Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Communications • Transportation, E-Commerce & Mechanical Systems
68 pending office actions • 33 art units • 65 examiners • 0 of 68 (0%) have an AI response strategy ready • 212 patents granted in the last 365 days
Intuit Inc. manages 70 pending office actions in the Computing & Software technology area. These actions are handled by 67 distinct examiners, indicating that almost every pending matter is being reviewed by a different individual. The portfolio's technical scope is spread across 34 distinct art units, reflecting a diverse range of software-related classifications.
PATEL, SHREYANS A is the busiest examiner, with 2 busiest examiner pending actions. This is a very low concentration given the 70 total pending office actions, showing that the prosecution workload is highly decentralized. The presence of 67 distinct examiners across 34 distinct art units suggests that Intuit's patent strategy must account for a wide range of examiner viewpoints and technical groups. Practitioners should be prepared for unique examiner feedback on nearly every application, as there is virtually no examiner overlap. This distribution indicates that the company's innovations are being reviewed by many different technical groups within the patent office, requiring a tailored approach for each of the 70 pending office actions.
Based on the USPTO statutory response window for each pending office action. 12 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 12 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 11 (16%) |
| §101 + other | 29 (43%) |
| §103 only | 17 (25%) |
| §112 only | 1 (1%) |
| Double-patenting only | 1 (1%) |
| Multi-statute (no §101) | 9 (13%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| PATEL, SHREYANS A | 2 | 88.7% | +8.5% |
| SAX, STEVEN PAUL | 2 | 69.0% | +45.9% |
| COLEMAN, PAUL | 2 | 65.4% | +47.4% |
| CIRNU, ALEXANDRU | 1 | 42.7% | +21.3% |
| HOLLY, JOHN H | 1 | 53.4% | +31.0% |
| LAM, PHILIP HUNG FAI | 1 | 83.9% | +50.9% |
| PATEL, PINALBEN V | 1 | 89.2% | +9.5% |
| HALE, BROOKS T | 1 | 51.1% | +34.1% |
| CHAVEZ, RODRIGO A | 1 | 52.5% | +38.0% |
| SERRAGUARD, SEAN ERIN | 1 | 69.1% | +34.1% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 2 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | — |
| 18962894 | VISION-LANGUAGE MODEL WITH IMPROVED ACCURACY | PATEL, PINALBEN V | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18633382 | VARIABLE PROCESSING WITH MACHINE LEARNING USAGE PREDICTION | GEORGALAS, ANNE MARIE | 35d overdue |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 15d overdue |
| 18767899 | END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT | PATEL, SHREYANS A | 8d overdue |
| 18744434 | SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM | SHAIKH, ZEESHAN MAHMOOD | 9d |
| 18498398 | TOKEN BASED APPROACH FOR PROVIDING CERTIFIED REVIEWS ON THIRD-PARTY REVIEW SERVICES | PHAN, NICHOLAS K | 16d |
| 18752964 | EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL | GAY, SONIA L | 28d |
