USPTO Examiner LE HUNG D - Art Unit 2161

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
19171854Compression-Based Data Instance SearchApril 2025October 2025Allow620NoNo
19097019SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEMApril 2025July 2025Allow410YesNo
19019389AUTOMATED CONTENT CREATION AND CONTENT SERVICES FOR COLLABORATION PLATFORMSJanuary 2025January 2026Allow1310NoNo
19013140A METHOD TO INTELLIGENTLY COMPARE DATABASE IN RESUMABLE BATCH MODEJanuary 2025January 2026Allow1210NoNo
18962656SYSTEMS AND METHODS FOR USING PROMPT DISSECTION FOR LARGE LANGUAGE MODELSNovember 2024December 2025Allow1310NoNo
18948579DEVICE AND METHOD FOR COLLECTING, ANALYSING AND INTEGRATING LOG DATA OF IN-VEHICLE INFOTAINMENT SYSTEMSNovember 2024January 2026Allow1410NoNo
18934068OFFLOADING GRAPH COMPONENTS TO PERSISTENT STORAGE FOR REDUCING RESIDENT MEMORY IN DISTRIBUTED GRAPH PROCESSINGOctober 2024January 2026Allow1510YesNo
18926954SINGLE NAMESPACE FOR HIGH PERFORMANCE COMPUTING SYSTEMOctober 2024February 2025Allow410YesNo
18916179COMMENTING ON A SEARCH RESULTOctober 2024November 2025Allow1320NoNo
18889465SYSTEMS AND METHODS FOR SCALABLE RANDOMIZED SELECTION WITH ENFORCED PROPORTIONALITY ACROSS DISTRIBUTED SYSTEMSSeptember 2024November 2025Allow1410YesNo
18769269Efficient Merging of Tabular Data with Post-Processing CompactionJuly 2024March 2026Allow2020NoNo
18757749SYSTEMS AND METHODS FOR SCALABLE RANDOMIZED SELECTION WITH ENFORCED PROPORTIONALITY ACROSS DISTRIBUTED SYSTEMSJune 2024August 2024Allow200NoNo
18756570DATA PROCESSING WITH INTEGRATED METADATA GENERATION AND STORAGEJune 2024January 2026Allow1810NoNo
18742058SYSTEM AND METHOD FOR IMPLEMENTING A DATA QUALITY FRAMEWORK AND ENGINEJune 2024November 2025Allow1710NoNo
18738469SYSTEMS AND METHODS FOR USE IN REPLICATING DATAJune 2024December 2025Allow1810NoNo
18678700METHOD AND ELECTRONIC DEVICE FOR BACKING UP DATA AND RECOVERING DATAMay 2024February 2026Allow2021NoNo
18678357TRACKING EVALUATION OF WORKLOAD STABILITY THROUGH PERFORMANCE INDEXINGMay 2024September 2025Allow1520NoNo
18675784METHODS, SYSTEMS, AND MEDIA FOR INTERPRETING VOICE QUERIESMay 2024September 2025Allow1510NoNo
18661309DEVICES AND METHODS FOR FEDERATED COMPUTINGMay 2024March 2025Allow1011YesNo
18656424UNIFIED DATA PROCESSING ACROSS STREAMING AND INDEXED DATA SETSMay 2024October 2025Allow1810NoNo
18652384Backup of a SAAS Application with Relational DataMay 2024March 2026Allow2310NoNo
18643449Time Reservations For Ensuring Consistent Reads In A Distributed Database Without LoggingApril 2024July 2025Allow1510YesNo
18642845VIRTUAL ASSISTANT FOR GENERATING PRODUCT BASED PROMPTApril 2024February 2026Allow2210NoNo
18636264DYNAMIC EXPERIENCE CURATION PLATFORMApril 2024July 2025Allow1520NoNo
18627025GENERATING COMPARISON INFORMATIONApril 2024September 2025Allow1710NoNo
18624776DATA STRUCTURE STORAGE AND DATA MANAGEMENTApril 2024August 2025Allow1710YesNo
18594578SYSTEM AND METHOD FOR DATA QUALITY ASSESSMENTMarch 2024August 2025Allow1810NoNo
18589855System and Method for Selecting Sponsored Images to Accompany TextFebruary 2024June 2025Allow1510NoNo
18590357FEEDBACK LOOP CONTENT RECOMMENDATIONFebruary 2024November 2025Allow2010NoNo
18585781DYNAMICALLY SCHEDULING ITEMS FOR RE-EVALUATION FOR A POSSIBLE CHANGE BASED ON AN EVALUATION BACKLOGFebruary 2024July 2025Allow1610YesNo
18583653SYSTEMS, METHODS, AND COMPUTER-READABLE MEDIA FOR MANAGING AN EXTRACT, TRANSFORM, AND LOAD PROCESSFebruary 2024March 2025Allow1330YesNo
18440410DIMENSION AND FACT TABLE CREATION USING TEMPLATESFebruary 2024February 2025Allow1210NoNo
18440834DECENTRALIZED DATABASE ASSOCIATING PUBLIC KEYS AND COMMUNICATIONS ADDRESSESFebruary 2024April 2025Allow1410NoNo
18415305Security Graph Interface for Monitoring a Compute EnvironmentJanuary 2024September 2025Allow2010NoNo
