USPTO Examiner BLACK LINH - Art Unit 2163

Recent Applications

Detailed information about the 100 most recent patent applications.

Application NumberTitleFiling DateDisposal DateDispositionTime (months)Office ActionsRestrictionsInterviewAppeal
18605172SCALABLE MATRIX FACTORIZATION IN A DATABASEMarch 2024March 2026Abandon2420YesNo
18443860UNIFIED STORAGE SYSTEM AND UPGRADE METHOD THEREFORFebruary 2024December 2025Abandon2120NoNo
18509822DETERMINATION OF USER POST ITEMS RELATED TO SEARCH CONTENT USING CREATOR CONTEXT DATANovember 2023October 2025Abandon2320YesNo
18508180User Interface to Prepare and Curate Data for Subsequent AnalysisNovember 2023June 2025Allow1910YesNo
18505776Training Image and Text Embedding ModelsNovember 2023January 2026Abandon2620YesNo
18384285GENETIC-ALGORITHM-ASSISTED QUERY GENERATIONOctober 2023January 2026Allow2720YesNo
18494738GENERATING GUARANTEED RETENTION LOCK AUDIT REPORTS FOR CASCADED REPLICATION IN A DEDUPLICATION BACKUP SYSTEMOctober 2023February 2026Allow2720NoNo
18176970COMPILING ONTOLOGIESMarch 2023April 2025Abandon2520NoNo
18114954SYSTEMS AND METHODS FOR CURATING AN OPTIMIZED POPULATION OF NETWORKED FORECASTING PARTICIPANTS FROM A BASELINE POPULATIONFebruary 2023June 2024Allow1600NoNo
17869138SYSTEMS AND METHODS FOR USING CROWD SOURCING TO SCORE ONLINE CONTENT AS IT RELATES TO A BELIEF STATEJuly 2022January 2025Allow3050YesNo
17582443DEVICE, SYSTEM AND METHOD FOR MAKING CUSTOM PRINTED PRODUCTSJanuary 2022February 2025Abandon3720NoNo
17582500SYSTEMS AND METHODS FOR USING CROWD SOURCING TO SCORE ONLINE CONTENT AS IT RELATES TO A BELIEF STATEJanuary 2022August 2023Allow1930NoNo
17567788DISTRIBUTED PLATFORM FOR COMPUTATION AND TRUSTED VALIDATIONJanuary 2022January 2025Allow3740YesNo
17537184SYSTEMS AND METHODS FOR ENHANCED ONLINE RESEARCHNovember 2021April 2024Abandon2910NoNo
17533613SYSTEMS AND METHODS FOR HIERARCHICAL RETRIEVAL OF SEMANTIC-BASED PASSAGES IN DEEP LEARNINGNovember 2021May 2025Abandon4240YesNo
17496582COLLABORATIVE ANNOTATION AND ARTIFICIAL INTELLIGENCE FOR DISCUSSION, EVALUATION, AND RECOMMENDATION OF RESEARCH PAPERSOctober 2021September 2024Abandon3620NoNo
17412150SYSTEMS AND METHODS FOR USING CROWD SOURCING TO SCORE ONLINE CONTENT AS IT RELATES TO A BELIEF STATEAugust 2021December 2021Allow400NoNo
17391957METHOD FOR RANKING AND SELECTING EVENTS IN MEDIA COLLECTIONSAugust 2021March 2026Abandon5560NoNo
17358120SYSTEMS AND METHODS FOR DATA CURATION IN A DOCUMENT PROCESSING SYSTEMJune 2021December 2025Allow5330YesYes
17351476VERSATILE QUERY LOGIC ON DATA FLUX REVERSE ANALYZERJune 2021November 2025Abandon5360YesNo
17345533TIME AWARE CACHINGJune 2021February 2025Abandon4430NoNo
17343957Map Based Internet BrowsingJune 2021June 2023Abandon2410NoNo
17342140TECHNIQUES FOR DETERMINING MACHINE OPERATION USING AUDIOJune 2021April 2024Abandon3430YesNo
17341747HEDGED READSJune 2021October 2024Allow4050YesNo
17317805SYSTEMS AND METHODS FOR DETERMINING A RESPONSE TO A USER QUERYMay 2021April 2023Allow2310YesNo
17315718IDENTIFY AND EXPLAIN LIFE EVENTS THAT MAY IMPACT OUTCOME PLANSMay 2021June 2024Abandon3740YesNo
17237972AMPLIFYING GROUP INTELLIGENCE BY ADAPTIVE POPULATION OPTIMIZATIONApril 2021January 2023Allow2110NoNo
17223484SMART ECOSYSTEM CURIOSITY-BASED SELF-LEARNINGApril 2021August 2025Abandon5380YesNo
17216008METHOD AND APPARATUS FOR MINING ENTITY RELATIONSHIP, ELECTRONIC DEVICE, AND STORAGE MEDIUMMarch 2021July 2024Allow4040NoNo
17208268Search Method and Apparatus, Electronic Device and Storage MediumMarch 2021November 2023Abandon3120NoNo
17192869SUITABILITY METRICS BASED ON ENVIRONMENTAL SENSOR DATAMarch 2021July 2025Allow5240YesYes
17179274METHODS AND APPARATUS FOR IMPROVING SEARCH RETRIEVALFebruary 2021June 2025Allow5280YesNo
