conferences: PACs are highly effective with this examiner. Before filing a full appeal brief, request a PAC to potentially resolve issues without full PTAB review.

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.