18524784HYBRID TABLE SECONDARY INDEX FOR LOOKUPS, UNIQUE CHECKS, AND REFERENTIAL INTEGRITY CONSTRAINTSNovember 2023June 2025Allow1910NoNo
18525351System for Programming Data to a Headless Data Center AssetNovember 2023August 2025Allow2010NoNo
18524924RECORD MATCHING SYSTEMNovember 2023July 2025Allow1910NoNo
18388800Systems and Methods of Generating Analytical Data Based on Captured Audit TrailsNovember 2023November 2024Allow1210NoNo
18504058DATABASE SYSTEMS AND METHODS FOR AUTOMATED DATABASE MODIFICATIONSNovember 2023December 2024Allow1310YesNo
18503829METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR PROCESSING WORKFLOW CHARTNovember 2023May 2025Allow1810NoNo
18502992SYSTEMS AND METHODS FOR GENERATING AND USING AGGREGATED SEARCH INDICES AND NON-AGGREGATED VALUE STORAGENovember 2023September 2025Allow2320YesNo
18498881AUTOMATED DATA AUTHENTICITY VALIDATIONOctober 2023August 2025Allow2110YesNo
18498695Machine Learned Scheduling Of Data Retrieval To Avoid Security Restriction FlaggingOctober 2023November 2024Allow1310NoNo
18384189SYSTEMS AND METHODS FOR IMPORTING DATA FROM ELECTRONIC DATA FILESOctober 2023February 2025Allow1620YesNo
18556980SYSTEM AND METHOD OF FETCHING DATA FOR USE IN METAVERSEOctober 2023November 2025Abandon2510NoNo
18490676EFFICIENT DATA SCRAPING AND DEDUPLICATION SYSTEM FOR REGISTERED SEX OFFENDER QUERIESOctober 2023January 2025Allow1510YesNo
18382008SYSTEMS AND METHODS FOR A GRAPH DATABASEOctober 2023January 2025Allow1510YesNo
18489108SYSTEM AND METHOD FOR AUTOMATICALLY SELECTING IMAGES TO ACCOMPANY TEXTOctober 2023February 2025Abandon1610NoNo
18488508PROCESSING LARGE QUERY RESULTS IN A DATABASE ACCELERATOR ENVIRONMENTOctober 2023November 2024Allow1310NoNo
18485861QUERY PROCESSING IN A DATABASE SYSTEM BASED ON APPLYING A DISJUNCTION OF CONJUNCTIVE NORMAL FORM PREDICATESOctober 2023March 2025Allow1810NoNo
18482429GENERIC "DIFFERENTIAL DISCOVERY SERVICE" FOR USE IN ANY STORAGE ARRAY TO PROVIDE DIFFERENTIAL DISCOVERY OF THE INFRASTRUCTURE ASSETS TO ANY CLIENTOctober 2023January 2025Allow1510NoNo
18473356MANAGING EXTRACT, TRANSFORM AND LOAD SYSTEMSSeptember 2023September 2024Allow1220YesNo
18464188SYSTEMS AND METHODS FOR SEARCHING DEDUPLICATED DATASeptember 2023November 2025Allow2620NoNo
18459887Natural Language Question Answering SystemsSeptember 2023September 2024Allow1310YesNo
18241028Natural Language-Based Data IntegrationAugust 2023December 2024Allow1610YesNo
18458277DOCUMENT CLASSIFICATION APPARATUS, METHOD, AND STORAGE MEDIUMAugust 2023March 2025Allow1810NoNo
18457696DASHBOARD LOADING USING A FILTERING QUERY FROM A CLOUD-BASED DATA WAREHOUSE CACHEAugust 2023December 2025Allow2850YesNo
18455049DASHBOARD LOADING FROM A CLOUD-BASED DATA WAREHOUSE CACHEAugust 2023January 2025Allow1720YesNo
18454232STORAGE OF ROW DATA AND PARITY DATA VIA DIFFERENT STORAGE MECHANISMSAugust 2023June 2024Allow1010NoNo
18234639OFF-CHAIN FUNCTIONALITY FOR DATA CONTAINED IN BLOCKS OF BLOCKCHAINAugust 2023February 2025Allow1810NoNo
18446034Information Retrieval Method, Related System, and Storage MediumAugust 2023January 2025Allow1701NoNo
18362756METHODS AND APPARATUS TO DETERMINE TAGS FOR MEDIA USING MULTIPLE MEDIA FEATURESJuly 2023January 2025Allow1810NoNo
18227207CHANGE-AWARE SNAPSHOT REPLICATIONJuly 2023February 2025Allow1820YesNo
18358780SYSTEMS AND METHODS FOR USING PROMPT DISSECTION FOR LARGE LANGUAGE MODELSJuly 2023October 2024Allow1510YesNo
18355497TRANSFER OF A SET OF SEGMENTS BETWEEN STORAGE CLUSTERS OF A DATABASE SYSTEMJuly 2023November 2024Allow1610NoNo
18216835AUTOMATED CONTENT CREATION AND CONTENT SERVICES FOR COLLABORATION PLATFORMSJune 2023August 2024Allow1410NoNo
18216553GENERATIVE SUMMARIZATION DIALOG-BASED INFORMATION RETRIEVAL SYSTEMJune 2023January 2025Allow1810YesNo