17268767ELECTRONIC DEVICE FOR PROVIDING INFOGRAPHICS, AND METHOD THEREOFFebruary 2021May 2024Abandon3940NoNo
17147092METHOD AND APPARATUS FOR GENERATING TEXT TOPICSJanuary 2021September 2024Abandon4440NoNo
17106003SYSTEMS AND METHODS FOR COMPRESSION-BASED SEARCH ENGINENovember 2020January 2023Allow2520YesYes
17097960DISCOVERING OBJECTS IN AN ONTOLOGY DATABASENovember 2020August 2025Abandon5750YesYes
17097589EFFICIENT AND COMPACT TEXT MATCHING SYSTEM FOR SENTENCE PAIRSNovember 2020January 2024Allow3830YesNo
17095879ANALOGY BASED RECOGNITIONNovember 2020October 2023Abandon3540YesNo
17091941PERSONALIZED VISUALIZATION RECOMMENDATION SYSTEMNovember 2020March 2023Allow2810YesNo
17052338SEARCH WORD SUGGESTION DEVICE, METHOD FOR GENERATING UNIQUE EXPRESSION INFORMATON, AND PROGRAM FOR GENERATING UNIQUE EXPRESSION INFORMATIONNovember 2020September 2024Abandon4740YesNo
17064421Systems and Methods for Generating Multi-Part Place IdentifiersOctober 2020December 2023Allow3830YesNo
17006082INFORMATION PROCESSING DEVICE AND SETTING DEVICEAugust 2020October 2023Allow3830YesNo
16937524Data Preparation User Interface with Conglomerate Heterogeneous Process Flow ElementsJuly 2020January 2026Allow6030YesYes
16908005Method And System For Hierarchical Classification Of Documents Using Class ScoringJune 2020September 2024Abandon5140NoNo
16908465PROCESSING A NATURAL LANGUAGE QUERY USING SEMANTICS MACHINE LEARNINGJune 2020April 2024Abandon4640YesNo
16876624Context-based Recommendation System for Feature SearchMay 2020March 2024Allow4620YesNo
16843334SCALABLE MATRIX FACTORIZATION IN A DATABASEApril 2020December 2023Allow4430YesNo
16788357DATA PRIORITIZATION BASED ON DETERMINED TIME SENSITIVE ATTRIBUTESFebruary 2020October 2023Abandon4440NoNo
16732262DATA TRANSFER TECHNIQUES WITHIN DATA STORAGE DEVICES, SUCH AS NETWORK ATTACHED STORAGE PERFORMING DATA MIGRATIONDecember 2019April 2023Abandon3920NoYes
16708777METHOD, APPARATUS, AND COMPUTER PROGRAM PRODUCT FOR DYNAMIC POPULATION ESTIMATIONDecember 2019October 2023Abandon4630YesNo
16508009SYSTEM AND METHOD FOR SESSION-AWARE DATASTORE FOR THE EDGEJuly 2019July 2025Allow6070YesNo
16291284Data DeliveryMarch 2019June 2022Allow3910NoNo
16265811TRAINING IMAGE AND TEXT EMBEDDING MODELSFebruary 2019November 2025Abandon6030YesYes
16259350DEVICE, SYSTEM AND METHOD FOR MAKING CUSTOM PRINTED PRODUCTSJanuary 2019September 2021Allow3100YesNo
16190100SYSTEMS AND METHODS FOR USING CROWD SOURCING TO SCORE ONLINE CONTENT AS IT RELATES TO A BELIEF STATENovember 2018June 2021Allow3140NoNo
16135393INDEXABLE AND SEARCHABLE REPLAY OF WEBSITE USER BEHAVIORSeptember 2018March 2024Allow6060YesNo
16135676METHOD AND APPARATUS FOR MANAGING A SERVICE REQUEST IN A BLOCKCHAIN NETWORKSeptember 2018September 2022Allow4850NoNo
16136002INFORMATION PROCESSING SYSTEM, ELECTRONIC DEVICE, INFORMATION PROCESSING METHOD, AND RECORDING MEDIUMSeptember 2018August 2023Allow5950YesNo
16136077CRYPTOGRAPHICALLY SECURE MULTI-TENANT DATA EXCHANGE PLATFORMSeptember 2018August 2023Allow5940YesNo
16136079DIGITAL ASSET MANAGEMENT TECHNIQUESSeptember 2018September 2023Abandon6030YesNo
16135326DISTRIBUTED PLATFORM FOR COMPUTATION AND TRUSTED VALIDATIONSeptember 2018January 2024Allow6040NoYes
16135924Smart Updates From Historical Database ChangesSeptember 2018March 2021Allow3010YesNo
16135422FILESYSTEM MANAGEMENT FOR CLOUD OBJECT STORAGESeptember 2018September 2021Allow3620YesNo
16059813PARTIAL DISCOVERY OF CLOUD-BASED RESOURCESAugust 2018November 2021Allow3920YesNo
16059698ADAPTIVE POPULATION OPTIMIZATION FOR AMPLIFYING THE INTELLIGENCE OF CROWDS AND SWARMSAugust 2018March 2021Allow3120YesNo
