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method ID: morphologicalanalysis

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Analyzing Stemming Approaches for Turkish Multi-Document Summarization

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Using Resource-Rich Languages to Improve Morphological Analysis of Under-Resourced Languages

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AbstractThe world-wide proliferation of digital communications has created the need for language and speech processing systems for under-resourced languages. Developing such systems is challenging if only small data sets are …...

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Word-Formation Network for Czech

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AbstractIn the present paper, we describe the development of the lexical network DeriNet, which captures core word-formation relations on the set of around 266 thousand Czech lexemes. The network is …...

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An Unsupervised Method for Uncovering Morphological Chains

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AbstractMost state-of-the-art systems today produce morphological analysis based only on orthographic patterns. In contrast, we propose a model for unsupervised morphological analysis that integrates orthographic and semantic views of words. …...

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Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model

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We present a new morphological analy- sis model that considers semantic plausi- bility of word sequences by using a re- current neural network language model (RNNLM). In unsegmented languages, since …...

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A Finite-State Morphological Analyser for Sindhi

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AbstractMorphological analysis is a fundamental task in natural-language processing, which is used in other NLP applications such as part-of-speech tagging, syntactic parsing, information retrieval, machine translation, etc. In this paper, …...

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Exploiting morphology for the automatic extraction of general public paraphrases of medical terms

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. The medical area conveys very specific terms (p. ex., blepharospasm, appendicec- tomy), which are difficult to understand by people without medical training. We propose an au- tomatic method for …...

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Refurbishing a Morphological Database for German

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AbstractThe CELEX database is one of the standard lexical resources for German. It yields a wealth of data especially for phonological and morphological applications. The morphological part comprises deep-structure morphological …...

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Remote Elicitation of Inflectional Paradigms to Seed Morphological Analysis in Low-Resource Languages

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AbstractStructured, complete inflectional paradigm data exists for very few of the world’s languages, but is crucial to training morphological analysis tools. We present methods inspired by linguistic fieldwork for gathering …...

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UDPipe: Trainable Pipeline for Processing CoNLL-U Files Performing Tokenization, Morphological Analysis, POS Tagging and Parsing

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AbstractAutomatic natural language processing of large texts often presents recurring challenges in multiple languages: even for most advanced tasks, the texts are first processed by basic processing steps – from …...

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Urdu Summary Corpus

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AbstractLanguage resources, such as corpora, are important for various natural language processing tasks. Urdu has millions of speakers around the world but it is under-resourced in terms of standard evaluation …...

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Decoding with Finite-State Transducers on GPUs

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AbstractWeighted finite automata and transducers (including hidden Markov models and conditional random fields) are widely used in natural language processing (NLP) to perform tasks such as morphological analysis, part-of-speech tagging, …...

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From Segmentation to Analyses: a Probabilistic Model for Unsupervised Morphology Induction

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AbstractA major motivation for unsupervised morphological analysis is to reduce the sparse data problem in under-resourced languages. Most previous work focus on segmenting surface forms into their constituent morphs (taking: …...

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Unsupervised Learning of Morphology with Graph Sampling

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AbstractWe introduce a language-independent, graph-based probabilistic model of morphology, which uses transformation rules operating on whole words instead of the traditional morphological segmentation. The morphological analysis of a set of …...

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CoNLL-UL: Universal Morphological Lattices for Universal Dependency Parsing

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Following the development of the universal dependencies (UD) framework and the CoNLL 2017 Shared Task on end-to-end UD parsing, we address the need for a universal representation of morphological analysis …...

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Handling Rare Word Problem using Synthetic Training Data for Sinhala and Tamil Neural Machine Translation

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Lack of parallel training data influences the rare word problem in Neural Machine Translation (NMT) systems, particularly for under- resourced languages. Using synthetic parallel training data (data augmentation) is a …...

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Initial Experiments in Data-Driven Morphological Analysis for Finnish

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This paper presents initial experiments in data-driven morphological analy- sis for Finnish using deep learning methods. Our system uses a character based bidirectional LSTM and pretrained word embeddings to predict …...

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Sudachi: a Japanese Tokenizer for Business

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Tokenization, or morphological analysis, is a fundamental and important technology for processing a Japanese text, especially for in- dustrial applications. However, we often face many obstacles, such as the inconsistency …...

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The Use of Text Alignment in Semi-Automatic Error Analysis: Use Case in the Development of the Corpus of the Latvian Language Learners

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This article presents a different method for creation of error annotated corpora. The approach suggested in this paper consists of multiple parts - text correction, automated morphological analysis, automated text …...