18216245DATA ANALYSIS APPARATUS, DATA ANALYSIS SYSTEM, AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUMJune 2023March 2025Allow2020YesNo
18216366USER ACTIVITY HISTORY EXPERIENCES POWERED BY A MACHINE LEARNING MODELJune 2023April 2025Allow2111NoNo
18270113KEY NAME GENERATION METHOD AND APPARATUS AND NON-TRANSITORY COMPUTER-READABLE STORAGE MEDIUMJune 2023December 2023Allow600NoNo
18341827Controlling Layers in Container Images to Reduce Redundant Content Between LayersJune 2023July 2024Allow1310YesNo
18211613OFFLOADING GRAPH COMPONENTS TO PERSISTENT STORAGE FOR REDUCING RESIDENT MEMORY IN DISTRIBUTED GRAPH PROCESSINGJune 2023August 2024Allow1410NoNo
18337164API FOR IMPLEMENTING SCORING FUNCTIONSJune 2023July 2024Allow1320NoNo
18333267SYSTEMS AND METHODS FOR CUSTOMIZED ELECTRONIC COMMUNICATIONSJune 2023November 2024Allow1720YesNo
18332301TECHNIQUES FOR QUERYING TIME-SERIES BASED EVENT DATAJune 2023April 2025Allow2320YesNo
18207866METHOD AND SYSTEM OF SENTIMENT-BASED TOKENIZATION AND SECURE DEPLOYMENT THEREOFJune 2023May 2025Allow2320NoNo
18207803METHOD AND SYSTEM OF SENTIMENT-BASED SELECTIVE USER ENGAGEMENTJune 2023April 2025Allow2220NoNo
18205762DATABASE, MATERIAL DATA PROCESSING SYSTEM, AND METHOD OF CREATING DATABASEJune 2023January 2024Allow710NoNo
18327712INTEGRATION OF STRUCTURAL INFORMATION INTO AN ASSET MANAGEMENT CATALOGJune 2023October 2024Allow1610YesNo
18327261METHOD AND APPARATUS FOR TRUSTWORTHY PROVISION OF DATA ELEMENTS AND METHOD FOR CHECKING A DATASET WITH A PLURALITY OF DATA ELEMENTSJune 2023February 2025Allow2111NoNo
18326983READING COMPRESSED DATA DIRECTLY INTO AN IN-MEMORY STOREMay 2023October 2024Allow1610YesNo
18324608Systems and Methods for Generating Playlists in a Music ServiceMay 2023July 2024Allow1310YesNo
18319395GENERATING OPPORTUNITY PROFILE INSIGHTSMay 2023March 2026Allow3400NoNo
18196630INTELLIGENT INFORMATION PARSING METHOD BASED ON CROSS-MODAL DATA FUSIONMay 2023July 2023Allow200NoNo
18195639SYSTEM AND METHOD FOR INTEGRATION OF USER DEFINED METRICS OF CLOUD HOSTED RELATIONAL DATABASES WITH CLOUD MONITORING SERVICESMay 2023August 2024Allow1510YesNo
18312686TEMPORARY LOCKING MECHANISM WITH SHARED ASSIGNMENT TABLEMay 2023July 2024Allow1410YesNo
18312450VALIDATION OF ETL PIPELINE USING ASSERT DATAMay 2023August 2024Allow1510YesNo
18310285TRANSACTION RETRIEVAL, TRANSACTION MATCHING, ALERT GENERATION, AND PROCESSING OF DISPUTE ALERTSMay 2023August 2024Allow1520YesNo
18194543NEURAL SEARCH FOR PROGRAMMING-RELATED QUERY ANSWERINGMarch 2023June 2024Allow1410YesNo
18190815UNIFIED DATA PROCESSING ACROSS STREAMING AND INDEXED DATA SETSMarch 2023February 2024Allow1010NoNo
18028547SYSTEM AND METHOD OF DATA INGESTION AND PROCESSING FRAMEWORKMarch 2023November 2025Allow3240NoNo
18126233Method Of Scanning An Image Using Non-volatile Memory Array Neural Network ClassifierMarch 2023December 2025Allow3300NoNo
18188690SCHEMA EVOLUTION ON A LIVE DATABASE SYSTEM WITHOUT AN OUTAGEMarch 2023November 2024Allow1910NoNo
18187104TRACKING A RESUME POINT AND METRICS IN A COLLECTION OF OPERATIONSMarch 2023July 2024Allow1610NoNo
18186267GRAPH PROCESSING METHOD AND APPARATUSMarch 2023February 2025Allow2320NoNo
18186487SYSTEM AND METHOD FOR PREDICTING SIGNIFICANT FILES FROM WITHIN A DATASET OF INTERESTMarch 2023March 2025Abandon2420NoNo
18123584APPARATUS, SYSTEMS AND METHODS FOR SCORING AND DISTRIBUTING THE RELIABLITY OF ONLINE INFORMATIONMarch 2023August 2024Allow1721NoNo
18185258Processing Multimodal User Input for Assistant SystemsMarch 2023March 2024Allow1220YesNo
18122229Guiding a Generative Model to Create and Interact with a Data StructureMarch 2023October 2024Allow2020YesNo
18120178METHOD FOR OPTIMIZING THE MANAGEMENT OF A FLOW OF DATAMarch 2023August 2024Allow1710NoNo