16016113Copying Container ImagesJune 2018December 2021Allow4230YesNo
15947874INFORMATION PROCESSING APPARATUSApril 2018April 2021Abandon3620NoNo
15948340SYSTEM AND METHOD FOR UTILIZING PREFERENCES TO CURATE VENUES BASED ON DATAApril 2018January 2021Abandon3310NoNo
15902311SYSTEMS AND METHODS FOR CONTENT SHARING THROUGH EXTERNAL SYSTEMSFebruary 2018July 2023Allow6060YesNo
15932237Methods and apparatus to present information from different information systems in a local recordFebruary 2018June 2022Abandon5240YesNo
15882913SYSTEMS AND METHODS FOR ENHANCED ONLINE RESEARCHJanuary 2018September 2021Allow4350YesYes
15827414WEB API RECOMMENDATIONSNovember 2017May 2021Abandon4140YesNo
15818181UNIFIED REAL TIME RULE ANALYTICS USING COMMON PROGRAMMING MODEL ON BOTH EDGE AND CLOUDNovember 2017September 2021Allow4630NoNo
15797323DATA STORAGE SYSTEM USING IN-MEMORY STRUCTURE FOR RECLAIMING SPACE FROM INTERNAL FILE SYSTEM TO POOL STORAGEOctober 2017December 2020Allow3820NoNo
15796980OPTIMIZING AN ORDER OF EXECUTION OF MULTIPLE JOIN OPERATIONSOctober 2017April 2018Allow610NoNo
15701392Generating and Applying Data Transformations in a Data Import EngineSeptember 2017April 2021Allow4310YesYes
15629180UNIFIED REAL TIME RULE ANALYTICS USING COMMON PROGRAMMING MODEL ON BOTH EDGE AND CLOUDJune 2017September 2021Allow5130NoNo
15587055System and Method for Stepped Loading of Web Page ContentMay 2017July 2020Abandon3910NoNo
15513032DYNAMIC GENERATION OF UNIQUE IDENTIFIERS IN A SYSTEM OF CONNECTED THINGSMarch 2017October 2023Abandon6080YesNo
15512997DEVICE WITH COMMUNICATION INTERFACE AND METHOD FOR CONTROLLING DATABASE ACCESSMarch 2017June 2021Allow5130NoNo
15451751COMPUTER-READABLE RECORDING MEDIUM, DATA ACCUMULATION DETERMINATION METHOD, AND DATA ACCUMULATION DETERMINATION APPARATUSMarch 2017June 2020Abandon3910NoNo
15436658CONTROLLING CREATION/ACCESS OF PHYSICALLY SENSES FEATURESFebruary 2017December 2021Abandon5840YesNo
15504803SYSTEM AND METHOD FOR DUPLICATING FILES ON CLIENT DEVICE FOR CLOUD STORAGEFebruary 2017January 2018Allow1110NoNo
15434793WEB API RECOMMENDATIONSFebruary 2017May 2021Abandon5140YesNo
15435070INTELLIGENT MATCHING SYSTEM WITH ONTOLOGY-AIDED RELATION EXTRACTIONFebruary 2017July 2025Allow6090YesYes
15434555DYNAMIC APPLICATION LANDSCAPE PROCESSING SYSTEMFebruary 2017July 2021Abandon5340YesNo
15504189Image Search Method, Apparatus and Storage MediumFebruary 2017May 2021Abandon5140NoNo
15397075SIMULTANEOUS COMPRESSION OF MULTIPLE STORED VIDEOSJanuary 2017May 2021Abandon5240NoNo
15345391User Interface to Prepare and Curate Data for Subsequent AnalysisNovember 2016August 2023Allow6050YesYes
15290507SYSTEM TO SEARCH HETEROGENEOUS DATA STRUCTURESOctober 2016March 2020Allow4120YesNo
15290471Ingesting a Natural Language Query into a Cognitive GraphOctober 2016January 2021Abandon5240YesNo
15290506Universal Quantification of Knowledge Elements Within a Cognitive GraphOctober 2016August 2020Allow4630YesNo
15291003SYSTEMS AND METHODS FOR IDENTIFYING MATCHING CONTENTOctober 2016April 2021Abandon5440YesNo
15283880Alignment of MetadataOctober 2016September 2019Abandon3510NoNo
15226721COLLABORATION SYSTEM TO SHARE TAILORED INFORMATION WITH SOCIAL NETWORKSAugust 2016October 2020Allow5140YesNo
15224959PROVIDING SNAPSHOT ISOLATION TO A DATABASE MANAGEMENT SYSTEMAugust 2016October 2019Allow3920YesNo
15224848LOCATION-BASED CONVERSATION IDENTIFIERAugust 2016July 2022Allow6040YesYes
15224961TOOL FOR MINING CHAT SESSIONSAugust 2016July 2020Allow4830YesNo
15224853METHOD AND APPARATUS FOR RECOVERY OF FILE SYSTEM USING METADATA AND DATA CLUSTERAugust 2016October 2020Allow5120NoNo
15224696LOCKING CONCURRENT COMMANDS IN A DATABASE MANAGEMENT SYSTEMAugust 2016October 2019Allow3920YesNo