| 18789869 | DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS | FUELLING, MICHAEL | 42d |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 62d |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19372179 | ARTIFICIAL INTELLIGENCE-BASED METHODS AND SYSTEMS FOR GENERATING RESPONSES, RATINGS, AND FEEDBACK OF SOCIAL MEDIA MARKETING CAMPAIGNS | CIRNU, ALEXANDRU | — |
| 19276221 | ARTIFICIAL INTELLIGENCE BASED APPROACH FOR SUPPLEMENTING AN EXPLANATION of a result determined by A software application | HOLLY, JOHN H | — |
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | — |
| 18960567 | STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION | HALE, BROOKS T | — |
| 18932662 | SYSTEM AND METHOD FOR PERFORMING KEYWORD-ASSISTED SEMANTIC SEARCHING | CHAVEZ, RODRIGO A | — |
| 18930938 | SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE | SERRAGUARD, SEAN ERIN | — |
| 18734855 | ROBUST MULTI-HEAD REGRESSION METRICS FOR MACHINE LEARNING | SAX, STEVEN PAUL | — |
| 18611543 | AUTOMATED CORPUS TOOL GENERATOR FOR AGENTS | SAX, STEVEN PAUL | — |
| Art Unit | Apps |
|---|---|
| 2658 | 3 |
| 2657 | 2 |
| 2178 | 2 |
| 3627 | 2 |
| 2659 | 2 |
| 3624 | 2 |
| 3992 | 2 |
| 2654 | 2 |
| 3689 | 2 |
| 4100 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19372179 | ARTIFICIAL INTELLIGENCE-BASED METHODS AND SYSTEMS FOR GENERATING RESPONSES, RATINGS, AND FEEDBACK OF SOCIAL MEDIA MARKETING CAMPAIGNS | CIRNU, ALEXANDRU | 3622 | §101 | Non-Final OA | — | Pending | Oct 28, 2025 |
| 19276221 | ARTIFICIAL INTELLIGENCE BASED APPROACH FOR SUPPLEMENTING AN EXPLANATION of a result determined by A software application | HOLLY, JOHN H | — | §101DP | Non-Final OA | — | Pending | Jul 22, 2025 |
| 18987876 | METHOD FOR OVERCOMING TOKEN CONSTRAINTS OF LANGUAGE MODELS APPLIED TO LARGE COMPUTATIONAL MATCHING TASKS | LAM, PHILIP HUNG FAI | 2656 | §103 | Non-Final OA | — | Pending | Dec 19, 2024 |
| 18962894 | VISION-LANGUAGE MODEL WITH IMPROVED ACCURACY | PATEL, PINALBEN V | 2673 | §103 | Non-Final OA | — | Pending | Nov 27, 2024 |
| 18960567 | STRUCTURED PROMPT FRAMEWORK FOR MACHINE LEARNING MODEL OUPUT GENERATION | HALE, BROOKS T | 2166 | §101 | Non-Final OA | — | Pending | Nov 26, 2024 |
| 18932662 | SYSTEM AND METHOD FOR PERFORMING KEYWORD-ASSISTED SEMANTIC SEARCHING | CHAVEZ, RODRIGO A | 2658 | §102§103 | Non-Final OA | — | Pending | Oct 31, 2024 |
| 18930938 | SYNTHETIC KNOWLEDGE INGESTION FOR ENHANCING LARGE LANGUAGE MODEL PERFORMANCE | SERRAGUARD, SEAN ERIN | 2657 | §102§103 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18930230 | VOICE APPLICATION PROTECTION | ANKRUM, ALEC CHRISTOPHER | 2434 | §101§103 | Non-Final OA | — | Pending | Oct 29, 2024 |
| 18926128 | ADAPTIVE USER INTERFACE GENERATION AND PROCESS MODIFICATION | AUGUSTINE, NICHOLAS | 2178 | §101§102§103 | Non-Final OA | — | Pending | Oct 24, 2024 |
| 18918008 | FRAMEWORK FOR TRANSACTION CATEGORIZATION PERSONALIZATION | MOORE, REVA R | 3627 | §101§103 | Non-Final OA | — | Pending | Oct 16, 2024 |
| 18916682 | IMPROVED RETRIEVAL AUGMENTED GENERATION LANGUAGE MODEL SYSTEM | PATEL, SHREYANS A | 2659 | §101§103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18914991 | VOICE ENABLED CONTENT TRACKER | OBAID, FATEH M | — | §101 | Non-Final OA | — | Pending | Oct 14, 2024 |