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Evaluating Gender Bias in Machine Translation

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AbstractWe present the first challenge set and evaluation protocol for the analysis of gender bias in machine translation (MT). Our approach uses two recent coreference resolution datasets composed of English …...

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Learning Morphosyntactic Analyzers from the Bible via Iterative Annotation Projection across 26 Languages

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Publication: TIPSTER (2019)

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AbstractA large percentage of computational tools are concentrated in a very small subset of the planet’s languages. Compounding the issue, many languages lack the high-quality linguistic annotation necessary for the …...

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Shrinking Japanese Morphological Analyzers With Neural Networks and Semi-supervised Learning

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Publication: TIPSTER (2019)

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AbstractFor languages without natural word boundaries, like Japanese and Chinese, word segmentation is a prerequisite for downstream analysis. For Japanese, segmentation is often done jointly with part of speech tagging, …...

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Turkish Tweet Classification with Transformer Encoder

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Publication: TIPSTER (2019)

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AbstractShort-text classification is a challenging task, due to the sparsity and high dimensionality of the feature space. In this study, we aim to analyze and classify Turkish tweets based on …...

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A Finite-State Morphological Analyser for Evenki

Authors: nan

Publication: TIPSTER (2020)

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AbstractIt has been widely admitted that morphological analysis is an important step in automated text processing for morphologically rich languages. Evenki is a language with rich morphology, therefore a morphological …...

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An Unsupervised Method for Weighting Finite-state Morphological Analyzers

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Publication: TIPSTER (2020)

DOI: nan

AbstractMorphological analysis is one of the tasks that have been studied for years. Different techniques have been used to develop models for performing morphological analysis. Models based on finite state …...

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EstNLTK 1.6: Remastered Estonian NLP Pipeline

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Publication: TIPSTER (2020)

DOI: nan

AbstractThe goal of the EstNLTK Python library is to provide a unified programming interface for natural language processing in Estonian. As such, previous versions of the library have been immensely …...

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Low-Resource Text Classification via Cross-lingual Language Model Fine-tuning

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Publication: TIPSTER (2020)

DOI: nan

AbstractText classification tends to be difficult when data are inadequate considering the amount of manually labeled text corpora. For low-resource agglutinative languages including Uyghur, Kazakh, and Kyrgyz (UKK languages), in …...

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Modeling Morphological Typology for Unsupervised Learning of Language Morphology

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Publication: TIPSTER (2020)

DOI: nan

AbstractThis paper describes a language-independent model for fully unsupervised morphological analysis that exploits a universal framework leveraging morphological typology. By modeling morphological processes including suffixation, prefixation, infixation, and full and …...

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Modeling Word Formation in English–German Neural Machine Translation

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractThis paper studies strategies to model word formation in NMT using rich linguistic information, namely a word segmentation approach that goes beyond splitting into substrings by considering fusional morphology. Our …...

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Morphological Analysis and Disambiguation for Gulf Arabic: The Interplay between Resources and Methods

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractIn this paper we present the first full morphological analysis and disambiguation system for Gulf Arabic. We use an existing state-of-the-art morphological disambiguation system to investigate the effects of different …...

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Morphological disambiguation from stemming data

Authors: nan

Publication: TIPSTER (2020)

DOI: nan

AbstractMorphological analysis and disambiguation is an important task and a crucial preprocessing step in natural language processing of morphologically rich languages. Kinyarwanda, a morphologically rich language, currently lacks tools for …...

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The Semantic Features and Cognitive Concepts of Mang2 ‘Busy’: A Corpus-Based Study

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Publication: TIPSTER (2020)

DOI: nan

The issue of preservation and revitalization of the indigenous languages is gaining attention from the public in recent days. Developing NLP techniques related to the indigenous languages will help to …...

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User-Generated Text Corpus for Evaluating Japanese Morphological Analysis and Lexical Normalization

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Publication: TIPSTER (2021)

DOI: nan

AbstractMorphological analysis (MA) and lexical normalization (LN) are both important tasks for Japanese user-generated text (UGT). To evaluate and compare different MA/LN systems, we have constructed a publicly available Japanese …...

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The Hebrew Essay Corpus

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Publication: TIPSTER (2022)

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AbstractWe present the Hebrew Essay Corpus: an annotated corpus of Hebrew language argumentative essays authored by prospective higher-education students. The corpus includes both essays by native speakers, written as part …...

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