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Deep Neural Convolutive Matrix Factorization for Articulatory Representation Decomposition ...
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Switch Point biased Self-Training: Re-purposing Pretrained Models for Code-Switching ...
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CodemixedNLP: An Extensible and Open NLP Toolkit for Code-Mixing ...
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Abstract:
The NLP community has witnessed steep progress in a variety of tasks across the realms of monolingual and multilingual language processing recently. These successes, in conjunction with the proliferating mixed language interactions on social media have boosted interest in modeling code-mixed texts. In this work, we present CodemixedNLP, an open-source library with the goals of bringing together the advances in code-mixed NLP and opening it up to a wider machine learning community. The library consists of tools to develop and benchmark versatile model architectures that are tailored for mixed texts, methods to expand training sets, techniques to quantify mixing styles, and fine-tuned state-of-the-art models for 7 tasks in Hinglish. We believe this work has a potential to foster a distributed yet collaborative and sustainable ecosystem in an otherwise dispersed space of code-mixing research. The toolkit is designed to be simple, easily extensible, and resourceful to both researchers as well as practitioners. ... : Accepted at the Fifth Workshop on Computational Approaches to Linguistic Code-Switching-CALCS 2021 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2106.06004 https://dx.doi.org/10.48550/arxiv.2106.06004
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Unsupervised Self-Training for Sentiment Analysis of Code-Switched Data ...
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Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems ...
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Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units ...
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Nonlinear ISA with Auxiliary Variables for Learning Speech Representations ...
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Towards Minimal Supervision BERT-based Grammar Error Correction ...
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Towards Zero-shot Learning for Automatic Phonemic Transcription ...
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Automatically Identifying Language Family from Acoustic Examples in Low Resource Scenarios ...
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Acoustics Based Intent Recognition Using Discovered Phonetic Units for Low Resource Languages ...
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Mere account mein kitna balance hai? -- On building voice enabled Banking Services for Multilingual Communities ...
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Universal Phone Recognition with a Multilingual Allophone System ...
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