Company Filing History:
Years Active: 2023-2025
Title: Danni Ma: Innovator in Unsupervised Paraphrase Mining
Introduction
Danni Ma is an accomplished inventor based in Philadelphia, PA. She has made significant contributions to the field of unsupervised paraphrase mining, holding a total of 2 patents. Her work focuses on innovative techniques for aligning pairs of sentences, which has important applications in natural language processing.
Latest Patents
Danni Ma's latest patents include systems and methods for unsupervised paraphrase mining. The disclosed embodiments relate to aligning pairs of sentences. Techniques can include receiving a plurality of sentences and generating a graph for each of at least two sentences of the plurality of sentences. This process involves identifying one or more tokens for each sentence and connecting these tokens via edges. Additionally, a combined graph is generated for the at least two sentences, which includes aligning the identified tokens, identifying matching and non-matching tokens based on the alignment, and merging matching tokens into a combined graph node.
Career Highlights
Danni Ma is currently employed at Recruit Co., Ltd., where she continues to develop her innovative ideas. Her work has garnered attention in the field, showcasing her expertise in natural language processing and machine learning.
Collaborations
Danni collaborates with talented individuals such as Behzad Golshan and Chen Chen, contributing to a dynamic work environment that fosters innovation and creativity.
Conclusion
Danni Ma is a notable inventor whose work in unsupervised paraphrase mining is paving the way for advancements in natural language processing. Her contributions are significant and continue to influence the field positively.