Company Filing History:
Years Active: 2025
Title: Innovations by Christopher Cirelli
Introduction
Christopher Cirelli is an accomplished inventor based in Roswell, GA (US). He has made significant contributions to the field of information extraction systems, holding 3 patents that enhance the processing of unstructured documents. His work focuses on improving data retrieval and traceability, which is crucial in today's data-driven world.
Latest Patents
Cirelli's latest patents include an "Information extraction system for unstructured documents using retrieval augmentation providing source traceability and error control." This innovative system is designed to extract various data elements from unstructured data sources. It effectively separates text from tables in documents, allowing only the necessary table data to be sent to a large language model (LLM) for review. The system generates chunks from the document and associates unique identifiers with each chunk to ensure traceability. Additionally, it identifies relevant chunks and includes them in a prompt to the LLM, which reports the chunks used during data extraction for verification and error control.
Another notable patent is the "Information extraction system for unstructured documents using independent tabular and textual retrieval augmentation." This system also focuses on extracting data elements from multiple data sources. It separates text from tables, converts PDFs to text, and utilizes markdown language to distinguish between document text and table data. The system indexes these chunks using vector embedding and stores identifiers to provide result traceability. In response to prompts, it retrieves targeted chunks to extract data elements and populates an ontological data store based on the LLM's responses.
Career Highlights
Christopher Cirelli is currently employed at American International Group, Inc., where he continues to innovate in the field of data extraction and processing. His expertise in developing systems that enhance data retrieval efficiency has made him a valuable asset to his organization.
Collaborations
Cirelli collaborates with Lei Zhang, a fellow innovator, to further advance their projects in information extraction systems. Their combined efforts contribute to the development of cutting-edge technologies that address the challenges of unstructured data.
Conclusion
Christopher Cirelli's contributions to the field of information extraction systems demonstrate his commitment to innovation and efficiency. His patents reflect a deep understanding of data processing challenges and provide solutions that enhance traceability and error control. His work continues to impact the way unstructured data is managed and utilized in various applications.