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Florian Luisier

2 accepted papers

2024

LMDX: Language Model-based Document Information Extraction and Localization

ACL 2024findings

Large Language Models (LLM) have revolutionized Natural Language Processing (NLP), improving state-of-the-art and exhibiting emergent capabilities across various tasks. However, their application in extracting information from visually rich documents, which is at the core of many document processing…

2023

From Characters to Words: Hierarchical Pre-trained Language Model for Open-vocabulary Language Understanding

ACL 2023long

Current state-of-the-art models for natural language understanding require a preprocessing step to convert raw text into discrete tokens. This process known as tokenization relies on a pre-built vocabulary of words or sub-word morphemes. This fixed vocabulary limits the model’s robustness to spellin…

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