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A Feasibility Study of Answer-Agnostic Question Generation for Education ...
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BiSECT: Learning to Split and Rephrase Sentences with Bitexts ...
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"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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Abstract:
We present a simple but effective approach for leveraging Wikipedia for neural machine translation as well as cross-lingual tasks of image captioning and dependency parsing without using any direct supervision from external parallel data or supervised models in the target language. We show that first sentences and titles of linked Wikipedia pages, as well as cross-lingual image captions, are strong signals for a seed parallel data to extract bilingual dictionaries and cross-lingual word embeddings for mining parallel text from Wikipedia. Our final model achieves high BLEU scores that are close to or sometimes higher than strong supervised baselines in low-resource languages; e.g. supervised BLEU of 4.0 versus 12.1 from our model in English-to-Kazakh. Moreover, we tailor our wikily supervised translation models to unsupervised image captioning, and cross-lingual dependency parser transfer. In image captioning, we train a multi-tasking machine translation and image captioning pipeline for Arabic and English ... : To appear in EMNLP 2021 main conference ...
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Keyword:
Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2104.08384 https://arxiv.org/abs/2104.08384
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Is "my favorite new movie" my favorite movie? Probing the Understanding of Recursive Noun Phrases ...
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Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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BiSECT: Learning to Split and Rephrase Sentences with Bitexts ...
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Resolving Pronouns in Twitter Streams: Context can Help! ...
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Artificial Intelligence in mental health and the biases of language based models
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In: PLoS One (2020)
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Winter is here: summarizing Twitter streams related to pre-scheduled events
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Bilingual is At Least Monolingual (BALM): A Novel Translation Algorithm that Encodes Monolingual Priors ...
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Seeing Things from a Different Angle: Discovering Diverse Perspectives about Claims ...
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Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification ...
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Comparison of Diverse Decoding Methods from Conditional Language Models ...
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Paraphrase-Sense-Tagged Sentences
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In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 714-728 (2019) (2019)
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Learning translations via images with a massively multilingual image dataset
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