| 18901804 | ARTIFICIAL INTELLIGENCE DRIVEN SYSTEM FOR MANAGING DEPLOYMENT ACTIONS BASED ON SENTIMENT ANALYSIS | PAN, HANG | 2193 | §101 | Non-Final OA | — | Pending | Sep 30, 2024 |
| 18902652 | SUPERVISED TEXT RETRIEVAL | NGUYEN, THU N | 2154 | §103 | Non-Final OA | — | Pending | Sep 30, 2024 |
| 18884841 | DETECTING SENSITIVE INFORMATION IN RECORDS USING CONTEXT AND DECOYS | JEUDY, JOSNEL | 2438 | §103Other | Non-Final OA | — | Pending | Sep 13, 2024 |
| 18821992 | TRAINING OF MACHINE LEARNING ENSEMBLE TO PROCESS DIVERGENT INPUT DOMAINS | MINOR, AYANNA YVETTE | 3624 | §103 | Final Rejection | — | Pending | Aug 30, 2024 |
| 18789869 | DYNAMIC AUTOMATED RECOMMENDER SYSTEM WITH TUNABLE RECOMMENDATION DISTRIBUTIONS | FUELLING, MICHAEL | 3992 | §101§103 | Final Rejection | 42d | Pending | Jul 31, 2024 |
| 18791185 | ADAPTIVE INFORMATION RETRIEVAL UTILIZING SEMANTIC AND LEXICAL SCORING | MORRISON, JAY A | 2151 | §101 | Final Rejection | — | Pending | Jul 31, 2024 |
| 18782876 | CONTEXT-AWARE INFORMATION RETRIEVAL | DAYE, CHELCIE L | 2161 | §103 | Final Rejection | — | Pending | Jul 24, 2024 |
| 18767899 | END-TO-END AUTOMATED LARGE LANGUAGE MODEL EVALUATION AND DEPLOYMENT | PATEL, SHREYANS A | 2659 | §101§103 | Final Rejection | 8d overdue | Pending | Jul 09, 2024 |
| 18759744 | IMPROVED COMPUTING SYSTEM FOR IDENTIFYING AND USING BENCHMARK ATTRIBUTE TYPES AMONG SIMILAR ENTITIES IN DIFFERENT DATASETS | GOFMAN, ALEX N | 2163 | §101 | Final Rejection | 15d overdue | Pending | Jun 28, 2024 |
| 18752964 | EVALUATING CONTEXT-SPECIFIC CONTENT GENERATED BY A GENERATIVE ARTIFICIAL INTELLIGENCE MODEL | GAY, SONIA L | 2657 | §102§103 | Final Rejection | 28d | Pending | Jun 25, 2024 |
| 18750763 | RESPONSE SYNTHESIS | VILLENA, MARK | 2658 | §103 | Final Rejection | — | Pending | Jun 21, 2024 |
| 18744434 | SMART DISPATCHER IN A COMPOSITE ARTIFICIAL INTELLIGENCE (AI) SYSTEM | SHAIKH, ZEESHAN MAHMOOD | 2658 | §101§103 | Final Rejection | 9d | Pending | Jun 14, 2024 |
| 18734855 | ROBUST MULTI-HEAD REGRESSION METRICS FOR MACHINE LEARNING | SAX, STEVEN PAUL | — | §101§103 | Non-Final OA | — | Pending | Jun 05, 2024 |
| 18680823 | TRAINING PREDICTIVE MODELS BASED ON REWARD SIGNALS | SMITH, BRIAN M | — | §101§102§103DP | Non-Final OA | — | Pending | May 31, 2024 |
| 18679426 | MULTIPHASE PROMPT OPTIMIZATION FOR LARGE LANGUAGE MODELS | MCLEAN, IAN SCOTT | 2654 | §103 | Final Rejection | — | Pending | May 30, 2024 |
| 18676883 | MALICIOUS PROMPT DETECTION FOR LARGE LANGUAGE MODELS | DILUZIO, NICHOLAS JOSEPH | 2498 | §103§112 | Final Rejection | — | Pending | May 29, 2024 |
| 18674736 | PERSONALIZED CAMPAIGN GENERATION THROUGH DEEP CUSTOMER LEARNING | BEKERMAN, MICHAEL | 3621 | §101 | Non-Final OA | 62d | Pending | May 24, 2024 |
| 18671148 | MACHINE LEARNING BASED APPROACH FOR TARGETED ITEM RECOMMENDATIONS BASED ON LATENT RELATIONSHIPS AMONG USER FEATURES AND ITEMS OF DIFFERENT TYPES | HASTY, NICHOLAS | — | §103§112 | Non-Final OA | — | Pending | May 22, 2024 |
| 18661925 | AUTOMATED GENERATION OF A DATASET OF QUESTION-ANSWER PAIRS FOR DOMAIN-SPECIFIC HALLUCINATION TESTING OF GENERATIVE LANGUAGE PROCESSING MACHINE LEARNING MODELS | MAUNI, HUMAIRA ZAHIN | — | §101§103 | Non-Final OA | — | Pending | May 13, 2024 |
