Papers with foundational component

2 papers
XNLP: An Interactive Demonstration System for Universal Structured NLP (2024.acl-demos)

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Challenge: Structured Natural Language Processing (XNLP) is an important subset of NLP that entails understanding the underlying semantic or syntactic structure of texts.
Approach: They propose a XNLP demonstration system that leverages LLM to achieve universal XnLP with one model for all with high generalizability.
Outcome: The proposed system advances in multiple aspects, including universal XNLP modeling, high performance, interpretability, scalability, and interactivity.
NüshuRescue: Reviving the Endangered Nüshu Language with AI (2025.coling-main)

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Challenge: Nüshu is a rare syllabic script used by Yao women in china for self-expression . a lack of data makes the reconstruction labor-intensive and costly .
Approach: They propose an AI-driven framework to train large corpora on endangered languages . Nüshu is a rare syllabic script used by Yao women in china for self-expression .
Outcome: NüshuRescue automates evaluation and expands target corpora to accelerate linguistic revitalization.

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