[PDF] Top 20 How to Parse Low Resource Languages: Cross Lingual Parsing, Target Language Annotation, or Both?
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How to Parse Low Resource Languages: Cross Lingual Parsing, Target Language Annotation, or Both?
... train cross-lingual models on data from every combination of one, two or three support languages (7 models), multilingual models on the same data sets plus target language data (7 ... See full document
9
Zero Shot Cross lingual Name Retrieval for Low Resource Languages
... a cross-lingual model of name similarity, we ask a user to provide query names in their native ...our language-independent en- coder model, these query names can then be com- pared to spans of text ... See full document
6
Low Resource Dependency Parsing: Cross lingual Parameter Sharing in a Neural Network Parser
... for resource-poor languages: delexicalized parsing and projection (T¨ackstr¨om et ...a resource-rich source ...to parse sentences in the tar- get resource-poor ...for ... See full document
6
Cross Lingual Dependency Parsing with Unlabeled Auxiliary Languages
... study cross-lingual transfer for dependency ...corresponding parse tree. In cross-lingual transfer, most recent approaches assume that the inputs from different languages are ... See full document
11
JW300: A Wide Coverage Parallel Corpus for Low Resource Languages
... following language set: English ( EN ), Estonian ( ET ), Croatian ( HR ), Marathi ( MR ), and Maltese ( MT ...probable target translation for each source word from IBM1-based word translation ...all ... See full document
7
Unsupervised Ranked Cross Lingual Lexical Substitution for Low Resource Languages
... one annotation for each item and at least a double an- notation for ...by language learners in order to consider the learner’s view as well, especially with regard to the pref- erence and comprehension of ... See full document
9
Cross lingual Transfer Parsing for Low Resourced Languages: An Irish Case Study
... natural language processing re- sources for the Irish language (U´ı Dhonnchadha et ...such resource is the Irish Dependency Treebank (Lynn et ...valuable resource, the treebank does not ... See full document
9
Distributed Word Representation Learning for Cross Lingual Dependency Parsing
... for cross-lingual dependency ...nine languages: English (EN), Danish (DA), German (DE), Greek (EL), Spanish (ES), Italian (IT), Dutch (NL), Por- tuguese (PT) and Swedish ...source language, ... See full document
11
PD3: Better Low Resource Cross Lingual Transfer By Combining Direct Transfer and Annotation Projection
... by languages, in MTL, may also better account for syntactic and semantic idiosyncrasies of individual languages than merge, where such distinctions are ... See full document
13
Parsing low resource languages using Gibbs sampling for PCFGs with latent annotations
... understand parsing efficacy using sam- pling and latent annotations for low-resource lan- guages, so we perform experiments on five languages with varying amount of training ...all ... See full document
11
Low Resource Named Entity Recognition with Cross lingual, Character Level Neural Conditional Random Fields
... 4 languages (Tjong Kim Sang, 2002; Tjong Kim Sang and De Meulder, ...other languages has a prohibitive annotation cost, making the low- resource case an important ...a ... See full document
6
Multilingual Projection for Parsing Truly Low Resource Languages
... to cross-lingual POS tagging and dependency pars- ing are biased toward Indo-European languages, in particular the Germanic and Romance ...Romance languages. Several factors make ... See full document
12
Annotation Projection based Representation Learning for Cross lingual Dependency Parsing
... each language, the original dataset contains a training set and a test ...eight cross-lingual de- pendency parsing tasks, by using English as the label-rich source language and using ... See full document
10
Improving Low Resource Cross lingual Document Retrieval by Reranking with Deep Bilingual Representations
... boost low- resource cross-lingual document retrieval per- formance with deep bilingual query-document ...in both source and target languages with four components, each of ... See full document
7
Cross lingual Dependency Parsing of Related Languages with Rich Morphosyntactic Tagsets
... In all experiments, we use the graph-based de- pendency parser by Bohnet (2010) with default settings. We base our parser choice on its state- of-the-art performance across various morpholog- ically rich languages ... See full document
12
Cross Lingual Language Modeling with Syntactic Reordering for Low Resource Speech Recognition
... proposes cross-lingual language modeling for transcribing source resource- poor languages and translating them into tar- get resource-rich languages if ...of ... See full document
11
Towards a Unified End to End Approach for Fully Unsupervised Cross Lingual Sentiment Analysis
... in low-resource languages suffers from the lack of training ...data. Cross- lingual sentiment analysis (CLSA) aims to improve the performance on these languages by leveraging ... See full document
10
Cross Lingual Word Embeddings for Low Resource Language Modeling
... and cross-lingual word ...of language models on the test ...same language set was used as in Section ...source languages (Dutch, Greek, Finnish, and Japanese) are remarkably similar, as ... See full document
11
Target Language Aware Constrained Inference for Cross lingual Dependency Parsing
... Natural language processing (NLP) techniques have achieved remarkable performance in a vari- ety of tasks when sufficient training data is avail- ...for low-resource language tasks is ... See full document
12
Massively Parallel Cross Lingual Learning in Low Resource Target Language Translation
... to low-resource ...of low- resource language data, effective methods for cross-lingual transfer, and the variable-binding problem that is common in neural ...the ... See full document
12
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