Aaron Michael Taylor

Title: Aaron Michael Taylor: Innovating Entity Relationship Search

Introduction

Aaron Michael Taylor, an accomplished inventor based in Williamstown, MA, holds a notable portfolio of six patents. His innovative work primarily focuses on enhancing the understanding of entity relationships through advanced search techniques.

Latest Patents

One of Taylor's latest patents, titled "Multi-hop Search for Entity Relationships," introduces an unsupervised multi-hop search across a corpus of documents. This technology enables the identification of relationships between two entities, even when they are not co-mentioned within any documents in the corpus. By employing a beam search algorithm anchored by word embeddings alongside an A* graph traversal, this patent effectively calculates the semantic distance between entities. The method evaluates various paths through the corpus, ensuring comprehensive relationship inference.

Another significant patent by Taylor, "Stable Identification of Entity Mentions," outlines a novel entity-based platform. This platform stores a database of entity mentions and related information obtained from processed text within a corpus. By analyzing changes to previously processed documents, this system aligns mentions in modified documents to those in prior documents, identifying new mentions over time. This approach supports the sustained use of knowledge graphs and other entity-based representations linked to specific entity mentions as the underlying corpus evolves.

Career Highlights

Throughout his career, Aaron Michael Taylor has worked for prominent companies in the tech industry, including Salesforce, Inc. and Salesforce.com, Inc. His contributions have significantly impacted how entities are represented and analyzed in databases, paving the way for more intuitive information retrieval systems.

Collaborations

Taylor has collaborated with notable professionals, including Henry Forrest, Leanna Wallace, and Andrew Richard Gallant. Together, they have explored innovative approaches to enhance entity identification and relationship analysis, further driving advancements in the field.

Conclusion

With his six patents and continuous pursuit of innovation, Aaron Michael Taylor has established himself as a pioneer in the realm of entity relationship search technology. His work not only facilitates improved data retrieval but also supports ongoing research and development in this critical area of information science.