Appeals Overview

This analysis examines appeal outcomes and the strategic value of filing appeals for examiner LE, HUNG D.

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
26
Examiner Affirmed
20
(76.9%)
Examiner Reversed
6
(23.1%)
Reversal Percentile
36.3%
Lower than average

What This Means

With a 23.1% reversal rate, the PTAB affirms the examiner's rejections in the vast majority of cases. This reversal rate is below the USPTO average, indicating that appeals face more challenges here than typical.

Strategic Value of Filing an Appeal

Total Appeal Filings
71
Allowed After Appeal Filing
24
(33.8%)
Not Allowed After Appeal Filing
47
(66.2%)
Filing Benefit Percentile
55.9%
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, 33.8% 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 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.

Examiner LE, HUNG D - Prosecution Strategy Guide

Executive Summary

Examiner LE, HUNG D works in Art Unit 2161 and has examined 1,052 patent applications in our dataset. With an allowance rate of 89.6%, this examiner has an above-average tendency to allow applications. Applications typically reach final disposition in approximately 27 months.

Allowance Patterns

Examiner LE, HUNG D's allowance rate of 89.6% places them in the 72% percentile among all USPTO examiners. This examiner has an above-average tendency to allow applications.

Office Action Patterns

On average, applications examined by LE, HUNG D receive 1.66 office actions before reaching final disposition. This places the examiner in the 33% 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 LE, HUNG D is 27 months. This places the examiner in the 71% percentile for prosecution speed. Prosecution timelines are slightly faster than average with this examiner.

Interview Effectiveness

Conducting an examiner interview provides a +2.9% benefit to allowance rate for applications examined by LE, HUNG D. This interview benefit is in the 24% 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, 31.7% of applications are subsequently allowed. This success rate is in the 65% percentile among all examiners. Strategic Insight: RCEs show above-average effectiveness with this examiner. Consider whether your amendments or new arguments are strong enough to warrant an RCE versus filing a continuation.

After-Final Amendment Practice

This examiner enters after-final amendments leading to allowance in 41.6% of cases where such amendments are filed. This entry rate is in the 64% 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, 50.0% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 43% 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 62.3% of appeals filed. This is in the 40% percentile among all examiners. Of these withdrawals, 44.2% 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, 32.5% are granted (fully or in part). This grant rate is in the 20% 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 4.1% of allowed cases (in the 83% 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 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:

  • 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.