Appeals Overview

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

Patent Trial and Appeal Board (PTAB) Decisions

Total PTAB Decisions
42
Examiner Affirmed
22
(52.4%)
Examiner Reversed
20
(47.6%)
Reversal Percentile
69.3%
Higher than average

What This Means

With a 47.6% 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
111
Allowed After Appeal Filing
35
(31.5%)
Not Allowed After Appeal Filing
76
(68.5%)
Filing Benefit Percentile
48.3%
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, 31.5% 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 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 shows limited benefit. Consider other strategies like interviews or amendments before appealing.

Examiner BLACK, LINH - Prosecution Strategy Guide

Executive Summary

Examiner BLACK, LINH works in Art Unit 2163 and has examined 307 patent applications in our dataset. With an allowance rate of 58.0%, this examiner allows applications at a lower rate than most examiners at the USPTO. Applications typically reach final disposition in approximately 51 months.

Allowance Patterns

Examiner BLACK, LINH's allowance rate of 58.0% places them in the 18% percentile among all USPTO examiners. This examiner is less likely to allow applications than most examiners at the USPTO.

Office Action Patterns

On average, applications examined by BLACK, LINH receive 3.91 office actions before reaching final disposition. This places the examiner in the 97% 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 BLACK, LINH is 51 months. This places the examiner in the 4% percentile for prosecution speed. Applications take longer to reach final disposition with this examiner compared to most others.

Interview Effectiveness

Conducting an examiner interview provides a -0.7% benefit to allowance rate for applications examined by BLACK, LINH. This interview benefit is in the 11% 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, 12.0% of applications are subsequently allowed. This success rate is in the 7% 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 18.7% 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, 54.9% result in withdrawal of the rejection or reopening of prosecution. This success rate is in the 47% 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 57.6% of appeals filed. This is in the 31% percentile among all examiners. Of these withdrawals, 38.6% 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, 87.5% are granted (fully or in part). This grant rate is in the 87% 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 9.8% of allowed cases (in the 93% 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:

  • Prepare for rigorous examination: With a below-average allowance rate, ensure your application has strong written description and enablement support. Consider filing a continuation if you need to add new matter.
  • 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.
  • 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.
  • Plan for extended prosecution: Applications take longer than average with this examiner. Factor this into your continuation strategy and client communications.
  • 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.