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VivesDebate: A New Annotated Multilingual Corpus of Argumentation in a Debate Tournament ...
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D6.1 QNLP design and specification ...
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Abstract:
Understanding the applicability of NISQ-era devices for a variety of problems is of the utmost importance to better develop and utilise these devices for real-world use-cases. In this document we motivate the use of quantum computing models for natural-language processing tasks, focussing on comparison with existing methods in the classical natural language processing (NLP) community. We define the current state of these NISQ devices, and define methods of interest that will allow us to exploit the resources to implement NLP tasks, by encoding and processing data in a hybrid classical-quantum workflow. For this, we outline the high-level architecture of the solution, and provide a modular design for ease of implementation and extension. ... : {"references": ["\u00d6stlund, S. a. ((1995)). \u00d6stlund, Stellan, and Stefan Rommer. Thermodynamic limit of density matrix renormalization. Physical review letters 75.19 .", "A. Cichocki, N. L.-H. (2016). Low-Rank Tensor Networks for Dimensionality Reduction and Large-Scale Optimization Problems: Perspectives and Challenges. arXiv:1609.00893.", "Andrey Kardashin, A. U. (2018). Quantum Machine Learning Tensor Network States. arXiv:1804.02398.", "Artetxe, M., & Schwenk, H. (2019). Margin-based Parallel Corpus Mining with Multilingual Sentence Embeddings. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, (lpp. 3197-3203).", "Artetxe, M., & Schwenk, H. (2019). Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond. Transactions of the Association for Computational Linguistics, 597-610.", "Bai, G., Yang, Y., & Chiribella, G. (2020). Quantum compression of tensor network states. New Journal of Physics, 43015.", "Balodis, K., ...
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Keyword:
Natural Language Processing; Quantum Computing; Tensor Networks
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URL: https://dx.doi.org/10.5281/zenodo.4745442 https://zenodo.org/record/4745442
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Rule-based Morphological Inflection Improves Neural Terminology Translation ...
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Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
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A Prototype Free/Open-Source Morphological Analyser and Generator for Sakha ...
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Developing Conversational Data and Detection of Conversational Humor in Telugu ...
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An Information-Theoretic Characterization of Morphological Fusion ...
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Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning ...
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(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys ...
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Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach ...
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Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization ...
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Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
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Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining ...
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