thomwolf/awesome-limits-of-dl4nlp

A curated list of papers exploring the limits of deep learning for NLP

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This curated list of academic papers helps researchers and practitioners understand the current limitations of deep learning in Natural Language Processing (NLP). It provides insights into what these models struggle with, beyond simple interpretability, and points towards new research directions. If you're working on advanced NLP systems, this resource helps you identify gaps in current AI capabilities related to language understanding and generation.

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Use this if you are a researcher or advanced practitioner in NLP looking for the qualitative limits of current deep learning models and seeking areas for further innovation.

Not ideal if you are looking for ready-to-use models, tools for immediate application, or general overviews of NLP techniques.

natural-language-processing ai-research computational-linguistics machine-learning-limitations ai-development
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Mar 20, 2018

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