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1
PESTO: Switching Point based Dynamic and Relative Positional Encoding for Code-Mixed Languages ...
Abstract: NLP applications for code-mixed (CM) or mix-lingual text have gained a significant momentum recently, the main reason being the prevalence of language mixing in social media communications in multi-lingual societies like India, Mexico, Europe, parts of USA etc. Word embeddings are basic build-ing blocks of any NLP system today, yet, word embedding for CM languages is an unexplored territory. The major bottleneck for CM word embeddings is switching points, where the language switches. These locations lack in contextually and statistical systems fail to model this phenomena due to high variance in the seen examples. In this paper we present our initial observations on applying switching point based positional encoding techniques for CM language, specifically Hinglish (Hindi - English). Results are only marginally better than SOTA, but it is evident that positional encoding could bean effective way to train position sensitive language models for CM text. ... : Accepted as Student Abstract at AAAI 2022 ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://dx.doi.org/10.48550/arxiv.2111.06599
https://arxiv.org/abs/2111.06599
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2
SemEval-2020 Task 8: Memotion Analysis- The Visuo-Lingual Metaphor! ...
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3
SemEval-2020 Task 9: Overview of Sentiment Analysis of Code-Mixed Tweets (Sentimix) ...
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4
MSIR@FIRE: A Comprehensive Report from 2013 to 2016
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5
Sentiment Analysis of Code-Mixed Indian Languages: An Overview of SAIL_Code-Mixed Shared Task @ICON-2017 ...
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6
Code mixing: a challenge for language identification in the language of social media
In: Barman, Utsab, Das, Amitava orcid:0000-0003-3418-463X , Wagner, Joachim orcid:0000-0002-8290-3849 and Foster, Jennifer orcid:0000-0002-7789-4853 (2014) Code mixing: a challenge for language identification in the language of social media. In: First Workshop on Computational Approaches to Code Switching, 25 Oct 2014, Doha, Qatar. (2014)
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7
A Framework for Health Behavior Change Using Companionable Robots
In: 8th International Natural Language Generation Conference, June 19-21, 2014. Philadelphia, Pennsylvania (2014)
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8
SemanticNet-Perception of Human Pragmatics
In: Coling 2010: Proceedings of the 2nd Workshop on Cognitive Aspects of the Lexicon (COGALEX 2010), Beijing, August 2010 (2010), 2-11
IDS OBELEX meta
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9
Low-Rate Multimode Multiband Spectral Coding of Speech
In: International journal of speech technology. - Boston, Mass. [u.a.] : Kluwer Acad. Publ. 2 (1996) 4, 317-328
OLC Linguistik
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