| 18657190 | AUTOMATIC LABEL GENERATION WITH CONFIDENCE SCORES FOR TRAINING A MACHINE LEARNING MODEL TO PERFORM LINE ITEM EXTRACTION | VIRREIRA, ROLANDO PATRICK | — | §103§112 | Non-Final OA | — | Pending | May 07, 2024 |
| 18650651 | BENCHMARK CREATOR - AN ARTIFICIAL INTELLIGENCE-BASED APPROACH TO EVALUATING THE KNOWLEDGE OF A LANGUAGE MODEL FOR A DATASET | ANDERSON, SCOTT C | — | §101§103§112 | Non-Final OA | — | Pending | Apr 30, 2024 |
| 18651460 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY RECOMMENDING CONTEXT-SPECIFIC NAVIGATION OPTIONS WITHIN A USER INTERFACE | NILSSON, ERIC | — | §102§103 | Non-Final OA | — | Pending | Apr 30, 2024 |
| 18651668 | SYSTEMS AND METHODS FOR PERSONALIZED SUMMARIZATION TECHNIQUES USING RETRIEVAL AUGMENTED GENERATION | MANOHARAN, SHASHIDHAR SHANKAR | 2655 | §101§103 | Final Rejection | — | Pending | Apr 30, 2024 |
| 18649027 | COUNTERFACTUALS GENERATION USING PROBABILITY DISTANCE | KHAN, USMAN A | — | §101§102 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18633387 | DECODING INVERTIBLE EMBEDDINGS FOR INSTRUCTION PROMPT OPTIMIZATION IN BLACKBOX LARGE LANGUAGE MODELS | ABOUD, ABDULLAH KHALED | — | §101§103§112 | Non-Final OA | — | Pending | Apr 11, 2024 |
| 18633382 | VARIABLE PROCESSING WITH MACHINE LEARNING USAGE PREDICTION | GEORGALAS, ANNE MARIE | 3689 | §101§102§103§112 | Final Rejection | 35d overdue | Pending | Apr 11, 2024 |
| 18627230 | MAPPING DISPARATE LANGUAGE-BASED DATASETS USING A LANGUAGE MODEL | LE, HUNG VAN | — | §101§103 | Non-Final OA | — | Pending | Apr 04, 2024 |
| 18621368 | GENERATIVE ARTIFICIAL INTELLIGENCE BASED STATEFUL ADVICE SYSTEM | MAC, GARY | — | §101§103 | Non-Final OA | — | Pending | Mar 29, 2024 |
| 18622276 | DECLARATIVE QUERY SCHEMA-BASED APPLICATION PROGRAMMING INTERFACE | NGO, THANH | — | §103 | Non-Final OA | — | Pending | Mar 29, 2024 |
| 18622484 | AUTOMATION TOOL FOR MANAGING RESOURCES ACROSS COMPUTING ENVIRONMENTS | WOOD, WILLIAM H | 3992 | §103§112 | Final Rejection | — | Pending | Mar 29, 2024 |
| 18612138 | AUTOMATED OPTIMIZATION OF EXTRACTION-BASED CATEGORIZATION PROCESSES | NAULT, VICTOR ADELARD | — | §101§103 | Non-Final OA | — | Pending | Mar 21, 2024 |
| 18611543 | AUTOMATED CORPUS TOOL GENERATOR FOR AGENTS | SAX, STEVEN PAUL | — | §102§103§112 | Non-Final OA | — | Pending | Mar 20, 2024 |
| 18592461 | QUERY EXECUTION METHOD FOR ELECTRONIC FORM COMPLETION | HUYNH, LINDA TANG | 2172 | §103 | Final Rejection | 21d | Pending | Feb 29, 2024 |
| 18592377 | ASSISTIVE GENERATIVE AI-BASED RESPONSES | VINCENT, DAVID ROBERT | — | §101 | Non-Final OA | — | Pending | Feb 29, 2024 |
| 18426226 | PRE-FILTERING FOR AN ARTIFICIAL INTELLEGENCE PIPELINE | LI, LIANG Y | — | §101§103 | Non-Final OA | — | Pending | Jan 29, 2024 |
| 18424572 | SLANG USAGE DETECTION AND MITIGATION FOR LARGE LANGUAGE MODELS | TENGBUMROONG, NATHAN NARA | 2654 | §103 | Final Rejection | 49d overdue | Pending | Jan 26, 2024 |
| 18423128 | COMPLETENESS GRAPH GENERATOR | ALI, NAYMUR RAHMAN | — | §101§103 | Non-Final OA | — | Pending | Jan 25, 2024 |
| 18421688 | SINGULARLY ADAPTIVE DIGITAL CONTENT GENERATION | HUANG, YAO D | — | §101§102§103§112 | Non-Final OA | — | Pending | Jan 24, 2024 |
