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DeeperDive: The Unreasonable Effectiveness of Weak Supervision in Document Understanding A Case Study in Collaboration with UiPath Inc. (arXiv:2208.08000v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
Weak supervision has been applied to various Natural Language Understanding
tasks in recent years. Due to technical challenges with scaling weak
supervision to work on long-form documents, spanning up to hundreds of pages,
applications in the document understanding space have been limited. At Lexion,
we built a weak supervision-based system tailored for long-form (10-200 pages
long) PDF documents. We use this platform for building dozens of language
understanding models and have applied it successfully to various domains, from
commercial agreements …
arxiv case case study collaboration document understanding study uipath understanding