| 18413589 | USING A RECURRENT NEURAL NETWORK AND A CLASSIFICATION MACHINE LEARNING MODEL TO PREDICT ACTIONS IN SOFTWARE APPLICATIONS | HAN, BYUNGKWON | — | §101§103 | Non-Final OA | — | Pending | Jan 16, 2024 |
| 18414451 | DETECTION AND REMEDIATION OF INSTABILITIES IN LARGE LANGUAGE MODELS | COLEMAN, PAUL | — | §112 | Non-Final OA | — | Pending | Jan 16, 2024 |
| 18391919 | DECISION MODEL COMPRESSION FOR EFFICIENT PROCESSING AND STORAGE OF MULTI-CONDITION WORKFLOWS | CHEIN, ALLEN C | 3627 | §101 | Final Rejection | — | Pending | Dec 21, 2023 |
| 18390359 | RE-TRAINING A MACHINE LEARNING MODEL IN REAL-TIME USING A FAST ALGORITHM | RYLANDER, BART I | — | §101§103 | Non-Final OA | — | Pending | Dec 20, 2023 |
| 18543798 | DATA SOURCE MAPPER FOR ENHANCED DATA RETRIEVAL | CHEUNG, HUBERT G | 2152 | §103 | Non-Final OA | 20d | Pending | Dec 18, 2023 |
| 18525728 | SYSTEM FOR CONVERTING PROPENSITY MODEL OUTPUT INTO INSIGHT ENHANCED CONTEXTUAL REASONS FOR THE OUTPUT | SCHALLHORN, TYLER J | — | §103 | Non-Final OA | — | Pending | Nov 30, 2023 |
| 18525333 | API SECURITY SENSITIVE FIELDS | ZARRINEH, SHAHRIAR | 2496 | §103 | Non-Final OA | — | Pending | Nov 30, 2023 |
| 18520693 | MACHINE LEARNING BASED APPROACH FOR AUTOMATICALLY PREDICTING A CLASSIFICATION FOR TRANSACTIONS BASED ON INDUSTRY NAME EMBEDDINGS | OJIAKU, CHIKAODINAKA | 3696 | §101 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18498398 | TOKEN BASED APPROACH FOR PROVIDING CERTIFIED REVIEWS ON THIRD-PARTY REVIEW SERVICES | PHAN, NICHOLAS K | 3699 | §101§103 | Non-Final OA | 16d | Pending | Oct 31, 2023 |
| 18497884 | AUTOMIZED GENERATION OF INSIGHTFUL AND CONFIDENT DATA INSIGHTS | ANNIS, PETER THOMAS | 4100 | §101§102§103 | Non-Final OA | — | Pending | Oct 30, 2023 |
| 18496496 | DOMAIN-SPECIFIC PROMPT PROCESSING AND ANSWERING VIA LARGE LANGUAGE MODELS AND ARTIFICIAL INTELLIGENCE PLANNERS | COLEMAN, PAUL | 4100 | §103 | Non-Final OA | — | Pending | Oct 27, 2023 |
| 18495172 | WORKFLOW ASSISTANT WITH GENERATIVE ARTIFICIAL INTELLIGENCE | PENG, STEVEN | 2125 | §101§102§103 | Non-Final OA | — | Pending | Oct 26, 2023 |
| 18383799 | MULTI-MODAL MACHINE LEARNING MODEL FOR DIGITAL DOCUMENT PROCESSING | BARNES JR, CARL E | 2178 | §103 | Non-Final OA | 45d overdue | Pending | Oct 25, 2023 |
| 18493676 | SYSTEM AND METHOD FOR SPATIAL ENCODING AND FEATURE GENERATORS FOR ENHANCING INFORMATION EXTRACTION | GAUTHIER, GERALD | 2692 | DP | Final Rejection | — | Pending | Oct 24, 2023 |
| 18480308 | DYNAMICALLY TARGETED NETWORK INVITATIONS | WEBB III, JAMES L | 3624 | §101 | Non-Final OA | — | Pending | Oct 03, 2023 |
| 18372660 | EXPERT FEEDBACK LOOP FOR RESOLVING AMBIGUITY | ROY, SANCHITA | 2146 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 25, 2023 |
| 18450931 | SYSTEMS AND METHODS FOR GENERATING RECOMMENDATIONS USING CONTEXTUAL BANDIT MODELS WITH NON-LINEAR ORACLES | KRINGEN, MICHELLE THERESE | 3689 | §101§102§103 | Non-Final OA | — | Pending | Aug 16, 2023 |
| 18067461 | Visual Question Answering for Discrete Document Field Extraction | LEY, SALLY THI | 2147 | §103 | Non-Final OA | — | Pending | Dec 16, 2022 |
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